48 Publikationen

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  • [48]
    2015 | Zeitschriftenaufsatz | Veröffentlicht | PUB-ID: 2671047 OA
    Gisbrecht, Andrej, Schulz, Alexander, and Hammer, Barbara. 2015. “Parametric nonlinear dimensionality reduction using kernel t-SNE”. Neurocomputing 147: 71-82.
    PUB | PDF | DOI | WoS
     
  • [47]
    2015 | Zeitschriftenaufsatz | Veröffentlicht | PUB-ID: 2909226
    Gisbrecht, Andrej, and Hammer, Barbara. 2015. “Data visualization by nonlinear dimensionality reduction”. Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery 5 (2): 51-73.
    PUB | DOI | WoS
     
  • [46]
    2015 | Zeitschriftenaufsatz | Veröffentlicht | PUB-ID: 2766822 OA
    Schulz, Alexander, Gisbrecht, Andrej, and Hammer, Barbara. 2015. “Using Discriminative Dimensionality Reduction to Visualize Classifiers”. Neural Processing Letters 42 (1): 27-54.
    PUB | PDF | DOI | WoS
     
  • [45]
    2015 | Sammelwerksbeitrag | Veröffentlicht | PUB-ID: 2910885
    Schleif, Frank-Michael, Gisbrecht, Andrej, and Tino, Peter. 2015. “Large Scale Indefinite Kernel Fisher Discriminant”. In Similarity-Based Pattern Recognition. Similarity-Based Pattern Recognition : Third International Workshop, SIMBAD 2015, Proceedings, ed. Aasa Feragen, Marcello Pelillo, and Marco Loog, 9370:160-170. Lecture Notes in Computer Science. Cham: Springer International Publishing.
    PUB | DOI
     
  • [44]
    2015 | Zeitschriftenaufsatz | Veröffentlicht | PUB-ID: 2772422
    Gisbrecht, Andrej, and Schleif, Frank-Michael. 2015. “Metric and non-metric proximity transformations at linear costs”. Neurocomputing 167: 643-657.
    PUB | DOI | WoS
     
  • [43]
    2015 | Zeitschriftenaufsatz | Veröffentlicht | PUB-ID: 2695196
    Hofmann, Daniela, Gisbrecht, Andrej, and Hammer, Barbara. 2015. “Efficient approximations of robust soft learning vector quantization for non-vectorial data”. Neurocomputing 147: 96-106.
    PUB | DOI | WoS
     
  • [42]
    2015 | Bielefelder E-Dissertation | PUB-ID: 2722974 OA
    Gisbrecht, Andrej. 2015. Advances in dissimilarity-based data visualisation. Bielefeld: Universitätsbibliothek Bielefeld.
    PUB | PDF
     
  • [41]
    2014 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2673557
    Schulz, Alexander, Gisbrecht, Andrej, and Hammer, Barbara. 2014. “Relevance learning for dimensionality reduction”. In ESANN, 22nd European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning, ed. Michel Verleysen, 165-170. Bruges, Belgium: i6doc.com.
    PUB
     
  • [40]
    2014 | Sammelwerksbeitrag | Veröffentlicht | PUB-ID: 2900324
    Gisbrecht, Andrej, Schulz, Alexander, and Hammer, Barbara. 2014. “Discriminative Dimensionality Reduction for the Visualization of Classifiers”. In Pattern Recognition Applications and Methods, 318:39-56. Advances in Intelligent Systems and Computing. Cham: Springer Science + Business Media.
    PUB | DOI
     
  • [39]
    2013 | Sammelwerksbeitrag | Veröffentlicht | PUB-ID: 2982102
    Hofmann, Daniela, Gisbrecht, Andrej, and Hammer, Barbara. 2013. “Efficient Approximations of Kernel Robust Soft LVQ”. In Advances in Self-Organizing Maps, ed. Pablo A. Estévez, José C. Príncipe, and Pablo Zegers, 183-192. Advances in Intelligent Systems and Computing. Berlin, Heidelberg: Springer Berlin Heidelberg.
    PUB | DOI
     
  • [38]
    2013 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2623500
    Gisbrecht, Andrej, Hammer, Barbara, Mokbel, Bassam, and Sczyrba, Alexander. 2013. “Nonlinear dimensionality reduction for cluster identification in metagenomic samples”. In 17th International Conference on Information Visualisation IV 2013, ed. Ebad Banissi, 174-179. Piscataway, NJ: IEEE.
    PUB | DOI
     
