메뉴 건너뛰기




Volumn 124, Issue , 2017, Pages 203-220

Applications of machine learning in animal behaviour studies

Author keywords

animal behaviour data; classification; clustering; dimensionality reduction; machine learning; predictive modelling; random forests; social networks; supervised learning; unsupervised learning

Indexed keywords

ANALYTICAL METHOD; BEHAVIORAL RESPONSE; BIRD; CLUSTER ANALYSIS; CLUTCH SIZE; DATA SET; KNOWLEDGE; NUMERICAL MODEL; RESEARCH WORK; SOCIAL NETWORK; SOFTWARE; SUPERVISED LEARNING; UNGULATE; UNSUPERVISED CLASSIFICATION;

EID: 85010219966     PISSN: 00033472     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.anbehav.2016.12.005     Document Type: Review
Times cited : (378)

References (91)
  • 1
    • 69749126173 scopus 로고    scopus 로고
    • Automated classification of bird and amphibian calls using machine learning: A comparison of methods
    • Acevedo, M.A., Corrada-Bravo, C.J., Corrada-Bravo, H., Villanueva-Rivera, L.J., Aide, T.M., Automated classification of bird and amphibian calls using machine learning: A comparison of methods. Ecological Informatics 4:4 (2009), 206–214, 10.1016/j.ecoinf.2009.06.005.
    • (2009) Ecological Informatics , vol.4 , Issue.4 , pp. 206-214
    • Acevedo, M.A.1    Corrada-Bravo, C.J.2    Corrada-Bravo, H.3    Villanueva-Rivera, L.J.4    Aide, T.M.5
  • 2
    • 0034969383 scopus 로고    scopus 로고
    • Protein fingerprinting: A new technique reveals extensive conspecific brood parasitism
    • Andersson, M., Åhlund, M., Protein fingerprinting: A new technique reveals extensive conspecific brood parasitism. Ecology 82:5 (2001), 1433–1442, 10.1890/0012-9658(2001)082[1433:PFANTR]2.0.CO;2.
    • (2001) Ecology , vol.82 , Issue.5 , pp. 1433-1442
    • Andersson, M.1    Åhlund, M.2
  • 4
    • 79955961451 scopus 로고    scopus 로고
    • Acoustic monitoring in terrestrial environments using microphone arrays: Applications, technological considerations and prospectus
    • Blumstein, D.T., Mennill, D.J., Clemins, P., Girod, L., Yao, K., Patricelli, G., et al. Acoustic monitoring in terrestrial environments using microphone arrays: Applications, technological considerations and prospectus. Journal of Applied Ecology 48 (2011), 758–767, 10.1111/j.1365-2664.2011.01993.x.
    • (2011) Journal of Applied Ecology , vol.48 , pp. 758-767
    • Blumstein, D.T.1    Mennill, D.J.2    Clemins, P.3    Girod, L.4    Yao, K.5    Patricelli, G.6
  • 5
    • 72249096328 scopus 로고    scopus 로고
    • Automated sound recording and analysis techniques for bird surveys and conservation
    • Brandes, T.S., Automated sound recording and analysis techniques for bird surveys and conservation. Bird Conservation International 18:S1 (2008), S163–S173, 10.1017/S0959270908000415.
    • (2008) Bird Conservation International , vol.18 , Issue.S1 , pp. S163-S173
    • Brandes, T.S.1
  • 6
    • 0035478854 scopus 로고    scopus 로고
    • Random forests
    • Breiman, L., Random forests. Machine Learning 45 (2001), 5–32, 10.1023/A:1010933404324.
    • (2001) Machine Learning , vol.45 , pp. 5-32
    • Breiman, L.1
  • 7
    • 0000245743 scopus 로고    scopus 로고
    • Statistical modeling: The two cultures
    • Breiman, L., Statistical modeling: The two cultures. Statistical Science 16:3 (2001), 199–215, 10.2307/2676681.
