Humans integrate visual and haptic information in a statistically optimal fashion

Ernst MO, Banks MS (2002)
Nature 415(6870): 429-433.

Zeitschriftenaufsatz | Veröffentlicht | Englisch
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Abstract / Bemerkung
When a person looks at an object while exploring it with their hand, vision and touch both provide information for estimating the properties of the object. Vision frequently dominates the integrated visual-haptic percept, for example when judging size, shape or position(1-3), but in some circumstances the percept is clearly affected by haptics(4-7). Here we propose that a general principle, which minimizes variance in the final estimate, determines the degree to which vision or haptics dominates. This principle is realized by using maximum-likelihood estimation(8-15) to combine the inputs. To investigate cue combination quantitatively, we first measured the variances associated with visual and haptic estimation of height. We then used these measurements to construct a maximum-likelihood integrator. This model behaved very similarly to humans in a visual-haptic task. Thus, the nervous system seems to combine visual and haptic information in a fashion that is similar to a maximum-likelihood integrator. Visual dominance occurs when the variance associated with visual estimation is lower than that associated with haptic estimation.
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Ernst MO, Banks MS. Humans integrate visual and haptic information in a statistically optimal fashion. Nature. 2002;415(6870):429-433.
Ernst, M. O., & Banks, M. S. (2002). Humans integrate visual and haptic information in a statistically optimal fashion. Nature, 415(6870), 429-433.
Ernst, Marc O., and Banks, MS. 2002. “Humans integrate visual and haptic information in a statistically optimal fashion”. Nature 415 (6870): 429-433.
Ernst, M. O., and Banks, M. S. (2002). Humans integrate visual and haptic information in a statistically optimal fashion. Nature 415, 429-433.
Ernst, M.O., & Banks, M.S., 2002. Humans integrate visual and haptic information in a statistically optimal fashion. Nature, 415(6870), p 429-433.
M.O. Ernst and M.S. Banks, “Humans integrate visual and haptic information in a statistically optimal fashion”, Nature, vol. 415, 2002, pp. 429-433.
Ernst, M.O., Banks, M.S.: Humans integrate visual and haptic information in a statistically optimal fashion. Nature. 415, 429-433 (2002).
Ernst, Marc O., and Banks, MS. “Humans integrate visual and haptic information in a statistically optimal fashion”. Nature 415.6870 (2002): 429-433.

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PMID: 28215622
Optimal visual-haptic integration with articulated tools.
Takahashi C, Watt SJ., Exp Brain Res 235(5), 2017
PMID: 28214998
Neural Representation and Causal Models in Motor Cortex.
Chaisanguanthum KS, Shen HH, Sabes PN., J Neurosci 37(12), 2017
PMID: 28219983
Binaural pitch fusion: Comparison of normal-hearing and hearing-impaired listeners.
Reiss LA, Shayman CS, Walker EP, Bennett KO, Fowler JR, Hartling CL, Glickman B, Lasarev MR, Oh Y., J Acoust Soc Am 141(3), 2017
PMID: 28372056
An adaptive cue combination model of human spatial reorientation.
Xu Y, Regier T, Newcombe NS., Cognition 163(), 2017
PMID: 28285237
Leftward oculomotor prismatic training induces a rightward bias in normal subjects.
Ronga I, Sarasso P, Raineri F, Duhamel JR, Becchio C, Neppi-Modona M., Exp Brain Res 235(6), 2017
PMID: 28285406
Intermanual Apparent Tactile Motion and Its Extension to 3D Interactions.
Zhao S, Israr A, Fenner M, Klatzky RL., IEEE Trans Haptics 10(4), 2017
PMID: 28320677
The Power of Suggestion: Posthypnotically Induced Changes in the Temporal Binding of Intentional Action Outcomes.
Lush P, Caspar EA, Cleeremans A, Haggard P, Magalhães De Saldanha da Gama PA, Dienes Z., Psychol Sci 28(5), 2017
PMID: 28485704
Modeling the Development of Audiovisual Cue Integration in Speech Perception.
Getz LM, Nordeen ER, Vrabic SC, Toscano JC., Brain Sci 7(3), 2017
PMID: 28335558
Transfer of dynamic motor skills acquired during isometric training to free motion.
Melendez-Calderon A, Tan M, Bittmann MF, Burdet E, Patton JL., J Neurophysiol 118(1), 2017
PMID: 28356476
Audio-visual temporal perception in children with restored hearing.
Gori M, Chilosi A, Forli F, Burr D., Neuropsychologia 99(), 2017
PMID: 28365363
Is Attentional Resource Allocation Across Sensory Modalities Task-Dependent?
Wahn B, König P., Adv Cogn Psychol 13(1), 2017
PMID: 28450975
Vision adds to haptics when dyads perform a whole-body joint balance task.
Eils E, Cañal-Bruland R, Sieverding L, de Lussanet MHE, Zentgraf K., Exp Brain Res 235(7), 2017
PMID: 28386712
Brain networks for confidence weighting and hierarchical inference during probabilistic learning.
Meyniel F, Dehaene S., Proc Natl Acad Sci U S A 114(19), 2017
PMID: 28439014
The Impact of Oral Promethazine on Human Whole-Body Motion Perceptual Thresholds.
Diaz-Artiles A, Priesol AJ, Clark TK, Sherwood DP, Oman CM, Young LR, Karmali F., J Assoc Res Otolaryngol 18(4), 2017
PMID: 28439720
Multisensory Integration Uses a Real-Time Unisensory-Multisensory Transform.
Miller RL, Stein BE, Rowland BA., J Neurosci 37(20), 2017
PMID: 28450539
The Sapir-Whorf hypothesis and inference under uncertainty.
Regier T, Xu Y., Wiley Interdiscip Rev Cogn Sci 8(6), 2017
PMID: 28455908
Look Hear! The Prefrontal Cortex is Stratified by Modality of Sensory Input During Multisensory Cognitive Control.
Mayer AR, Ryman SG, Hanlon FM, Dodd AB, Ling JM., Cereb Cortex 27(5), 2017
PMID: 27166168
Manipulation of visual information affects control strategy during a visuomotor tracking task.
Bank PJM, Dobbe LRM, Meskers CGM, de Groot JH, de Vlugt E., Behav Brain Res 329(), 2017
PMID: 28501420
Humans treat unreliable filled-in percepts as more real than veridical ones.
Ehinger BV, Häusser K, Ossandón JP, König P., Elife 6(), 2017
PMID: 28506359
Trust in haptic assistance: weighting visual and haptic cues based on error history.
Gibo TL, Mugge W, Abbink DA., Exp Brain Res 235(8), 2017
PMID: 28534068
Computational Psychosomatics and Computational Psychiatry: Toward a Joint Framework for Differential Diagnosis.
Petzschner FH, Weber LAE, Gard T, Stephan KE., Biol Psychiatry 82(6), 2017
PMID: 28619481
Social Information Is Integrated into Value and Confidence Judgments According to Its Reliability.
De Martino B, Bobadilla-Suarez S, Nouguchi T, Sharot T, Love BC., J Neurosci 37(25), 2017
PMID: 28566360
Motor errors lead to enhanced performance in older adults.
Levy-Tzedek S., Sci Rep 7(1), 2017
PMID: 28607449
Supramodal representation of temporal priors calibrates interval timing.
Zhang H, Zhou X., J Neurophysiol 118(2), 2017
PMID: 28615342
Sensory noise predicts divisive reshaping of receptive fields.
Chalk M, Masset P, Deneve S, Gutkin B., PLoS Comput Biol 13(6), 2017
PMID: 28622330
Fingertip-Based Feature Analysis for the Push and Stroke Manipulation of Elastic Objects.
Nakao M, Senoo M, Matsuda T., IEEE Trans Haptics 10(4), 2017
PMID: 28678714
Integration of individual and social information for decision-making in groups of different sizes.
Park SA, Goïame S, O'Connor DA, Dreher JC., PLoS Biol 15(6), 2017
PMID: 28658252
Integration of visual and tactile information in reproduction of traveled distance.
Churan J, Paul J, Klingenhoefer S, Bremmer F., J Neurophysiol 118(3), 2017
PMID: 28659463
Illusory visual-depth reversal can modulate sensations of contact surface.
Igarashi Y, Omori K, Arai T, Aizawa Y., Exp Brain Res 235(10), 2017
PMID: 28721518
Finding Home: Landmark Ambiguity in Human Navigation.
Jetzschke S, Ernst MO, Froehlich J, Boeddeker N., Front Behav Neurosci 11(), 2017
PMID: 28769773
Effect of Context on the Contribution of Individual Harmonics to Residue Pitch.
Gockel HE, Alsindi S, Hardy C, Carlyon RP., J Assoc Res Otolaryngol 18(6), 2017
PMID: 28755308
Multisensory Integration of Low-level Information in Autism Spectrum Disorder: Measuring Susceptibility to the Flash-Beep Illusion.
Bao VA, Doobay V, Mottron L, Collignon O, Bertone A., J Autism Dev Disord 47(8), 2017
PMID: 28536959
Auditory environmental context affects visual distance perception.
Etchemendy PE, Abregú E, Calcagno ER, Eguia MC, Vechiatti N, Iasi F, Vergara RO., Sci Rep 7(1), 2017
PMID: 28775372
Modality-specific Changes in Motor Cortex Excitability After Visuo-proprioceptive Realignment.
