24 Publikationen
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2023 | Zeitschriftenaufsatz | Veröffentlicht | PUB-ID: 2982750Glennie, R., Adam, T., Leos‐Barajas, V., Michelot, T., Photopoulou, T. & McClintock, B.T. (2023). Hidden Markov models: pitfalls and opportunities in ecology. Methods in Ecology and Evolution, 14(1), 43-56. Wiley. doi:10.1111/2041-210X.13801.
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2023 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2982760Adam, T., Ötting, M. & Michels, R. (2023). State-switching decision trees. In E. Bergherr, A. Groll & A. Mayr (Hrsg.), Proceedings of the 37th International Workshop on Statistical Modelling. Part II (S. 321-325). Gehalten auf der 37th International Workshop on Statistical Modelling, Dortmund: TU Dortmund.
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2022 | Blogbeitrag | Veröffentlicht | PUB-ID: 2982761Adam, T. (2022). Hidden Markov models have pitfalls…. Methods Blog: the Latest Methods in Ecology and Evolution. British Ecological Society.
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2022 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2982759Adam, T., Glennie, R. & Michelot, T. (2022). State-switching varying-coefficient stochastic differential equations. In N. Torelli, R. Bellio & V. Muggeo (Hrsg.), Proceedings of the 36th International Workshop on Statistical Modelling. Part II (S. 53-57). Gehalten auf der 36th International Workshop on Statistical Modelling, Edizioni Università di Trieste.
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2022 | Zeitschriftenaufsatz | Veröffentlicht | PUB-ID: 2961460Nathan, R., Monk, C.T., Arlinghaus, R., Adam, T., Alos, J., Assaf, M., Baktoft, H., Beardsworth, C.E., Bertram, M.G., Bijleveld, A.I., Brodin, T., Brooks, J.L., Campos-Candela, A., Cooke, S.J., Gjelland, K.O., Gupte, P.R., Harel, R., Hellstrom, G., Jeltsch, F., Killen, S.S., Klefoth, T., Langrock, R., Lennox, R.J., Lourie, E., Madden, J.R., Orchan, Y., Pauwels, I.S., Riha, M., Roeleke, M., Schlagel, U.E., Shohami, D., Signer, J., Toledo, S., Vilk, O., Westrelin, S., Whiteside, M.A. & Jaric, I. (2022). Big-data approaches lead to an increased understanding of the ecology of animal movement. Science, 375(6582): eabg1780. American Association for the Advancement of Science. doi:10.1126/science.abg1780.
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2022 | Zeitschriftenaufsatz | Veröffentlicht | PUB-ID: 2963807Pohle, J.M., Adam, T. & Beumer, L.T. (2022). Flexible estimation of the state dwell-time distribution in hidden semi-Markov models. Computational Statistics & Data Analysis , 172: 107479. Elsevier. doi:10.1016/j.csda.2022.107479.
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2021 | Zeitschriftenaufsatz | Veröffentlicht | PUB-ID: 2955071Nagel, R., Mews, S., Adam, T., Stainfield, C., Fox-Clarke, C., Toscani, C., Langrock, R., Forcada, J. & Hoffman, J. (2021). Movement patterns and activity levels are shaped by the neonatal environment in Antarctic fur seal pups. Scientific reports, 11(1): 14323. Springer Nature. doi:10.1038/s41598-021-93253-1.
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2021 | Zeitschriftenaufsatz | Veröffentlicht | PUB-ID: 2982762Aquino‐Baleytó, M., Leos‐Barajas, V., Adam, T., Hoyos‐Padilla, M., Santana‐Morales, O., Galván‐Magaña, F., González‐Armas, R., Lowe, C.G., Ketchum, J.T. & Villalobos, H. (2021). Diving deeper into the underlying white shark behaviors at Guadalupe Island, Mexico. Ecology and Evolution, 11(21), 14932-14949. Wiley. doi:10.1002/ece3.8178.
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2021 | Zeitschriftenaufsatz | Veröffentlicht | PUB-ID: 2982757Lennox, R.J., Westrelin, S., Souza, A.T., Šmejkal, M., Říha, M., Prchalová, M., Nathan, R., Koeck, B., Killen, S., Jarić, I., Gjelland, K., Hollins, J., Hellstrom, G., Hansen, H., Cooke, S.J., Boukal, D., Brooks, J.L., Brodin, T., Baktoft, H., Adam, T. & Arlinghaus, R. (2021). A role for lakes in revealing the nature of animal movement using high dimensional telemetry systems. Movement Ecology, 9(1): 40. Biomed Central. doi:10.1186/s40462-021-00244-y.