    • (2001) Statistical Science , vol.16 , Issue.3 , pp. 199-215
    • Breiman, L.1
  • 8
    • 84876119100 scopus 로고    scopus 로고
    • Accelerometer tags: Detecting and identifying activities in fish and the effect of sampling frequency
    • Broell, F., Noda, T., Wright, S., Domenici, P., Steffensen, J.F., Auclair, J.-P., et al. Accelerometer tags: Detecting and identifying activities in fish and the effect of sampling frequency. Journal of Experimental Biology 216:Pt 7 (2013), 1255–1264, 10.1242/jeb.077396.
    • (2013) Journal of Experimental Biology , vol.216 , pp. 1255-1264
    • Broell, F.1    Noda, T.2    Wright, S.3    Domenici, P.4    Steffensen, J.F.5    Auclair, J.-P.6
  • 9
    • 0004064647 scopus 로고
    • Springer Science & Business Media New York, NY Retrieved from:
    • Broom, D.M., Johnson, K.G., Stress and animal welfare, Vol. 30, 1993, Springer Science & Business Media, New York, NY Retrieved from: https://books.google.com/books?hl=en&lr=&id=LW-gihinLy8C&pgis=1.
    • (1993) Stress and animal welfare , vol.30
    • Broom, D.M.1    Johnson, K.G.2
  • 10
    • 85017825776 scopus 로고    scopus 로고
    • Observing the unwatchable through acceleration logging of animal behavior
    • Brown, D.D., Kays, R., Wikelski, M., Wilson, R., Klimley, A.P., Observing the unwatchable through acceleration logging of animal behavior. Animal Biotelemetry 2013 (2013), 1–16, 10.1186/2050-3385-1-20.
    • (2013) Animal Biotelemetry , vol.2013 , pp. 1-16
    • Brown, D.D.1    Kays, R.2    Wikelski, M.3    Wilson, R.4    Klimley, A.P.5
  • 11
    • 77958497920 scopus 로고    scopus 로고
    • Dimension reduction: A guided tour
    • ® in Machine Learning 2:4 (2009), 275–364, 10.1561/2200000002.
    • (2009) ® in Machine Learning , vol.2 , Issue.4 , pp. 275-364
    • Burges, C.J.C.1
  • 13
    • 84925880116 scopus 로고    scopus 로고
    • Supervised accelerometry analysis can identify prey capture by penguins at sea
    • Carroll, G., Slip, D., Jonsen, I., Harcourt, R., Supervised accelerometry analysis can identify prey capture by penguins at sea. Journal of Experimental Biology 217:Pt 24 (2014), 4295–4302, 10.1242/jeb.113076.
    • (2014) Journal of Experimental Biology , vol.217 , pp. 4295-4302
    • Carroll, G.1    Slip, D.2    Jonsen, I.3    Harcourt, R.4
  • 15
    • 33749252873 scopus 로고    scopus 로고
    • Semi-supervised learning
    • The MIT Press Cambridge, MA
    • Chapelle, O., Schölkopf, B., Zien, A., Semi-supervised learning. 2006, The MIT Press, Cambridge, MA.
    • (2006)
    • Chapelle, O.1    Schölkopf, B.2    Zien, A.3
  • 16
    • 84908546013 scopus 로고    scopus 로고
    • NbClust: An R package for determining the relevant number of clusters in a data set
    • Charrad, M., Ghazzali, N., Boiteau, V., Niknafs, A., NbClust: An R package for determining the relevant number of clusters in a data set. Journal of Statistical Software 61:6 (2014), 1–36.
    • (2014) Journal of Statistical Software , vol.61 , Issue.6 , pp. 1-36
    • Charrad, M.1    Ghazzali, N.2    Boiteau, V.3    Niknafs, A.4
  • 17
    • 84872454191 scopus 로고    scopus 로고
    • A comparative study in birds: Call-type-independent species and individual recognition using four machine-learning methods and two acoustic features
    • Cheng, J., Xie, B., Lin, C., Ji, L., A comparative study in birds: Call-type-independent species and individual recognition using four machine-learning methods and two acoustic features. Bioacoustics 21:2 (2012), 157–171, 10.1080/09524622.2012.669664.