Munoz-Rubke F, Mirdamadi JL, Lynch AK, Block HJ., J Cogn Neurosci 29(12), 2017
PMID: 28777059
Unidirectional brain to muscle connectivity reveals motor cortex control of leg muscles during stereotyped walking.
Artoni F, Fanciullacci C, Bertolucci F, Panarese A, Makeig S, Micera S, Chisari C., Neuroimage 159(), 2017
PMID: 28782683
Grouping by feature of cross-modal flankers in temporal ventriloquism.
Klimova M, Nishida S, Roseboom W., Sci Rep 7(1), 2017
PMID: 28790403
Nonlinear Bayesian filtering and learning: a neuronal dynamics for perception.
Kutschireiter A, Surace SC, Sprekeler H, Pfister JP., Sci Rep 7(1), 2017
PMID: 28821729
Sensory cue-combination in the context of newly learned categories.
Bankieris KR, Bejjanki VR, Aslin RN., Sci Rep 7(1), 2017
PMID: 28883455
Near-optimal integration of facial form and motion.
Dobs K, Ma WJ, Reddy L., Sci Rep 7(1), 2017
PMID: 28887554
With or without you: predictive coding and Bayesian inference in the brain.
Aitchison L, Lengyel M., Curr Opin Neurobiol 46(), 2017
PMID: 28942084
Multisensory Interference in Early Deaf Adults.
Heimler B, Baruffaldi F, Bonmassar C, Venturini M, Pavani F., J Deaf Stud Deaf Educ 22(4), 2017
PMID: 28961871
A unifying Bayesian account of contextual effects in value-based choice.
Rigoli F, Mathys C, Friston KJ, Dolan RJ., PLoS Comput Biol 13(10), 2017
PMID: 28981514
On neuromechanical approaches for the study of biological and robotic grasp and manipulation.
Valero-Cuevas FJ, Santello M., J Neuroeng Rehabil 14(1), 2017
PMID: 29017508
Multisensory emotion perception in congenitally, early, and late deaf CI users.
Fengler I, Nava E, Villwock AK, Büchner A, Lenarz T, Röder B., PLoS One 12(10), 2017
PMID: 29023525
Links between Gestures and Multisensory Processing: Individual Differences Suggest a Compensation Mechanism.
Schmalenbach SB, Billino J, Kircher T, van Kemenade BM, Straube B., Front Psychol 8(), 2017
PMID: 29085323
The spatio-temporal profile of multisensory integration.
Starke J, Ball F, Heinze HJ, Noesselt T., Eur J Neurosci (), 2017
PMID: 29057531
Can Limitations of Visuospatial Attention Be Circumvented? A Review.
Wahn B, König P., Front Psychol 8(), 2017
PMID: 29163278
Visuo-haptic integration in object identification using novel objects.
Desmarais G, Meade M, Wells T, Nadeau M., Atten Percept Psychophys 79(8), 2017
PMID: 28744702
Central-peripheral differences in audiovisual and visuotactile event perception.
Chen YC, Maurer D, Lewis TL, Spence C, Shore DI., Atten Percept Psychophys 79(8), 2017
PMID: 28815431
A biologically inspired neurocomputational model for audiovisual integration and causal inference.
Cuppini C, Shams L, Magosso E, Ursino M., Eur J Neurosci 46(9), 2017
PMID: 28949035
The dynamics of multimodal integration: The averaging diffusion model.
Turner BM, Gao J, Koenig S, Palfy D, L McClelland J., Psychon Bull Rev 24(6), 2017
PMID: 28275990
Early dynamics of stereoscopic surface slant perception.
Caziot B, Backus BT, Lin E., J Vis 17(14), 2017
PMID: 29196763
Kinematic cross-correlation induces sensory integration across separate objects.
Debats NB, Ernst MO, Heuer H., Eur J Neurosci 46(12), 2017
PMID: 29068094
State Estimation for Early Feedback Responses in Reaching: Intramodal or Multimodal?
Oostwoud Wijdenes L, Medendorp WP., Front Integr Neurosci 11(), 2017
PMID: 29311860
Quantification of Lower Extremity Kinesthesia Deficits Using a Robotic Exoskeleton in People With a Spinal Cord Injury.
Chisholm AE, Domingo A, Jeyasurya J, Lam T., Neurorehabil Neural Repair 30(3), 2016
PMID: 26089310
Flexible integration of visual cues in adolescents with autism spectrum disorder.
Bedford R, Pellicano E, Mareschal D, Nardini M., Autism Res 9(2), 2016
PMID: 26097109
Integration of audio-visual information for spatial decisions in children and adults.
Nardini M, Bales J, Mareschal D., Dev Sci 19(5), 2016
PMID: 26190579
Watching your pain site reduces pain intensity in chronic back pain patients.
Diers M, Löffler A, Zieglgänsberger W, Trojan J., Eur J Pain 20(4), 2016
PMID: 26282334
How prior expectations shape multisensory perception.
Gau R, Noppeney U., Neuroimage 124(pt a), 2016
PMID: 26419391
Initiating technical refinements in high-level golfers: Evidence for contradictory procedures.
Carson HJ, Collins D, Richards J., Eur J Sport Sci 16(4), 2016
PMID: 26428876
Multimodal integration in the chicken.
Verhaal J, Luksch H., J Exp Biol 219(pt 1), 2016
PMID: 26567346
The fourth dimension: A motoric perspective on the anxiety-performance relationship.
Carson HJ, Collins D., Int Rev Sport Exerc Psychol 9(1), 2016
PMID: 26692896
Grasping a 2D object: terminal haptic feedback supports an absolute visuo-haptic calibration.
Hosang S, Chan J, Davarpanah Jazi S, Heath M., Exp Brain Res 234(4), 2016
PMID: 26680769
Decentralized Multisensory Information Integration in Neural Systems.
Zhang WH, Chen A, Rasch MJ, Wu S., J Neurosci 36(2), 2016
PMID: 26758843
The Complex Interplay Between Multisensory Integration and Perceptual Awareness.
Deroy O, Faivre N, Lunghi C, Spence C, Aller M, Noppeney U., Multisens Res 29(6-7), 2016
PMID: 27795942
Joint Action: Mental Representations, Shared Information and General Mechanisms for Coordinating with Others.
Vesper C, Abramova E, Bütepage J, Ciardo F, Crossey B, Effenberg A, Hristova D, Karlinsky A, McEllin L, Nijssen SR, Schmitz L, Wahn B., Front Psychol 7(), 2016
PMID: 28101077
Near-optimal Integration of Magnitude in the Human Parietal Cortex.
Tickle H, Speekenbrink M, Tsetsos K, Michael E, Summerfield C., J Cogn Neurosci 28(4), 2016
PMID: 26741801
Cue properties change timing strategies in group movement synchronisation.
Honisch JJ, Elliott MT, Jacoby N, Wing AM., Sci Rep 6(), 2016
PMID: 26781066
Prior probability modulates anticipatory activity in category-specific areas.
Trapp S, Lepsien J, Kotz SA, Bar M., Cogn Affect Behav Neurosci 16(1), 2016
PMID: 26350626
Mastoid Vibration Affects Dynamic Postural Control During Gait.
Chien JH, Mukherjee M, Stergiou N., Ann Biomed Eng 44(9), 2016
PMID: 26833038
Hand synergies: Integration of robotics and neuroscience for understanding the control of biological and artificial hands.
Santello M, Bianchi M, Gabiccini M, Ricciardi E, Salvietti G, Prattichizzo D, Ernst M, Moscatelli A, Jörntell H, Kappers AM, Kyriakopoulos K, Albu-Schäffer A, Castellini C, Bicchi A., Phys Life Rev 17(), 2016
PMID: 26923030
Assessment of sensorimotor control in adults with surgical correction for idiopathic scoliosis.
Pialasse JP, Mercier P, Descarreaux M, Simoneau M., Eur Spine J 25(10), 2016
PMID: 26846230
Neuromorphic VLSI realization of the hippocampal formation.
Aggarwal A., Neural Netw 77(), 2016
PMID: 26914394
The diversity rank-score function for combining human visual perception systems.
Schweikert C, Mulia D, Sanchez K, Hsu DF., Brain Inform 3(1), 2016
PMID: 27747600
Predictive coding of multisensory timing.
Shi Z, Burr D., Curr Opin Behav Sci 8(), 2016
PMID: 27695705
Multiple cue use and integration in pigeons (Columba livia).
Legge EL, Madan CR, Spetch ML, Ludvig EA., Anim Cogn 19(3), 2016
PMID: 26908004
Stimulus intensity modulates multisensory temporal processing.
Krueger Fister J, Stevenson RA, Nidiffer AR, Barnett ZP, Wallace MT., Neuropsychologia 88(), 2016
PMID: 26920937
Touch influences perceived gloss.
Adams WJ, Kerrigan IS, Graf EW., Sci Rep 6(), 2016
PMID: 26915492
Neural signatures of perceptual inference.
Sedley W, Gander PE, Kumar S, Kovach CK, Oya H, Kawasaki H, Howard MA, Griffiths TD., Elife 5(), 2016
PMID: 26949254
Podokinetic circular vection: characteristics and interaction with optokinetic circular vection.
Becker W, Kliegl K, Kassubek J, Jürgens R., Exp Brain Res 234(7), 2016
PMID: 26965438
Haptic Guidance Needs to Be Intuitive Not Just Informative to Improve Human Motor Accuracy.