  • [37]
    2013 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2622454
    Hammer, Barbara, Gisbrecht, Andrej, and Schulz, Alexander. 2013. “Applications of discriminative dimensionality reduction”. In Proceedings of the 2nd International Conference on Pattern Recognition Applications and Methods, 33-41. SCITEPRESS.
    PUB | DOI
     
  • [36]
    2013 | Zeitschriftenaufsatz | Veröffentlicht | PUB-ID: 2612736
    Mokbel, Bassam, Lueks, Wouter, Gisbrecht, Andrej, and Hammer, Barbara. 2013. “Visualizing the quality of dimensionality reduction”. Neurocomputing 112: 109-123.
    PUB | DOI | WoS
     
  • [35]
    2013 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2622456
    Schulz, Alexander, Gisbrecht, Andrej, and Hammer, Barbara. 2013. “Using Nonlinear Dimensionality Reduction to Visualize Classifiers”. In Advances in computational intelligence. Proceedings. Vol 1, ed. Ignacio Rojas, Gonzalo Joya, and Joan Gabestany, 7902:59-68. Lecture Notes in Computer Science. Springer.
    PUB | DOI | WoS
     
  • [34]
    2013 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2622467
    Schulz, Alexander, Gisbrecht, Andrej, and Hammer, Barbara. 2013. “Classifier inspection based on different discriminative dimensionality reductions”. In Workshop NC^2 2013, 77-86. TR Machine Learning Reports.
    PUB
     
  • [33]
    2013 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2625194
    Gisbrecht, Andrej, Miche, Yoan, Hammer, Barbara, and Lendasse, Amaury. 2013. “Visualizing Dependencies of Spectral Features using Mutual Information”. In ESANN, 21st European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning, 573-578.
    PUB
     
  • [32]
    2013 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2615724
    Schleif, Frank-Michael, and Gisbrecht, Andrej. 2013. “Data Analysis of (Non-)Metric Proximities at Linear Costs”. In Proceedings of SIMBAD 2013, 59-74. Berlin, Heidelberg: Springer.
    PUB | DOI
     
  • [31]
    2012 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2982108
    Gisbrecht, Andrej, Mokbel, Bassam, and Hammer, Barbara. 2012. “Linear basis-function t-SNE for fast nonlinear dimensionality reduction”. In The 2012 International Joint Conference on Neural Networks (IJCNN), 1-8. IEEE.
    PUB | DOI
     
  • [30]
    2012 | Sammelwerksbeitrag | Veröffentlicht | PUB-ID: 2982106
    Gisbrecht, Andrej, Hofmann, Daniela, and Hammer, Barbara. 2012. “Discriminative Dimensionality Reduction Mappings”. In Advances in Intelligent Data Analysis XI, ed. Jaakko Hollmén, Frank Klawonn, and Allan Tucker, 126-138. Lecture Notes in Computer Science. Berlin, Heidelberg: Springer Berlin Heidelberg.
    PUB | DOI
     
  • [29]
    2012 | Zeitschriftenaufsatz | Veröffentlicht | PUB-ID: 2625232
    Gisbrecht, Andrej, Mokbel, Bassam, Schleif, Frank-Michael, Zhu, Xibin, and Hammer, Barbara. 2012. “Linear Time Relational Prototype Based Learning”. International Journal of Neural Systems 22 (05): 1250021.
    PUB | DOI | WoS | PubMed | Europe PMC
     
  • [28]
    2012 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2622449
    Schulz, Alexander, Gisbrecht, Andrej, Bunte, Kerstin, and Hammer, Barbara. 2012. “How to visualize a classifier?”. In Proceedings of the Workshop - New Challenges in Neural Computation 2012, 73-83. Machine Learning Reports.
    PUB
     
  • [27]
    2012 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2625260
    Gisbrecht, Andrej, Lueks, Wouter, Mokbel, Bassam, and Hammer, Barbara. 2012. “Out-of-sample kernel extensions for nonparametric dimensionality reduction”. In ESANN 2012, 531-536.
    PUB
     
  • [26]
    2012 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2625265
    Gisbrecht, Andrej, Sovilj, Dusan, Hammer, Barbara, and Lendasse, Amaury. 2012. “Relevance learning for time series inspection”. In ESANN 2012, ed. Michel Verleysen, 489-494.
    PUB
     
  • [25]
    2012 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2671172
    Hofmann, Daniela, Gisbrecht, Andrej, and Hammer, Barbara. 2012. “Discriminative probabilistic prototype based models in kernel space”. In Workshop NC^2 2012. TR Machine Learning Reports.
    PUB
     