    • (2012) Bioacoustics , vol.21 , Issue.2 , pp. 157-171
    • Cheng, J.1    Xie, B.2    Lin, C.3    Ji, L.4
  • 18
    • 0036947621 scopus 로고    scopus 로고
    • Identification and ranking of genetic and laboratory environment factors influencing a behavioral trait, thermal nociception, via computational analysis of a large data archive
    • Chesler, E.J., Wilson, S.G., Lariviere, W.R., Rodriguez-Zas, S.L., Mogil, J.S., Identification and ranking of genetic and laboratory environment factors influencing a behavioral trait, thermal nociception, via computational analysis of a large data archive. Neuroscience and Biobehavioral Reviews 26:8 (2002), 907–923, 10.1016/S0149-7634(02)00103-3.
    • (2002) Neuroscience and Biobehavioral Reviews , vol.26 , Issue.8 , pp. 907-923
    • Chesler, E.J.1    Wilson, S.G.2    Lariviere, W.R.3    Rodriguez-Zas, S.L.4    Mogil, J.S.5
  • 19
    • 34547902865 scopus 로고    scopus 로고
    • The social life of corvids
    • Clayton, N.S., Emery, N.J., The social life of corvids. Current Biology 17:16 (2007), R652–R656, 10.1016/j.cub.2007.05.070.
    • (2007) Current Biology , vol.17 , Issue.16 , pp. R652-R656
    • Clayton, N.S.1    Emery, N.J.2
  • 21
  • 22
    • 28644449917 scopus 로고    scopus 로고
    • How does gene expression clustering work?
    • D'haeseleer, P., How does gene expression clustering work?. Nature Biotechnology 23:12 (2005), 1499–1501, 10.1038/nbt1205-1499.
    • (2005) Nature Biotechnology , vol.23 , Issue.12 , pp. 1499-1501
    • D'haeseleer, P.1
  • 24
    • 63949088398 scopus 로고    scopus 로고
    • Automated monitoring and analysis of social behavior in Drosophila
    • Dankert, H., Wang, L., Hoopfer, E.D., Anderson, D.J., Perona, P., Automated monitoring and analysis of social behavior in Drosophila. Nature Methods 6:4 (2009), 297–303, 10.1038/nmeth.1310.
    • (2009) Nature Methods , vol.6 , Issue.4 , pp. 297-303
    • Dankert, H.1    Wang, L.2    Hoopfer, E.D.3    Anderson, D.J.4    Perona, P.5
  • 27
    • 51249169196 scopus 로고
    • What artificial experts can and cannot do
    • Dreyfus, H.L., Dreyfus, S.E., What artificial experts can and cannot do. AI & Society 6:1 (1992), 18–26, 10.1007/BF02472766.
    • (1992) AI & Society , vol.6 , Issue.1 , pp. 18-26
    • Dreyfus, H.L.1    Dreyfus, S.E.2
  • 28
    • 84942251374 scopus 로고    scopus 로고
    • The Gnu's world: Serengeti wildebeest ecology and life history
    • University of California Press Berkeley, CA Retrieved from:
    • Estes, R., The Gnu's world: Serengeti wildebeest ecology and life history. 2014, University of California Press, Berkeley, CA Retrieved from: http://www.amazon.co.uk/Gnus-World-Serengeti-Wildebeest-Ecology-ebook/dp/B00JNMCBHG/ref=sr_1_1?s=books&ie=UTF8&qid=1460971076&sr=1-1&keywords=9780520958197.
    • (2014)
    • Estes, R.1
  • 29
    • 34347342603 scopus 로고    scopus 로고
    • Bird species recognition using support vector machines
    • Fagerlund, S., Bird species recognition using support vector machines. EURASIP Journal on Advances in Signal Processing, 2007(1), 2007, 38637, 10.1155/2007/38637.