Mugge W, Kuling IA, Brenner E, Smeets JB., PLoS One 11(3), 2016
PMID: 26982481
Fusion of Haptic and Gesture Sensors for Rehabilitation of Bimanual Coordination and Dexterous Manipulation.
Yu N, Xu C, Li H, Wang K, Wang L, Liu J., Sensors (Basel) 16(3), 2016
PMID: 26999149
Illusory Visual Completion of an Object's Invisible Backside Can Make Your Finger Feel Shorter.
Ekroll V, Sayim B, Van der Hallen R, Wagemans J., Curr Biol 26(8), 2016
PMID: 27040774
Rapid Integration of Tactile and Visual Information by a Newly Sighted Child.
Chen J, Wu ED, Chen X, Zhu LH, Li X, Thorn F, Ostrovsky Y, Qu J., Curr Biol 26(8), 2016
PMID: 27040777
Interval timing, temporal averaging, and cue integration.
De Corte BJ, Matell MS., Curr Opin Behav Sci 8(), 2016
PMID: 27175440
Fast and Accurate Learning When Making Discrete Numerical Estimates.
Sanborn AN, Beierholm UR., PLoS Comput Biol 12(4), 2016
PMID: 27070155
Dissociating vestibular and somatosensory contributions to spatial orientation.
Alberts BB, Selen LP, Bertolini G, Straumann D, Medendorp WP, Tarnutzer AA., J Neurophysiol 116(1), 2016
PMID: 27075537
Perceptual learning shapes multisensory causal inference via two distinct mechanisms.
McGovern DP, Roudaia E, Newell FN, Roach NW., Sci Rep 6(), 2016
PMID: 27091411
Modular design and development methodology for robotic multi-axis F/M sensors.
Liang QK, Zhang D, Coppola G, Wu WN, Zou KL, Wang YN, Sun W, Ge YJ, Ge Y., Sci Rep 6(), 2016
PMID: 27101924
Perceptual drifts of real and artificial limbs in the rubber hand illusion.
Fuchs X, Riemer M, Diers M, Flor H, Trojan J., Sci Rep 6(), 2016
PMID: 27103059
The Influence of Prior Knowledge on Perception and Action: Relationships to Autistic Traits.
Buckingham G, Michelakakis EE, Rajendran G., J Autism Dev Disord 46(5), 2016
PMID: 26820631
Signatures of a Statistical Computation in the Human Sense of Confidence.
Sanders JI, Hangya B, Kepecs A., Neuron 90(3), 2016
PMID: 27151640
The need for speed: global optic flow speed influences steering.
Kountouriotis GK, Mole CD, Merat N, Wilkie RM., R Soc Open Sci 3(5), 2016
PMID: 27293789
Recovering stereo vision by squashing virtual bugs in a virtual reality environment.
Vedamurthy I, Knill DC, Huang SJ, Yung A, Ding J, Kwon OS, Bavelier D, Levi DM., Philos Trans R Soc Lond B Biol Sci 371(1697), 2016
PMID: 27269607
Steering intermediate courses: desert ants combine information from various navigational routines.
Wehner R, Hoinville T, Cruse H, Cheng K., J Comp Physiol A Neuroethol Sens Neural Behav Physiol 202(7), 2016
PMID: 27259296
Intra-Auditory Integration Improves Motor Performance and Synergy in an Accurate Multi-Finger Pressing Task.
Koh K, Kwon HJ, Park YS, Kiemel T, Miller RH, Kim YH, Shin JH, Shim JK., Front Hum Neurosci 10(), 2016
PMID: 27375457
Cross-modal object recognition and dynamic weighting of sensory inputs in a fish.
Schumacher S, Burt de Perera T, Thenert J, von der Emde G., Proc Natl Acad Sci U S A 113(27), 2016
PMID: 27313211
The perceptual and social components of metacognition.
Pescetelli N, Rees G, Bahrami B., J Exp Psychol Gen 145(8), 2016
PMID: 27454040
Can Bayesian Theories of Autism Spectrum Disorder Help Improve Clinical Practice?
Haker H, Schneebeli M, Stephan KE., Front Psychiatry 7(), 2016
PMID: 27378955
A simple approach to ignoring irrelevant variables by population decoding based on multisensory neurons.
Kim HR, Pitkow X, Angelaki DE, DeAngelis GC., J Neurophysiol 116(3), 2016
PMID: 27334948
Neural mechanisms of selective attention in the somatosensory system.
Gomez-Ramirez M, Hysaj K, Niebur E., J Neurophysiol 116(3), 2016
PMID: 27334956
Central tendency effects in time interval reproduction in autism.
Karaminis T, Cicchini GM, Neil L, Cappagli G, Aagten-Murphy D, Burr D, Pellicano E., Sci Rep 6(), 2016
PMID: 27349722
How vision and self-motion combine or compete during path reproduction changes with age.
Petrini K, Caradonna A, Foster C, Burgess N, Nardini M., Sci Rep 6(), 2016
PMID: 27381183
Presaccadic motion integration between current and future retinotopic locations of attended objects.
Szinte M, Jonikaitis D, Rolfs M, Cavanagh P, Deubel H., J Neurophysiol 116(4), 2016
PMID: 27385792
Optimal visuotactile integration for velocity discrimination of self-hand movements.
Chancel M, Blanchard C, Guerraz M, Montagnini A, Kavounoudias A., J Neurophysiol 116(3), 2016
PMID: 27385802
Uncertainty leads to persistent effects on reach representations in dorsal premotor cortex.
Dekleva BM, Ramkumar P, Wanda PA, Kording KP, Miller LE., Elife 5(), 2016
PMID: 27420609
The Sapir-Whorf Hypothesis and Probabilistic Inference: Evidence from the Domain of Color.
Cibelli E, Xu Y, Austerweil JL, Griffiths TL, Regier T., PLoS One 11(7), 2016
PMID: 27434643
Integrating force and position: testing model predictions.
van Beek FE, Bergmann Tiest WM, Kappers AM, Baud-Bovy G., Exp Brain Res 234(11), 2016
PMID: 27450079
Can You Hear That Peak? Utilization of Auditory and Visual Feedback at Peak Limb Velocity.
Loria T, de Grosbois J, Tremblay L., Res Q Exerc Sport 87(3), 2016
PMID: 27463070
Stimulus-Response Compatibility Effect in the Near-Far Dimension: A Developmental Study.
Richez A, Olivier G, Coello Y., Front Psychol 7(), 2016
PMID: 27547194
A dynamical framework to relate perceptual variability with multisensory information processing.
Thakur B, Mukherjee A, Sen A, Banerjee A., Sci Rep 6(), 2016
PMID: 27502974
Designing sensory-substitution devices: Principles, pitfalls and potential1.
Kristjánsson Á, Moldoveanu A, Jóhannesson ÓI, Balan O, Spagnol S, Valgeirsdóttir VV, Unnthorsson R., Restor Neurol Neurosci 34(5), 2016
PMID: 27567755
Neural substrate of dynamic Bayesian inference in the cerebral cortex.
Funamizu A, Kuhn B, Doya K., Nat Neurosci 19(12), 2016
PMID: 27643432
Separating Predicted and Perceived Sensory Consequences of Motor Learning.
't Hart BM, Henriques DY., PLoS One 11(9), 2016
PMID: 27658214
Proprioceptive-Visual Integration and Embodied Cognition: A Developmental Perspective.
Manoel Ede J, Viana Felicio PF, Makida-Dionísio C, Nascimento Soares RD, Freitas A, Gimenez R., Percept Mot Skills 123(2), 2016
PMID: 27597780
Estimating 3D tilt from local image cues in natural scenes.
Burge J, McCann BC, Geisler WS., J Vis 16(13), 2016
PMID: 27738702
Neural Variability and Sampling-Based Probabilistic Representations in the Visual Cortex.
Orbán G, Berkes P, Fiser J, Lengyel M., Neuron 92(2), 2016
PMID: 27764674
Haptic adaptation to slant: No transfer between exploration modes.
van Dam LC, Plaisier MA, Glowania C, Ernst MO., Sci Rep 6(), 2016
PMID: 27698392
Optimal cue combination and landmark-stability learning in the head direction system.
Jeffery KJ, Page HJ, Stringer SM., J Physiol 594(22), 2016
PMID: 27479741
Bayesian Alternation during Tactile Augmentation.
Goeke CM, Planera S, Finger H, König P., Front Behav Neurosci 10(), 2016
PMID: 27774057
Neural mechanisms for spatial computation.
Nolan MF., J Physiol 594(22), 2016
PMID: 27870122
Computational Precision of Mental Inference as Critical Source of Human Choice Suboptimality.
Drugowitsch J, Wyart V, Devauchelle AD, Koechlin E., Neuron 92(6), 2016
PMID: 27916454
Spatiotemporal processing of somatosensory stimuli in schizotypy.
Ferri F, Ambrosini E, Costantini M., Sci Rep 6(), 2016
PMID: 27934937
Modeling the Perception of Audiovisual Distance: Bayesian Causal Inference and Other Models.
Mendonça C, Mandelli P, Pulkki V., PLoS One 11(12), 2016
PMID: 27959919
Multivoxel neurofeedback selectively modulates confidence without changing perceptual performance.