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2021 | Wissenschaftliche Software | PUB-ID: 2982764Oelschläger, L., Adam, T. & Michels, R. (2021). fHMM: fitting hidden Markov models to financial data (R package). CRAN.
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2020 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2982766Adam, T. & Oelschläger, L. (2020). Hidden Markov models for multi-scale time series: an application to stock market data. In I. Irigoien, D.-J. Lee, J. Martínez-Minaya & M.X. Rodríguez-Álvarez (Hrsg.), Proceedings of the 35th International Workshop on Statistical Modelling. Part I (S. 2-7). Gehalten auf der 35th International Workshop on Statistical Modelling, Bilbao: Universidad del País Vasco.
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2020 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2982763Pohle, J.M., Adam, T., Langrock, R. & Beumer, L. (2020). Flexible estimation of the state dwell-time distribution in hidden semi-Markov models. In I. Irigoien, D.-J. Lee, J. Martínez-Minaya & M.X. Rodríguez-Álvarez (Hrsg.), Proceedings of the 35th International Workshop on Statistical Modelling. Part I (S. 189-193). Gehalten auf der 35th International Workshop on Statistical Modelling, Bilbao: Universidad del País Vasco.
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2019 | Wissenschaftliche Software | PUB-ID: 2982765Adam, T. (2019). countHMM: penalized estimation of flexible hidden Markov models for time series of counts (R package). CRAN.
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2019 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2941675Adam, T., Langrock, R. & Weiß, C. (2019). Non-parametric inference in hidden Markov models for time series of counts. Proceedings of the 34th International Workshop on Statistical Modelling, Volume I (S. 135-140). Gehalten auf der 34th International Workshop on Statistical Modelling.
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2019 | Konferenzbeitrag | PUB-ID: 2941674Adam, T., Langrock, R. & Kneib, T. (2019). Model-based clustering of time series data: a flexible approach using non-parametric state-switching quantile regression models. Proceedings of the 12th Scientific Meeting on Classification and Data Analysis (S. 19-22).
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2019 | Zeitschriftenaufsatz | Veröffentlicht | PUB-ID: 2937689Adam, T., Griffiths, C.A., Leos-Barajas, V., Meese, E.N., Lowe, C.G., Blackwell, P.G., Righton, D. & Langrock, R. (2019). Joint modelling of multi‐scale animal movement data using hierarchical hidden Markov models. Methods in Ecology and Evolution, 10(9), 1536-1550. British Ecological Society. doi:10.1111/2041-210x.13241.
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2018 | Konferenzbeitrag | PUB-ID: 2933002Adam, T., Mayr, A., Kneib, T. & Langrock, R. (2018). Statistical boosting for Markov-switching distributional regression models. Proceedings of the 33rd International Workshop on Statistical Modelling, Vol. 1 (S. 30-35).
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2018 | Zeitschriftenaufsatz | Veröffentlicht | PUB-ID: 2916816Langrock, R., Adam, T., Leos-Barajas, V., Mews, S., Miller, D.L. & Papastamatiou, Y.P. (2018). Spline-based nonparametric inference in general state-switching models. Statistica Neerlandica, 72(3), 179-200. Wiley. doi:10.1111/stan.12133.
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2017 | Zeitschriftenaufsatz | Veröffentlicht | PUB-ID: 2911528Leos-Barajas, V., Gangloff, E.J., Adam, T., Langrock, R., van Beest, F.M., Nabe-Nielsen, J. & Morales, J.M. (2017). Multi-scale modeling of animal movement and general behavior data using hidden Markov models with hierarchical structures. Journal of Agricultural, Biological and Environmental Statistics, 22(3), 232–248. Springer Nature. doi:10.1007/s13253-017-0282-9.
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2017 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2913894Adam, T., Leos-Barajas, V., Langrock, R. & van Beest, F. (2017). Using hierarchical hidden Markov models for joint inference at multiple temporal scales. In M. Grzegorczyk & G. Ceoldo (Hrsg.), Proceedings of the 32nd International Workshop on Statistical Modelling, Vol. 2, Groningen, Netherlands 3-7 July, 2017. Gehalten auf der 32nd International Workshop on Statistical Modelling, Groningen: Univ. of Groningen.