  • [24]
    2012 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2625238
    Hofmann, Daniela, Gisbrecht, Andrej, and Hammer, Barbara. 2012. “Efficient Approximations of Kernel Robust Soft LVQ”. In WSOM.
    PUB
     
  • [23]
    2012 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2625276
    Gisbrecht, Andrej, Mokbel, Bassam, and Hammer, Barbara. 2012. “Linear Basis-Function t-SNE for Fast Nonlinear Dimensionality Reduction”. In IJCNN.
    PUB
     
  • [22]
    2012 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2622453
    Hammer, Barbara, Gisbrecht, Andrej, and Schulz, Alexander. 2012. “How to Visualize Large Data Sets?”. Presented at the Workshop Advances in Self-Organizing Maps (WSOM), Santiago, Chile .
    PUB | DOI
     
  • [21]
    2012 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2625247
    Gisbrecht, Andrej, Hofmann, Daniela, and Hammer, Barbara. 2012. “Discriminative Dimensionality Reduction Mappings”. In Advances in Intelligent Data Analysis XI - 11th International Symposium, IDA 2012, Helsinki, Finland, October 25-27, 2012. Proceedings, ed. Jaakko Hollmén, Frank Klawonn, and Allan Tucker, 7619:126-138. Lecture Notes in Computer Science. Springer.
    PUB
     
  • [20]
    2012 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2615750
    Schleif, Frank-Michael, Zhu, Xibin, Gisbrecht, Andrej, and Hammer, Barbara. 2012. “Fast approximated relational and kernel clustering”. In Proceedings of ICPR 2012, 1229-1232. IEEE.
    PUB
     
  • [19]
    2012 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2534877
    Schleif, Frank-Michael, Mokbel, Bassam, Gisbrecht, Andrej, Theunissen, Leslie, Dürr, Volker, and Hammer, Barbara. 2012. “Learning Relevant Time Points for Time-Series Data in the Life Sciences”. In ICANN (2), 7553:531-539. Lecture Notes in Computer Science. Berlin, Heidelberg: Springer Berlin Heidelberg.
    PUB | DOI
     
  • [18]
    2012 | Konferenzbeitrag | PUB-ID: 2909356
    Mokbel, Bassam, Lueks, Wouter, Gisbrecht, Andrej, Biehl, Michael, and Hammer, Barbara. 2012. “Visualizing the quality of dimensionality reduction”. In ESANN 2012, ed. Michel Verleysen, 179--184.
    PUB
     
  • [17]
    2012 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2534905
    Schleif, Frank-Michael, Gisbrecht, Andrej, and Hammer, Barbara. 2012. “Relevance learning for short high-dimensional time series in the life sciences”. In IJCNN, ed. IEEE Computational Intelligence Society and Institute of Electrical and Electronics Engineers, 1-8. Piscataway, NJ: IEEE.
    PUB | DOI
     
  • [16]
    2012 | Zeitschriftenaufsatz | Veröffentlicht | PUB-ID: 2509852
    Zhu, Xibin, Gisbrecht, Andrej, Schleif, Frank-Michael, and Hammer, Barbara. 2012. “Approximation techniques for clustering dissimilarity data”. Neurocomputing 90: 72-84.
    PUB | DOI | WoS
     
  • [15]
    2011 | Sammelwerksbeitrag | Veröffentlicht | PUB-ID: 2982113
    Hammer, Barbara, Gisbrecht, Andrej, Hasenfuss, Alexander, Mokbel, Bassam, Schleif, Frank-Michael, and Zhu, Xibin. 2011. “Topographic Mapping of Dissimilarity Data”. In Advances in Self-Organizing Maps, ed. Jorma Laaksonen and Timo Honkela, 1-15. Lecture Notes in Computer Science. Berlin, Heidelberg: Springer Berlin Heidelberg.
    PUB | DOI
     
  • [14]
    2011 | Sammelwerksbeitrag | Veröffentlicht | PUB-ID: 2982110
    Schleif, Frank-Michael, Gisbrecht, Andrej, and Hammer, Barbara. 2011. “Accelerating Kernel Neural Gas”. In Artificial Neural Networks and Machine Learning – ICANN 2011, ed. Timo Honkela, Włodzisław Duch, Mark Girolami, and Samuel Kaski, 150-158. Lecture Notes in Computer Science. Berlin, Heidelberg: Springer Berlin Heidelberg.
    PUB | DOI
     