Cortese A, Amano K, Koizumi A, Kawato M, Lau H., Nat Commun 7(), 2016
PMID: 27976739
Are Effects of Action on Perception Real? Evidence from Transformed Movements.
Kirsch W, Ullrich B, Kunde W., PLoS One 11(12), 2016
PMID: 27977726
Human Inferences about Sequences: A Minimal Transition Probability Model.
Meyniel F, Maheu M, Dehaene S., PLoS Comput Biol 12(12), 2016
PMID: 28030543
A perspective on multisensory integration and rapid perturbation responses.
Cluff T, Crevecoeur F, Scott SH., Vision Res 110(pt b), 2015
PMID: 25014401
The influence of visual target information on the online control of movements.
Sarlegna FR, Mutha PK., Vision Res 110(pt b), 2015
PMID: 25038472
Patient DF's visual brain in action: Visual feedforward control in visual form agnosia.
Whitwell RL, Milner AD, Cavina-Pratesi C, Barat M, Goodale MA., Vision Res 110(pt b), 2015
PMID: 25199609
Flexibly weighted integration of tactile reference frames.
Badde S, Röder B, Heed T., Neuropsychologia 70(), 2015
PMID: 25447059
Virtual arm's reach influences perceived distances but only after experience reaching.
Linkenauger SA, Bülthoff HH, Mohler BJ., Neuropsychologia 70(), 2015
PMID: 25446965
Optimal visual-vestibular integration under conditions of conflicting intersensory motion profiles.
Butler JS, Campos JL, Bülthoff HH., Exp Brain Res 233(2), 2015
PMID: 25361642
Illusion-related brain activations: a new virtual reality mirror box system for use during functional magnetic resonance imaging.
Diers M, Kamping S, Kirsch P, Rance M, Bekrater-Bodmann R, Foell J, Trojan J, Fuchs X, Bach F, Maaß H, Cakmak H, Flor H., Brain Res 1594(), 2015
PMID: 25446453
A learning-based approach to artificial sensory feedback leads to optimal integration.
Dadarlat MC, O'Doherty JE, Sabes PN., Nat Neurosci 18(1), 2015
PMID: 25420067
Do humans make good decisions?
Summerfield C, Tsetsos K., Trends Cogn Sci 19(1), 2015
PMID: 25488076
Inference of perceptual priors from path dynamics of passive self-motion.
Prsa M, Jimenez-Rezende D, Blanke O., J Neurophysiol 113(5), 2015
PMID: 25505114
Visuomotor adaptation to a visual rotation is gravity dependent.
Toma S, Sciutti A, Papaxanthis C, Pozzo T., J Neurophysiol 113(6), 2015
PMID: 25505105
Sonification and haptic feedback in addition to visual feedback enhances complex motor task learning.
Sigrist R, Rauter G, Marchal-Crespo L, Riener R, Wolf P., Exp Brain Res 233(3), 2015
PMID: 25511166
Deconstructing multisensory enhancement in detection.
Pannunzi M, Pérez-Bellido A, Pereda-Baños A, López-Moliner J, Deco G, Soto-Faraco S., J Neurophysiol 113(6), 2015
PMID: 25520431
Inferring action structure and causal relationships in continuous sequences of human action.
Buchsbaum D, Griffiths TL, Plunkett D, Gopnik A, Baldwin D., Cogn Psychol 76(), 2015
PMID: 25527974
A method to study precision grip control in viscoelastic force fields using a robotic gripper.
Lambercy O, Metzger JC, Santello M, Gassert R., IEEE Trans Biomed Eng 62(1), 2015
PMID: 25014953
Age-related changes in auditory and visual interactions in temporal rate perception.
Brooks CJ, Anderson AJ, Roach NW, McGraw PV, McKendrick AM., J Vis 15(16), 2015
PMID: 26624937
Head Tracking of Auditory, Visual, and Audio-Visual Targets.
Leung J, Wei V, Burgess M, Carlile S., Front Neurosci 9(), 2015
PMID: 26778952
Human skin wetness perception: psychophysical and neurophysiological bases.
Filingeri D, Havenith G., Temperature (Austin) 2(1), 2015
PMID: 27227008
Integration of retinal and extraretinal information across eye movements.
Ostendorf F, Dolan RJ., PLoS One 10(1), 2015
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On the bimanual integration of proprioceptive information.
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Extending peripersonal space representation without tool-use: evidence from a combined behavioral-computational approach.
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On the combination of two visual cognition systems using combinatorial fusion.
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A neural implementation of Wald's sequential probability ratio test.
Kira S, Yang T, Shadlen MN., Neuron 85(4), 2015
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Causal manipulation of functional connectivity in a specific neural pathway during behaviour and at rest.
Johnen VM, Neubert FX, Buch ER, Verhagen L, O'Reilly JX, Mars RB, Rushworth MF., Elife 4(), 2015
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Coincidence avoidance principle in surface haptic interpretation.
Manuel SG, Klatzky RL, Peshkin MA, Colgate JE., Proc Natl Acad Sci U S A 112(8), 2015
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Multisensory integration and child neurodevelopment.
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Network activity underlying the illusory self-attribution of a dummy arm.
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Multisensory causal inference in the brain.
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A spatially collocated sound thrusts a flash into awareness.
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Multisensory decisions provide support for probabilistic number representations.
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Allocentric coding: spatial range and combination rules.
Camors D, Jouffrais C, Cottereau BR, Durand JB., Vision Res 109(pt a), 2015
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Untangling visual and proprioceptive contributions to hand localisation over time.
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Using psychophysics to ask if the brain samples or maximizes.
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Integration trumps selection in object recognition.
Saarela TP, Landy MS., Curr Biol 25(7), 2015
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Over my fake body: body ownership illusions for studying the multisensory basis of own-body perception.
Kilteni K, Maselli A, Kording KP, Slater M., Front Hum Neurosci 9(), 2015
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Evaluating the inverse reasoning account of object discovery.
Carroll CD, Kemp C., Cognition 139(), 2015
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Tactile remapping: from coordinate transformation to integration in sensorimotor processing.
Heed T, Buchholz VN, Engel AK, Röder B., Trends Cogn Sci 19(5), 2015
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A Bayesian perspective on magnitude estimation.
Petzschner FH, Glasauer S, Stephan KE., Trends Cogn Sci 19(5), 2015
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Multisensory interactions between vestibular, visual and somatosensory signals.
Ferrè ER, Walther LE, Haggard P., PLoS One 10(4), 2015
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Pantomime-grasping: the 'return' of haptic feedback supports the absolute specification of object size.
Davarpanah Jazi S, Yau M, Westwood DA, Heath M., Exp Brain Res 233(7), 2015
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Vection and visually induced motion sickness: how are they related?
Keshavarz B, Riecke BE, Hettinger LJ, Campos JL., Front Psychol 6(), 2015
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Spiking neuron network Helmholtz machine.
Sountsov P, Miller P., Front Comput Neurosci 9(), 2015
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Why do movements drift in the dark? Passive versus active mechanisms of error accumulation.
Cameron BD, de la Malla C, López-Moliner J., J Neurophysiol 114(1), 2015
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Long-distance communication facilitates cooperation among wild spotted hyaenas, Crocuta crocuta.
Gersick AS, Cheney DL, Schneider JM, Seyfarth RM, Holekamp KE., Anim Behav 103(), 2015
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Forced fusion in multisensory heading estimation.
de Winkel KN, Katliar M, Bülthoff HH., PLoS One 10(5), 2015
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Self-motion perception in autism is compromised by visual noise but integrated optimally across multiple senses.
Zaidel A, Goin-Kochel RP, Angelaki DE., Proc Natl Acad Sci U S A 112(20), 2015
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Audiovisual integration of emotional signals from others' social interactions.
Piwek L, Pollick F, Petrini K., Front Psychol 9(), 2015
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Crossmodal integration improves sensory detection thresholds in the ferret.
Hollensteiner KJ, Pieper F, Engler G, König P, Engel AK., PLoS One 10(5), 2015
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Whole brain mapping of visual and tactile convergence in the macaque monkey.
Guipponi O, Cléry J, Odouard S, Wardak C, Ben Hamed S., Neuroimage 117(), 2015
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Using visual cues to enhance haptic feedback for palpation on virtual model of soft tissue.
Li M, Konstantinova J, Secco EL, Jiang A, Liu H, Nanayakkara T, Seneviratne LD, Dasgupta P, Althoefer K, Wurdemann HA., Med Biol Eng Comput 53(11), 2015
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The role of tactile sensation in online and offline hierarchical control of multi-finger force synergy.
Koh K, Kwon HJ, Yoon BC, Cho Y, Shin JH, Hahn JO, Miller RH, Kim YH, Shim JK., Exp Brain Res 233(9), 2015
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Signal Integration in Human Visual Speed Perception.
Jogan M, Stocker AA., J Neurosci 35(25), 2015
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How our body influences our perception of the world.
Harris LR, Carnevale MJ, D'Amour S, Fraser LE, Harrar V, Hoover AE, Mander C, Pritchett LM., Front Psychol 6(), 2015
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Melodic sound enhances visual awareness of congruent musical notes, but only if you can read music.
Lee M, Blake R, Kim S, Kim CY., Proc Natl Acad Sci U S A 112(27), 2015
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Enhanced visual dominance in far space.
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Evidence for Optimal Integration of Visual Feature Representations across Saccades.