    • (2007) EURASIP Journal on Advances in Signal Processing , vol.2007 , Issue.1 , pp. 38637
    • Fagerlund, S.1
  • 31
    • 66149180703 scopus 로고    scopus 로고
    • Network-based diffusion analysis: A new method for detecting social learning
    • Franz, M., Nunn, C.L., Network-based diffusion analysis: A new method for detecting social learning. Proceedings of the Royal Society B: Biological Sciences 276:1663 (2009), 1829–1836, 10.1098/rspb.2008.1824.
    • (2009) Proceedings of the Royal Society B: Biological Sciences , vol.276 , Issue.1663 , pp. 1829-1836
    • Franz, M.1    Nunn, C.L.2
  • 32
    • 0035297746 scopus 로고    scopus 로고
    • The role of statistics in the data revolution?
    • Friedman, J.H., The role of statistics in the data revolution?. International Statistical Review 69:1 (2001), 5–10, 10.2307/1403524.
    • (2001) International Statistical Review , vol.69 , Issue.1 , pp. 5-10
    • Friedman, J.H.1
  • 34
    • 84930631638 scopus 로고    scopus 로고
    • Probabilistic machine learning and artificial intelligence
    • Ghahramani, Z., Probabilistic machine learning and artificial intelligence. Nature 521:7553 (2015), 452–459, 10.1038/nature14541.
    • (2015) Nature , vol.521 , Issue.7553 , pp. 452-459
    • Ghahramani, Z.1
  • 35
    • 84886639129 scopus 로고    scopus 로고
    • Contrasting diel patterns in vertical movement and locomotor activity of whale sharks at Ningaloo Reef
    • Gleiss, A.C., Wright, S., Liebsch, N., Wilson, R.P., Norman, B., Contrasting diel patterns in vertical movement and locomotor activity of whale sharks at Ningaloo Reef. Marine Biology 160:11 (2013), 2981–2992, 10.1007/s00227-013-2288-3.
    • (2013) Marine Biology , vol.160 , Issue.11 , pp. 2981-2992
    • Gleiss, A.C.1    Wright, S.2    Liebsch, N.3    Wilson, R.P.4    Norman, B.5
  • 37
    • 84869845811 scopus 로고    scopus 로고
    • Movement activity based classification of animal behaviour with an application to data from cheetah (Acinonyx jubatus)
    • Grünewälder, S., Broekhuis, F., Macdonald, D.W., Wilson, A.M., McNutt, J.W., Shawe-Taylor, J., et al. Movement activity based classification of animal behaviour with an application to data from cheetah (Acinonyx jubatus). PLoS One 7:11 (2012), 1–11, 10.1371/journal.pone.0049120.
    • (2012) PLoS One , vol.7 , Issue.11 , pp. 1-11
    • Grünewälder, S.1    Broekhuis, F.2    Macdonald, D.W.3    Wilson, A.M.4    McNutt, J.W.5    Shawe-Taylor, J.6
  • 38
    • 33745561205 scopus 로고    scopus 로고
    • An introduction to variable and feature selection
    • Guyon, I., Elisseeff, A., An introduction to variable and feature selection. Journal of Machine Learning Research 3 (2003), 1157–1182, 10.1162/153244303322753616.
    • (2003) Journal of Machine Learning Research , vol.3 , pp. 1157-1182
    • Guyon, I.1    Elisseeff, A.2
  • 39
    • 0036931996 scopus 로고    scopus 로고
    • Vision in the peafowl (Aves: Pavo cristatus)
    • Hart, N.S., Vision in the peafowl (Aves: Pavo cristatus). Journal of Experimental Biology 205 (2002), 3925–3935.
    • (2002) Journal of Experimental Biology , vol.205 , pp. 3925-3935
    • Hart, N.S.1
  • 42
    • 17444370044 scopus 로고    scopus 로고
    • Simple heuristics and rules of thumb: Where psychologists and behavioural biologists might meet
    • Hutchinson, J.M.C., Gigerenzer, G., Simple heuristics and rules of thumb: Where psychologists and behavioural biologists might meet. Behavioural Processes 69:2 (2005), 97–124, 10.1016/j.beproc.2005.02.019.