  • [13]
    2011 | Preprint | Veröffentlicht | PUB-ID: 2534994
    Schleif, Frank-Michael, Gisbrecht, Andrej, and Hammer, Barbara. 2011. “Supervised learning of short and high-dimensional temporal sequences for life science measurements”.
    PUB | arXiv
     
  • [12]
    2011 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2276480
    Gisbrecht, Andrej, Schleif, Frank-Michael, Zhu, Xibin, and Hammer, Barbara. 2011. “Linear time heuristics for topographic mapping of dissimilarity data”. In Intelligent Data Engineering and Automated Learning - IDEAL 2011: IDEAL 2011, 12th international conference, Norwich, UK, September 7 - 9, 2011 ; proceedings, 6936:25-33. Lecture Notes in Computer Science. Berlin, Heidelberg: Springer.
    PUB | DOI
     
  • [11]
    2011 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2276485
    Hammer, Barbara, Gisbrecht, Andrej, Hasenfuss, A., Mokbel, Bassam, Schleif, Frank-Michael, and Zhu, Xibin. 2011. “Topographic Mapping of Dissimilarity Data”. In WSOM'11.
    PUB
     
  • [10]
    2011 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2276492
    Schleif, Frank-Michael, Gisbrecht, Andrej, and Hammer, Barbara. 2011. “Accelerating Kernel Neural Gas”. In ICANN'2011, ed. S. Kaski, T. Honkela, Mark Gitolami, and W. Dutch.
    PUB
     
  • [9]
    2011 | Zeitschriftenaufsatz | Veröffentlicht | PUB-ID: 2276531
    Gisbrecht, Andrej, Mokbel, Bassam, and Hammer, Barbara. 2011. “Relational Generative Topographic Mapping”. Neurocomputing 74 (9): 1359-1371.
    PUB | DOI | WoS
     
  • [8]
    2011 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2276522
    Gisbrecht, Andrej, Hammer, Barbara, Schleif, Frank-Michael, and Zhu, Xibin. 2011. “Accelerating dissimilarity clustering for biomedical data analysis”. In IEEE Symposium on Computational Intelligence in Bioinformatics and Computational Biology, pp.154-161.
    PUB
     
  • [7]
    2011 | Zeitschriftenaufsatz | Veröffentlicht | PUB-ID: 2276540
    Gisbrecht, Andrej, and Hammer, Barbara. 2011. “Relevance learning in generative topographic mapping”. Neurocomputing 74 (9): 1351-1358.
    PUB | DOI | WoS
     
  • [6]
    2010 | Sammelwerksbeitrag | Veröffentlicht | PUB-ID: 2982117
    Gisbrecht, Andrej, Mokbel, Bassam, Hasenfuss, Alexander, and Hammer, Barbara. 2010. “Visualizing Dissimilarity Data Using Generative Topographic Mapping”. In KI 2010: Advances in Artificial Intelligence, ed. Rüdiger Dillmann, Jürgen Beyerer, Uwe D. Hanebeck, and Tanja Schultz, 227-237. Lecture Notes in Computer Science. Berlin, Heidelberg: Springer Berlin Heidelberg.
    PUB | DOI
     
  • [5]
    2010 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2276543
    Gisbrecht, Andrej, Mokbel, Bassam, and Hammer, Barbara. 2010. “The Nystrom approximation for relational generative topographic mappings”. In NIPS workshop on challenges of Data Visualization.
    PUB
     
  • [4]
    2010 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2276547
    Mokbel, Bassam, Gisbrecht, Andrej, and Hammer, Barbara. 2010. “On the effect of clustering on quality assessment measures for dimensionality reduction”. In NIPS workshop on Challenges of Data Visualization.
    PUB
     
  • [3]
    2010 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 1993448
    Gisbrecht, Andrej, and Hammer, Barbara. 2010. “Relevance learning in generative topographic maps”. In ESANN'10, ed. M. Verleysen, 387-392. Evere: D side.
    PUB
     
  • [2]
    2010 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 1993452
    Gisbrecht, Andrej, Mokbel, Bassam, and Hammer, Barbara. 2010. “Relational Generative Topographic Map”. In ESANN'10, ed. M. Verleysen, 277-282. Evere: D side.
    PUB
     
  • [1]
    2010 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 1993457
    Gisbrecht, Andrej, Mokbel, Bassam, Hasenfuss, Alexander, and Hammer, Barbara. 2010. “Visualizing Dissimilarity Data using generative topographic mapping”. In KI'2010, ed. R Dillmann, J Beyerer, U.D. Hanebeck, and T. Schulz, 227-237.
    PUB
     

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