Oostwoud Wijdenes L, Marshall L, Bays PM., J Neurosci 35(28), 2015
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Impact of hand and object colors on object temperature perception.
Ho HN, Iwai D, Yoshikawa Y, Watanabe J, Nishida S., Temperature (Austin) 2(3), 2015
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Interactions between dorsal and ventral streams for controlling skilled grasp.
van Polanen V, Davare M., Neuropsychologia 79(pt b), 2015
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Rendered and Characterized Closed-Loop Accuracy of Impedance-Type Haptic Displays.
Colonnese N, Siu AF, Abbott CM, Okamura AM., IEEE Trans Haptics 8(4), 2015
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Multisensory distortions of the hand have differential effects on tactile perception.
Treshi-marie Perera A, Newport R, McKenzie KJ., Exp Brain Res 233(11), 2015
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SoftAR: visually manipulating haptic softness perception in spatial augmented reality.
Punpongsanon P, Iwai D, Sato K., IEEE Trans Vis Comput Graph 21(11), 2015
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Hearing Where the Eyes See: Children Use an Irrelevant Visual Cue When Localizing Sounds.
Petrini K, Jones PR, Smith L, Nardini M., Child Dev 86(5), 2015
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Low attention impairs optimal incorporation of prior knowledge in perceptual decisions.
Morales J, Solovey G, Maniscalco B, Rahnev D, de Lange FP, Lau H., Atten Percept Psychophys 77(6), 2015
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Making meaning from sensory cues: a qualitative investigation of postgraduate learning in the operating room.
Cope AC, Mavroveli S, Bezemer J, Hanna GB, Kneebone R., Acad Med 90(8), 2015
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Crossmodal enhancement in the LOC for visuohaptic object recognition over development.
Jao RJ, James TW, James KH., Neuropsychologia 77(), 2015
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Duration estimates within a modality are integrated sub-optimally.
Cai MB, Eagleman DM., Front Psychol 6(), 2015
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Structure Learning in Bayesian Sensorimotor Integration.
Genewein T, Hez E, Razzaghpanah Z, Braun DA., PLoS Comput Biol 11(8), 2015
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The influence of embodiment on multisensory integration using the mirror box illusion.
Medina J, Khurana P, Coslett HB., Conscious Cogn 37(), 2015
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Dissecting neural circuits for multisensory integration and crossmodal processing.
Yau JM, DeAngelis GC, Angelaki DE., Philos Trans R Soc Lond B Biol Sci 370(1677), 2015
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Women's Preferences for Penis Size: A New Research Method Using Selection among 3D Models.
Prause N, Park J, Leung S, Miller G., PLoS One 10(9), 2015
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Processing time of addition or withdrawal of single or combined balance-stabilizing haptic and visual information.
Honeine JL, Crisafulli O, Sozzi S, Schieppati M., J Neurophysiol 114(6), 2015
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The Role of Temporal Information in Perisaccadic Mislocalization.
Matziridi M, Brenner E, Smeets JB., PLoS One 10(9), 2015
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Absence of modulatory action on haptic height perception with musical pitch.
Geronazzo M, Avanzini F, Grassi M., Front Psychol 6(), 2015
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The contributions of vision and haptics to reaching and grasping.
Stone KD, Gonzalez CL., Front Psychol 6(), 2015
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The interaction of vision and audition in two-dimensional space.
Godfroy-Cooper M, Sandor PM, Miller JD, Welch RB., Front Neurosci 9(), 2015
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Illusory Tactile Motion Perception: An Analog of the Visual Filehne Illusion.
Moscatelli A, Hayward V, Wexler M, Ernst MO., Sci Rep 5(), 2015
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The role of vibration in tactile speed perception.
Dallmann CJ, Ernst MO, Moscatelli A., J Neurophysiol 114(6), 2015
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Optimal cue integration in ants.
Wystrach A, Mangan M, Webb B., Proc Biol Sci 282(1816), 2015
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Explaining the especially pink elephant.
Pillow JW., Nat Neurosci 18(10), 2015
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A Multisensory Network for Olfactory Processing.
Maier JX, Blankenship ML, Li JX, Katz DB., Curr Biol 25(20), 2015
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Confidence as Bayesian Probability: From Neural Origins to Behavior.
Meyniel F, Sigman M, Mainen ZF., Neuron 88(1), 2015
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Behavioral, Neural, and Computational Principles of Bodily Self-Consciousness.
Blanke O, Slater M, Serino A., Neuron 88(1), 2015
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Receipt of reward leads to altered estimation of effort.
Pooresmaeili A, Wannig A, Dolan RJ., Proc Natl Acad Sci U S A 112(43), 2015
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Late development of cue integration is linked to sensory fusion in cortex.
Dekker TM, Ban H, van der Velde B, Sereno MI, Welchman AE, Nardini M., Curr Biol 25(21), 2015
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Sensory uncertainty decoded from visual cortex predicts behavior.
van Bergen RS, Ma WJ, Pratte MS, Jehee JF., Nat Neurosci 18(12), 2015
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Audiovisual Delay as a Novel Cue to Visual Distance.
Jaekl P, Seidlitz J, Harris LR, Tadin D., PLoS One 10(10), 2015
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Sensory development: late integration of multiple cues.
Mamassian P., Curr Biol 25(21), 2015
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Learning to Estimate Dynamical State with Probabilistic Population Codes.
Makin JG, Dichter BK, Sabes PN., PLoS Comput Biol 11(11), 2015
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Perception and Reality: Why a Wholly Empirical Paradigm is Needed to Understand Vision.
Purves D, Morgenstern Y, Wojtach WT., Front Syst Neurosci 9(), 2015
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Near-optimal integration of orientation information across saccades.
Ganmor E, Landy MS, Simoncelli EP., J Vis 15(16), 2015
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Ventriloquism effect with sound stimuli varying in both azimuth and elevation.
Hendrickx E, Paquier M, Koehl V, Palacino J., J Acoust Soc Am 138(6), 2015
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Biases in Visual, Auditory, and Audiovisual Perception of Space.
Odegaard B, Wozny DR, Shams L., PLoS Comput Biol 11(12), 2015
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Rate and timing of cortical responses driven by separate sensory channels.
Saal HP, Harvey MA, Bensmaia SJ., Elife 4(), 2015
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Design and Calibration of a New 6 DOF Haptic Device.
Qin H, Song A, Liu Y, Jiang G, Zhou B., Sensors (Basel) 15(12), 2015
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Spatiotemporal Processing in Crossmodal Interactions for Perception of the External World: A Review.
Hidaka S, Teramoto W, Sugita Y., Front Integr Neurosci 9(), 2015
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Spatial orienting in complex audiovisual environments.
Nardo D, Santangelo V, Macaluso E., Hum Brain Mapp 35(4), 2014
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Schizophrenia as a self-disorder due to perceptual incoherence.
Postmes L, Sno HN, Goedhart S, van der Stel J, Heering HD, de Haan L., Schizophr Res 152(1), 2014
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The neural underpinnings of an optimal exploitation of social information under uncertainty.
Toelch U, Bach DR, Dolan RJ., Soc Cogn Affect Neurosci 9(11), 2014
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Persistent body image disturbance following recovery from eating disorders.
Eshkevari E, Rieger E, Longo MR, Haggard P, Treasure J., Int J Eat Disord 47(4), 2014
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Visuo-proprioceptive interactions during adaptation of the human reach.
Judkins T, Scheidt RA., J Neurophysiol 111(4), 2014
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Models and processes of multisensory cue combination.
Seilheimer RL, Rosenberg A, Angelaki DE., Curr Opin Neurobiol 25(), 2014
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A model of the temporal dynamics of multisensory enhancement.
Rowland BA, Stein BE., Neurosci Biobehav Rev 41(), 2014
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Haptic feedback enhances rhythmic motor control by reducing variability, not improving convergence rate.
Ankarali MM, Tutkun Sen H, De A, Okamura AM, Cowan NJ., J Neurophysiol 111(6), 2014
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Bimanual proprioception: are two hands better than one?
Wong JD, Wilson ET, Kistemaker DA, Gribble PL., J Neurophysiol 111(6), 2014
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The effect of blur on the perception of up.
Harris LR, Jenkin M., Optom Vis Sci 91(1), 2014
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Multimodal integration of time.
Bausenhart KM, de la Rosa MD, Ulrich R., Exp Psychol 61(4), 2014
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Exploring the role of the amplitude envelope in duration estimation.
Vallet GT, Shore DI, Schutz M., Perception 43(7), 2014
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The Butcher's Tongue Illusion.
Michel C, Velasco C, Salgado-Montejo A, Spence C., Perception 43(8), 2014
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An Intersensory Interaction Account of Priming Effects-and Their Absence.
Klatzky RL, Creswell JD., Perspect Psychol Sci 9(1), 2014
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To pass or not to pass: more a question of body orientation than visual cues.
Bourrelly A, Vercher JL, Bringoux L., Q J Exp Psychol (Hove) 67(9), 2014
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Unmasking the dichoptic mask by sound: spatial congruency matters.
Yang YH, Yeh SL., Exp Brain Res 232(4), 2014
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Two is better than one: physical interactions improve motor performance in humans.
Ganesh G, Takagi A, Osu R, Yoshioka T, Kawato M, Burdet E., Sci Rep 4(), 2014
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Haptic perception accuracy depending on self-produced movement.