    • (2005) Behavioural Processes , vol.69 , Issue.2 , pp. 97-124
    • Hutchinson, J.M.C.1    Gigerenzer, G.2
  • 43
    • 84864008355 scopus 로고    scopus 로고
    • Statistical interpretation of machine learning-based feature importance scores for biomarker discovery
    • Huynh-Thu, V.A., Saeys, Y., Wehenkel, L., Geurts, P., Statistical interpretation of machine learning-based feature importance scores for biomarker discovery. Bioinformatics 28:13 (2012), 1766–1774, 10.1093/bioinformatics/bts238.
    • (2012) Bioinformatics , vol.28 , Issue.13 , pp. 1766-1774
    • Huynh-Thu, V.A.1    Saeys, Y.2    Wehenkel, L.3    Geurts, P.4
  • 44
    • 1242296549 scopus 로고    scopus 로고
    • Model selection in ecology and evolution
    • Johnson, J.B., Omland, K.S., Model selection in ecology and evolution. Trends in Ecology and Evolution 19:2 (2004), 101–108, 10.1016/j.tree.2003.10.013.
    • (2004) Trends in Ecology and Evolution , vol.19 , Issue.2 , pp. 101-108
    • Johnson, J.B.1    Omland, K.S.2
  • 45
    • 84872005234 scopus 로고    scopus 로고
    • JAABA: Interactive machine learning for automatic annotation of animal behavior
    • Kabra, M., Robie, A., Rivera-Alba, M., Branson, S., Branson, K., JAABA: Interactive machine learning for automatic annotation of animal behavior. Nature Methods 10:1 (2013), 64–67, 10.1038/nmeth.2281.
    • (2013) Nature Methods , vol.10 , Issue.1 , pp. 64-67
    • Kabra, M.1    Robie, A.2    Rivera-Alba, M.3    Branson, S.4    Branson, K.5
  • 46
    • 58149470814 scopus 로고    scopus 로고
    • A data mining approach to in vivo classification of psychopharmacological drugs
    • Kafkafi, N., Yekutieli, D., Elmer, G.I., A data mining approach to in vivo classification of psychopharmacological drugs. Neuropsychopharmacology 34:3 (2009), 607–623, 10.1038/npp.2008.103.
    • (2009) Neuropsychopharmacology , vol.34 , Issue.3 , pp. 607-623
    • Kafkafi, N.1    Yekutieli, D.2    Elmer, G.I.3
  • 48
    • 84931275658 scopus 로고    scopus 로고
    • Terrestrial animal tracking as an eye on life and planet
    • aaa2478–aaa2478
    • Kays, R., Crofoot, M.C., Jetz, W., Wikelski, M., Terrestrial animal tracking as an eye on life and planet. Science, 348(6240), 2015, 10.1126/science.aaa2478 aaa2478–aaa2478.
    • (2015) Science , vol.348 , Issue.6240
    • Kays, R.1    Crofoot, M.C.2    Jetz, W.3    Wikelski, M.4
  • 49
    • 84953775960 scopus 로고    scopus 로고
    • Acoustic sequences in non-human animals: A tutorial review and prospectus
    • Kershenbaum, A., Blumstein, D.T., Roch, M.A., Akçay, Ç., Backus, G., Bee, M.A., et al. Acoustic sequences in non-human animals: A tutorial review and prospectus. Biological Reviews 91:1 (2014), 13–52, 10.1111/brv.12160.
    • (2014) Biological Reviews , vol.91 , Issue.1 , pp. 13-52
    • Kershenbaum, A.1    Blumstein, D.T.2    Roch, M.A.3    Akçay, Ç.4    Backus, G.5    Bee, M.A.6
  • 50
    • 84956616714 scopus 로고    scopus 로고
    • Disentangling canid howls across multiple species and subspecies: Structure in a complex communication channel
    • Kershenbaum, A., Root-Gutteridge, H., Habib, B., Koler-Matznick, J., Mitchell, B., Palacios, V., et al. Disentangling canid howls across multiple species and subspecies: Structure in a complex communication channel. Behavioural Processes 124 (2016), 149–157, 10.1016/j.beproc.2016.01.006.