Park C, Kim S., J Sports Sci 32(10), 2014
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A modular theory of multisensory integration for motor control.
Tagliabue M, McIntyre J., Front Comput Neurosci 8(), 2014
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Crossmodal interactions in the perception of expressivity in musical performance.
Vuoskoski JK, Thompson MR, Clarke EF, Spence C., Atten Percept Psychophys 76(2), 2014
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Costs and benefits of tool-use on the perception of reachable space.
Bourgeois J, Farnè A, Coello Y., Acta Psychol (Amst) 148(), 2014
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Again, knowledge of common source fails to promote visual-haptic integration.
Misceo GF, Jackson SV, Perdue JR., Percept Mot Skills 118(1), 2014
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The role of differential delays in integrating transient visual and proprioceptive information.
Cameron BD, de la Malla C, López-Moliner J., Front Psychol 5(), 2014
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A neurocomputational analysis of the sound-induced flash illusion.
Cuppini C, Magosso E, Bolognini N, Vallar G, Ursino M., Neuroimage 92(), 2014
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Effects of augmentative visual training on audio-motor mapping.
Hands GL, Larson E, Stepp CE., Hum Mov Sci 35(), 2014
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Supra-personal cognitive control and metacognition.
Shea N, Boldt A, Bang D, Yeung N, Heyes C, Frith CD., Trends Cogn Sci 18(4), 2014
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Adaptive gain control during human perceptual choice.
Cheadle S, Wyart V, Tsetsos K, Myers N, de Gardelle V, Herce Castañón S, Summerfield C., Neuron 81(6), 2014
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Multisensory integration: flexible use of general operations.
van Atteveldt N, Murray MM, Thut G, Schroeder CE., Neuron 81(6), 2014
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Bayesian integration of information in hippocampal place cells.
Madl T, Franklin S, Chen K, Montaldi D, Trappl R., PLoS One 9(3), 2014
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Variability in neural activity and behavior.
Renart A, Machens CK., Curr Opin Neurobiol 25(), 2014
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Rubber hand illusion affects joint angle perception.
Butz MV, Kutter EF, Lorenz C., PLoS One 9(3), 2014
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Occam's Razor in sensorimotor learning.
Genewein T, Braun DA., Proc Biol Sci 281(1783), 2014
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Toward "pseudo-haptic avatars": modifying the visual animation of self-avatar can simulate the perception of weight lifting.
Jáuregui DA, Argelaguet F, Olivier AH, Marchal M, Multon F, Lécuyer A., IEEE Trans Vis Comput Graph 20(4), 2014
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Neurocognitive robot-assisted therapy of hand function.
Metzger JC, Lambercy O, Califfi A, Conti FM, Gassert R., IEEE Trans Haptics 7(2), 2014
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Visuomotor adaptation in Parkinson's disease: effects of perturbation type and medication state.
Semrau JA, Perlmutter JS, Thoroughman KA., J Neurophysiol 111(12), 2014
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Short-term plasticity of visuo-haptic object recognition.
Kassuba T, Klinge C, Hölig C, Röder B, Siebner HR., Front Psychol 5(), 2014
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How cognitive aging affects multisensory integration of navigational cues.
Bates SL, Wolbers T., Neurobiol Aging 35(12), 2014
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Stance width changes how sensory feedback is used for multisegmental balance control.
Goodworth AD, Mellodge P, Peterka RJ., J Neurophysiol 112(3), 2014
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Joint perceptual decision-making: a case study in explanatory pluralism.
Abney DH, Dale R, Yoshimi J, Kello CT, Tylén K, Fusaroli R., Front Psychol 5(), 2014
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Prospective Optimization.
Sejnowski TJ, Poizner H, Lynch G, Gepshtein S, Greenspan RJ., Proc IEEE Inst Electr Electron Eng 102(5), 2014
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Relation between belief and performance in perceptual decision making.
Drugowitsch J, Moreno-Bote R, Pouget A., PLoS One 9(5), 2014
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Parallel processing of shape and texture in haptic search.
van Polanen V, Bergmann Tiest WM, Kappers AM., Acta Psychol (Amst) 150(), 2014
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Motor-induced visual motion: hand movements driving visual motion perception.
Keetels M, Stekelenburg JJ., Exp Brain Res 232(9), 2014
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Multisensory integration in action control.
Sutter C, Drewing K, Müsseler J., Front Psychol 5(), 2014
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Combined influence of visual scene and body tilt on arm pointing movements: gravity matters!
Scotto Di Cesare C, Sarlegna FR, Bourdin C, Mestre DR, Bringoux L., PLoS One 9(6), 2014
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Optimal multisensory decision-making in a reaction-time task.
Drugowitsch J, DeAngelis GC, Klier EM, Angelaki DE, Pouget A., Elife 3(), 2014
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Why wet feels wet? A neurophysiological model of human cutaneous wetness sensitivity.
Filingeri D, Fournet D, Hodder S, Havenith G., J Neurophysiol 112(6), 2014
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Model averaging, optimal inference, and habit formation.
FitzGerald TH, Dolan RJ, Friston KJ., Front Hum Neurosci 8(), 2014
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Moving in time: Bayesian causal inference explains movement coordination to auditory beats.
Elliott MT, Wing AM, Welchman AE., Proc Biol Sci 281(1786), 2014
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Combining colour and temperature: A blue object is more likely to be judged as warm than a red object.
Ho HN, Iwai D, Yoshikawa Y, Watanabe J, Nishida S., Sci Rep 4(), 2014
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Development of multisensory integration from the perspective of the individual neuron.
Stein BE, Stanford TR, Rowland BA., Nat Rev Neurosci 15(8), 2014
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Eluding the illusion? Schizophrenia, dopamine and the McGurk effect.
White TP, Wigton RL, Joyce DW, Bobin T, Ferragamo C, Wasim N, Lisk S, Shergill SS., Front Hum Neurosci 8(), 2014
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Haptic discrimination of distance.
van Beek FE, Bergmann Tiest WM, Kappers AM., PLoS One 9(8), 2014
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Opposed optimal strategies of weighting somatosensory inputs for planning reaching movements toward visual and proprioceptive targets.
Blouin J, Saradjian AH, Lebar N, Guillaume A, Mouchnino L., J Neurophysiol 112(9), 2014
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Human vision is attuned to the diffuseness of natural light.
Morgenstern Y, Geisler WS, Murray RF., J Vis 14(9), 2014
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Feature-positive discriminations during a spatial-search task with humans.
Ruprecht CM, Wolf JE, Quintana NI, Leising KJ., Learn Behav 42(3), 2014
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Near-optimal decoding of transient stimuli from coupled neuronal subpopulations.
Trousdale J, Carroll SR, Gabbiani F, Josić K., J Neurosci 34(36), 2014
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Development of context dependency in human space perception.
Sciutti A, Burr D, Saracco A, Sandini G, Gori M., Exp Brain Res 232(12), 2014
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Locomotor sensory organization test: a novel paradigm for the assessment of sensory contributions in gait.
Chien JH, Eikema DJ, Mukherjee M, Stergiou N., Ann Biomed Eng 42(12), 2014
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Structure learning and the Occam's razor principle: a new view of human function acquisition.
Narain D, Smeets JB, Mamassian P, Brenner E, van Beers RJ., Front Comput Neurosci 8(), 2014
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Does EMG control lead to distinct motor adaptation?
Johnson RE, Kording KP, Hargrove LJ, Sensinger JW., Front Neurosci 8(), 2014
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Auditory/visual distance estimation: accuracy and variability.
Anderson PW, Zahorik P., Front Psychol 5(), 2014
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Haptic guidance of overt visual attention.
List A, Iordanescu L, Grabowecky M, Suzuki S., Atten Percept Psychophys 76(8), 2014
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How much to trust the senses: likelihood learning.
Sato Y, Kording KP., J Vis 14(13), 2014
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Spatial cue reliability drives frequency tuning in the barn Owl's midbrain.
Cazettes F, Fischer BJ, Pena JL., Elife 3(), 2014
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Vision of the body and the differentiation of perceived body side in touch.
Tamè L, Farnè A, Pavani F., Cortex 49(5), 2013
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Synchronization with competing visual and auditory rhythms: bouncing ball meets metronome.
Hove MJ, Iversen JR, Zhang A, Repp BH., Psychol Res 77(4), 2013
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Vision holds a greater share in visuo-haptic object recognition than touch.
Kassuba T, Klinge C, Hölig C, Röder B, Siebner HR., Neuroimage 65(), 2013
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Impact of the spatial congruence of redundant targets on within-modal and cross-modal integration.
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Direct evidence for encoding of motion streaks in human visual cortex.
Apthorp D, Schwarzkopf DS, Kaul C, Bahrami B, Alais D, Rees G., Proc Biol Sci 280(1752), 2013
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Probabilistic cue combination: less is more.
Yurovsky D, Boyer TW, Smith LB, Yu C., Dev Sci 16(2), 2013
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Bayesian prediction and evaluation in the anterior cingulate cortex.
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Rotation-independent representations for haptic movements.
Shioiri S, Yamazaki T, Matsumiya K, Kuriki I., Sci Rep 3(), 2013
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Touch can be as accurate as passively-guided kinaesthesis in length perception.
Van Doorn GH, Richardson BL, Symmons MA., Multisens Res 26(5), 2013
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Auditory modulation of visual stimulus encoding in human retinotopic cortex.
de Haas B, Schwarzkopf DS, Urner M, Rees G., Neuroimage 70(), 2013
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Neurology of volition.
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Specular reflections and the estimation of shape from binocular disparity.
Muryy AA, Welchman AE, Blake A, Fleming RW., Proc Natl Acad Sci U S A 110(6), 2013
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Healthy and dystonic children compensate for changes in motor variability.
Chu VW, Sternad D, Sanger TD., J Neurophysiol 109(8), 2013
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Motor abilities in autism: a review using a computational context.
Gowen E, Hamilton A., J Autism Dev Disord 43(2), 2013
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Augmented visual, auditory, haptic, and multimodal feedback in motor learning: a review.
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Cue integration and the perception of action in intentional binding.
Wolpe N, Haggard P, Siebner HR, Rowe JB., Exp Brain Res 229(3), 2013
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Spatial sensory organization and body representation in pain perception.
Haggard P, Iannetti GD, Longo MR., Curr Biol 23(4), 2013
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Do adjustments in search behavior depend on the precision of spatial memory?
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Bayesian combination of two-dimensional location estimates.
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Suboptimal criterion setting in a perceptual choice task with asymmetric reinforcement.
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Site-specific visual feedback reduces pain perception.
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The experience of agency: an interplay between prediction and postdiction.
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Improving target detection in visual search through the augmenting multi-sensory cues.
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Grasping in wonderland: altering the visual size of the body recalibrates the body schema.
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The senses of force and heaviness at the human elbow joint.
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High-intensity sound increases the size of visually perceived objects.
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Adaptive space warping to enhance passive haptics in an arthroscopy surgical simulator.
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Principles of multisensory behavior.
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Multiply-constrained semantic search in the Remote Associates Test.
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Reducing bias in auditory duration reproduction by integrating the reproduced signal.
Shi Z, Ganzenmüller S, Müller HJ., PLoS One 8(4), 2013
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Learning multisensory integration and coordinate transformation via density estimation.
Makin JG, Fellows MR, Sabes PN., PLoS Comput Biol 9(4), 2013
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Dynamic weighting of multisensory stimuli shapes decision-making in rats and humans.
Sheppard JP, Raposo D, Churchland AK., J Vis 13(6), 2013
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Vestibular perception following acute unilateral vestibular lesions.
Cousins S, Kaski D, Cutfield N, Seemungal B, Golding JF, Gresty M, Glasauer S, Bronstein AM., PLoS One 8(5), 2013
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Isolating shape from semantics in haptic-visual priming.
Pesquita A, Brennan AA, Enns JT, Soto-Faraco S., Exp Brain Res 227(3), 2013
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Audiotactile interactions beyond the space and body parts around the head.
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Aging and audio-visual and multi-cue integration in motion.
Roudaia E, Sekuler AB, Bennett PJ, Sekuler R., Front Psychol 4(), 2013
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Cutaneous mechanisms of isometric ankle force control.
Choi JT, Lundbye-Jensen J, Leukel C, Nielsen JB., Exp Brain Res 228(3), 2013
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Falling skyscrapers: when cross-modal perception of verticality fails.
Tseng CH, Chow HM, Spillmann L., Psychol Sci 24(7), 2013
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Cross-modal sensory integration of visual-tactile motion information: instrument design and human psychophysics.
Pei YC, Chang TY, Lee TC, Saha S, Lai HY, Gomez-Ramirez M, Chou SW, Wong AM., Sensors (Basel) 13(6), 2013
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Bridging the gap between theories of sensory cue integration and the physiology of multisensory neurons.
Fetsch CR, DeAngelis GC, Angelaki DE., Nat Rev Neurosci 14(6), 2013
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Keep your head on straight: facilitating sensori-motor transformations for eye-hand coordination.
Tagliabue M, Arnoux L, McIntyre J., Neuroscience 248(), 2013
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Vision contingent auditory pitch aftereffects.
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The sense of agency is action-effect causality perception based on cross-modal grouping.
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Heightened motor and sensory (mirror-touch) referral induced by nerve block or topical anesthetic.
Case LK, Gosavi R, Ramachandran VS., Neuropsychologia 51(10), 2013
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Modelling human visual navigation using multi-view scene reconstruction.
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Mental imagery changes multisensory perception.
Berger CC, Ehrsson HH., Curr Biol 23(14), 2013
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Intersensory binding across space and time: a tutorial review.
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Ideal-observer models of perceptual contrast enhancement.
Platkiewicz J, Michalska H, Hayward V., BMC Neurosci 14(suppl 1), 2013
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Contextual effects in interval-duration judgements in vision, audition and touch.
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Complexity of visual stimuli affects visual illusion induced by sound.
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Gaze direction affects linear self-motion heading discrimination in humans.
Ni J, Tatalovic M, Straumann D, Olasagasti I., Eur J Neurosci 38(8), 2013
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Joint representation of depth from motion parallax and binocular disparity cues in macaque area MT.
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Optimal multimodal integration in spatial localization.
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The effect of model uncertainty on cooperation in sensorimotor interactions.
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Probabilistic brains: knowns and unknowns.
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Self-Associations Influence Task-Performance through Bayesian Inference.
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The situated HKB model: how sensorimotor spatial coupling can alter oscillatory brain dynamics.
Aguilera M, Bedia MG, Santos BA, Barandiaran XE., Front Comput Neurosci 7(), 2013
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Predictive modeling by the cerebellum improves proprioception.
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Proprioception is robust under external forces.
Kuling IA, Brenner E, Smeets JB., PLoS One 8(9), 2013
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Integration of visual and inertial cues in the perception of angular self-motion.
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Observation of own exploration movements impairs haptic spatial perception.
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Perceived size change induced by nonvisual signals in darkness: the relative contribution of vergence and proprioception.
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Kalman filtering naturally accounts for visually guided and predictive smooth pursuit dynamics.
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Intra- and intermodal integration of discrepant visual and proprioceptive action effects.
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Interoceptive inference, emotion, and the embodied self.
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Priming of actions increases sense of control over unexpected outcomes.
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Is one enough? The case for non-additive influences of visual features on crossmodal Stroop interference.
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Three comments on Teller's "bridge locus".
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Integration of visual motion and locomotion in mouse visual cortex.
Saleem AB, Ayaz A, Jeffery KJ, Harris KD, Carandini M., Nat Neurosci 16(12), 2013
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Convergent approaches toward the study of multisensory perception.
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Supervised calibration relies on the multisensory percept.
Zaidel A, Ma WJ, Angelaki DE., Neuron 80(6), 2013
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Visual and haptic integration in the estimation of softness of deformable objects.
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Lambrechts A, Walsh V, van Wassenhove V., PLoS One 8(12), 2013
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A biologically inspired neural model for visual and proprioceptive integration including sensory training.
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The influence of prior experience and expected timing on vibrotactile discrimination.
Karim M, Harris JA, Langdon A, Breakspear M., Front Neurosci 7(), 2013
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Current perspectives and methods in studying neural mechanisms of multisensory interactions.
Klemen J, Chambers CD., Neurosci Biobehav Rev 36(1), 2012
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Sense of agency in health and disease: a review of cue integration approaches.
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Sensorimotor integration for multisegmental frontal plane balance control in humans.
Goodworth AD, Peterka RJ., J Neurophysiol 107(1), 2012
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The neural mechanisms of reliability weighted integration of shape information from vision and touch.
Helbig HB, Ernst MO, Ricciardi E, Pietrini P, Thielscher A, Mayer KM, Schultz J, Noppeney U., Neuroimage 60(2), 2012
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The role of haptic feedback when manipulating nonrigid objects.
Danion F, Diamond JS, Flanagan JR., J Neurophysiol 107(1), 2012
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Investigating the mechanisms of visually-evoked tactile sensations.
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Using our brains to develop better policy.
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Audiovisual integration in low vision individuals.
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Two hands, one perception: how bimanual haptic information is combined by the brain.
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0 + 1 > 1: How adding noninformative sound improves performance on a visual task.
Kim R, Peters MA, Shams L., Psychol Sci 23(1), 2012
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A rational analysis of the acquisition of multisensory representations.
Yildirim I, Jacobs RA., Cogn Sci 36(2), 2012
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When correlation implies causation in multisensory integration.
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Visual influence on haptic torque perception.
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The role of movement synchronization with an auditory signal in producing prism adaptation.
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Intentional binding and the sense of agency: a review.
Moore JW, Obhi SS., Conscious Cogn 21(1), 2012
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Time gain influences adaptive visual-motor isometric force control.
Hu X, Mazich MM, Newell KM., Exp Brain Res 218(1), 2012
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Can you McGurk yourself? Self-face and self-voice in audiovisual speech.
Aruffo C, Shore DI., Psychon Bull Rev 19(1), 2012
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Listening to numbers affects visual and haptic bisection in healthy individuals and neglect patients.
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Blur and disparity are complementary cues to depth.
Held RT, Cooper EA, Banks MS., Curr Biol 22(5), 2012
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The integration of motion and disparity cues to depth in dorsal visual cortex.
Ban H, Preston TJ, Meeson A, Welchman AE., Nat Neurosci 15(4), 2012
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Mirrored visual feedback limits distal effect anticipation.
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Combination of texture and color cues in visual segmentation.
Saarela TP, Landy MS., Vision Res 58(), 2012
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Multisensory decision-making in rats and humans.
Raposo D, Sheppard JP, Schrater PR, Churchland AK., J Neurosci 32(11), 2012
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The perception of a face is no more than the sum of its parts.
Gold JM, Mundy PJ, Tjan BS., Psychol Sci 23(4), 2012
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The origin of the audiovisual bounce inducing effect: a TMS study.
Maniglia M, Grassi M, Casco C, Campana G., Neuropsychologia 50(7), 2012
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Reach endpoint errors do not vary with movement path of the proprioceptive target.
Jones SA, Byrne PA, Fiehler K, Henriques DY., J Neurophysiol 107(12), 2012
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Multisensory integration in the estimation of walked distances.
Campos JL, Butler JS, Bülthoff HH., Exp Brain Res 218(4), 2012
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Perceiving transformed movements when using tools.
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How can a Bayesian approach inform neuroscience?
O'Reilly JX, Jbabdi S, Behrens TE., Eur J Neurosci 35(7), 2012
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A new perceptual bias reveals suboptimal population decoding of sensory responses.
Putzeys T, Bethge M, Wichmann F, Wagemans J, Goris R., PLoS Comput Biol 8(4), 2012
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Rubber hands feel touch, but not in blind individuals.
Petkova VI, Zetterberg H, Ehrsson HH., PLoS One 7(4), 2012
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What failure in collective decision-making tells us about metacognition.
Bahrami B, Olsen K, Bang D, Roepstorff A, Rees G, Frith C., Philos Trans R Soc Lond B Biol Sci 367(1594), 2012
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Rapid enhancement of touch from non-informative vision of the hand.
Cardini F, Longo MR, Driver J, Haggard P., Neuropsychologia 50(8), 2012
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Impaired visual size-discrimination in children with movement disorders.
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Crossmodal interactions and multisensory integration in the perception of audio-visual motion -- a free-field study.
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Optimality of human contour integration.
Ernst UA, Mandon S, Schinkel-Bielefeld N, Neitzel SD, Kreiter AK, Pawelzik KR., PLoS Comput Biol 8(5), 2012
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Tactual perception: a review of experimental variables and procedures.
Fernandes AM, Albuquerque PB., Cogn Process 13(4), 2012
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Attention in a bayesian framework.
Whiteley L, Sahani M., Front Hum Neurosci 6(), 2012
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Continuous evolution of statistical estimators for optimal decision-making.
Saunders I, Vijayakumar S., PLoS One 7(6), 2012
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Probabilistic computation in human perception under variability in encoding precision.
Keshvari S, van den Berg R, Ma WJ., PLoS One 7(6), 2012
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Vestibular facilitation of optic flow parsing.
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Noise and correlations in parallel perceptual decision making.
Otto TU, Mamassian P., Curr Biol 22(15), 2012
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Learning to represent a multi-context environment: more than detecting changes.
Qian T, Jaeger TF, Aslin RN., Front Psychol 3(), 2012
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Self-motion leads to mandatory cue fusion across sensory modalities.
Prsa M, Gale S, Blanke O., J Neurophysiol 108(8), 2012
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Evidence for multisensory integration in the elicitation of prior entry by bimodal cues.
Barrett DJ, Krumbholz K., Exp Brain Res 222(1-2), 2012
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Spatial working memory for locations specified by vision and audition: testing the amodality hypothesis.
Loomis JM, Klatzky RL, McHugh B, Giudice NA., Atten Percept Psychophys 74(6), 2012
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The subjective duration of audiovisual looming and receding stimuli.
Grassi M, Pavan A., Atten Percept Psychophys 74(6), 2012
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Effect of visuomotor calibration and uncertainty on the perception of peripersonal space.
Bourgeois J, Coello Y., Atten Percept Psychophys 74(6), 2012
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The role of metacognition in human social interactions.
Frith CD., Philos Trans R Soc Lond B Biol Sci 367(1599), 2012
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The economic approach to 'theory of mind'.
Robalino N, Robson A., Philos Trans R Soc Lond B Biol Sci 367(1599), 2012
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Binding and unbinding the auditory and visual streams in the McGurk effect.
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Perceiving One's Own Limb Movements with Conflicting Sensory Feedback: The Role of Mode of Movement Control and Age.
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Mass is all that matters in the size-weight illusion.
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Haptic categorical perception of shape.
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Combining symbolic cues with sensory input and prior experience in an iterative bayesian framework.
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Characterising the experience of interaction: an evaluation of automotive rotary dials.
Wellings T, Pitts MJ, Williams MA., Ergonomics 55(11), 2012
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Adaptation of surround inhibition in the human motor system.
Kassavetis P, Saifee TA, Sadnicka A, Pareés I, Kojovic M, Rothwell JC, Edwards MJ., Exp Brain Res 222(3), 2012
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Effective integration of serially presented stochastic cues.
Juni MZ, Gureckis TM, Maloney LT., J Vis 12(8), 2012
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Objective fidelity evaluation in multisensory virtual environments: auditory cue fidelity in flight simulation.
Meyer GF, Wong LT, Timson E, Perfect P, White MD., PLoS One 7(9), 2012
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The perception and misperception of specular surface reflectance.
Marlow PJ, Kim J, Anderson BL., Curr Biol 22(20), 2012
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Organizing probabilistic models of perception.
Ma WJ., Trends Cogn Sci 16(10), 2012
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Self-consistent learning of the environment.
Kang K, Amari S., Neural Comput 24(12), 2012
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Can proprioceptive training improve motor learning?
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Development of visuo-auditory integration in space and time.
Gori M, Sandini G, Burr D., Front Integr Neurosci 6(), 2012
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Looking at the task in hand impairs motor learning.
Wilkie RM, Johnson RL, Culmer PR, Allen R, Mon-Williams M., J Neurophysiol 108(11), 2012
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Risk-sensitivity in Bayesian sensorimotor integration.
Grau-Moya J, Ortega PA, Braun DA., PLoS Comput Biol 8(9), 2012
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A sensorimotor paradigm for Bayesian model selection.
Genewein T, Braun DA., Front Hum Neurosci 6(), 2012
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Grey matter volume in early human visual cortex predicts proneness to the sound-induced flash illusion.
de Haas B, Kanai R, Jalkanen L, Rees G., Proc Biol Sci 279(1749), 2012
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Visual size perception and haptic calibration during development.
Gori M, Giuliana L, Sandini G, Burr D., Dev Sci 15(6), 2012
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Population rate dynamics and multineuron firing patterns in sensory cortex.
Okun M, Okun M, Yger P, Marguet SL, Gerard-Mercier F, Benucci A, Katzner S, Busse L, Carandini M, Harris KD., J Neurosci 32(48), 2012
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Internal representations of temporal statistics and feedback calibrate motor-sensory interval timing.
Acerbi L, Wolpert DM, Vijayakumar S., PLoS Comput Biol 8(11), 2012
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Vocal learning is constrained by the statistics of sensorimotor experience.
Sober SJ, Brainard MS., Proc Natl Acad Sci U S A 109(51), 2012
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Age effects on controlling tools with sensorimotor transformations.
Sutter C, Ladwig S, Oehl M, Müsseler J., Front Psychol 3(), 2012
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The effect of proprioceptive training on multisensory perception under visual uncertainty.
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Bayesian learning theory applied to human cognition.
Jacobs RA, Kruschke JK., Wiley Interdiscip Rev Cogn Sci 2(1), 2011
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Psychology of auditory perception.
Lotto A, Holt L., Wiley Interdiscip Rev Cogn Sci 2(5), 2011
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Contributions of ideal observer theory to vision research.
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Conjugate mixture models for clustering multimodal data.
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Binding of sights and sounds: age-related changes in multisensory temporal processing.
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Information space is action space: perceiving the partial lengths of rods rotated on an axle.
Michaels CF, Isenhower RW., Atten Percept Psychophys 73(1), 2011
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Perception as interacting psychophysical functions. Could the configuring of features replace a specialised receptor?
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Inferring relevance in a changing world.
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Decoding the activity of neuronal populations in macaque primary visual cortex.
Graf AB, Kohn A, Jazayeri M, Movshon JA., Nat Neurosci 14(2), 2011
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Integration of disparity and velocity information for haptic and perceptual judgments of object depth.
Foster R, Fantoni C, Caudek C, Domini F., Acta Psychol (Amst) 136(3), 2011
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Combined contribution of tactile and proprioceptive feedback to hand movement perception.
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Irrelevant visual faces influence haptic identification of facial expressions of emotion.
Klatzky RL, Abramowicz A, Hamilton C, Lederman SJ., Atten Percept Psychophys 73(2), 2011
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Vision of the body modulates somatosensory intracortical inhibition.
Cardini F, Longo MR, Haggard P., Cereb Cortex 21(9), 2011
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Performance in haptic geometrical matching tasks depends on movement and position of the arms.
Fernández-Díaz M, Travieso D., Acta Psychol (Amst) 136(3), 2011
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Acoustic facilitation of object movement detection during self-motion.
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Modeling constraints to redundancy in bimanual force coordination.
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Testing the limits of optimal integration of visual and proprioceptive information of path trajectory.
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Depth-cue integration in grasp programming: no evidence for a binocular specialism.
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Neural computations governing spatiotemporal pooling of visual motion signals in humans.
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Geodesic Spline Interface for Haptic Curve Rendering.
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