    • (2016) Behavioural Processes , vol.124 , pp. 149-157
    • Kershenbaum, A.1    Root-Gutteridge, H.2    Habib, B.3    Koler-Matznick, J.4    Mitchell, B.5    Palacios, V.6
  • 51
    • 85010202144 scopus 로고    scopus 로고
    • Do androids dream?
    • Koch, C., Do androids dream?. Scientific American Mind 26:6 (2015), 24–27, 10.1038/scientificamericanmind1115-24.
    • (2015) Scientific American Mind , vol.26 , Issue.6 , pp. 24-27
    • Koch, C.1
  • 52
    • 0038387496 scopus 로고    scopus 로고
    • Evaluation and applications of radiotelemetry in small laboratory animals
    • Kramer, K., Kinter, L.B., Evaluation and applications of radiotelemetry in small laboratory animals. Physiological Genomics 13 (2003), 197–205, 10.1152/physiolgenomics.00164.2002.
    • (2003) Physiological Genomics , vol.13 , pp. 197-205
    • Kramer, K.1    Kinter, L.B.2
  • 53
    • 84928669141 scopus 로고    scopus 로고
    • Animal social networks
    • Oxford University Press Oxford, U.K.
    • Krause, J., James, R., Franks, D.W., Croft, D.P., Animal social networks. 2015, Oxford University Press, Oxford, U.K.
    • (2015)
    • Krause, J.1    James, R.2    Franks, D.W.3    Croft, D.P.4
  • 55
    • 78650303332 scopus 로고    scopus 로고
    • New technology facilitates the study of social networks
    • Krause, J., Wilson, A.D.M., Croft, D.P., New technology facilitates the study of social networks. Trends in Ecology & Evolution 26:1 (2011), 5–6, 10.1016/j.tree.2010.10.004.
    • (2011) Trends in Ecology & Evolution , vol.26 , Issue.1 , pp. 5-6
    • Krause, J.1    Wilson, A.D.M.2    Croft, D.P.3
  • 56
    • 56249113343 scopus 로고    scopus 로고
    • Building predictive models in R using the caret package
    • Kuhn, M., Building predictive models in R using the caret package. Journal of Statistical Software 28:5 (2008), 1–26, 10.1053/j.sodo.2009.03.002.
    • (2008) Journal of Statistical Software , vol.28 , Issue.5 , pp. 1-26
    • Kuhn, M.1
  • 58
    • 84930630277 scopus 로고    scopus 로고
    • Deep learning
    • LeCun, Y., Bengio, Y., Hinton, G., Deep learning. Nature 521:7553 (2015), 436–444, 10.1038/nature14539.
    • (2015) Nature , vol.521 , Issue.7553 , pp. 436-444
    • LeCun, Y.1    Bengio, Y.2    Hinton, G.3
  • 59
    • 49749112240 scopus 로고    scopus 로고
    • Nonlinear dimensionality reduction
    • Springer New York, NY Retrieved from:
    • Lee, J.A., Verleysen, M., Nonlinear dimensionality reduction. 2007, Springer, New York, NY Retrieved from: http://www.springer.com/gp/book/9780387393506.
    • (2007)
    • Lee, J.A.1    Verleysen, M.2
  • 60
    • 85130883648 scopus 로고    scopus 로고
    • Computational methods of feature selection
    • CRC Press Boca Raton, FL Retrieved from:
    • Liu, H., Motoda, H., Computational methods of feature selection. 2008, CRC Press, Boca Raton, FL Retrieved from: https://www.crcpress.com/Computational-Methods-of-Feature-Selection/Liu-Motoda/9781584888789.
    • (2008)
    • Liu, H.1    Motoda, H.2
  • 61
    • 84894904278 scopus 로고    scopus 로고
    • Rotation-invariant HOG descriptors using Fourier analysis in polar and spherical coordinates
    • Liu, K., Skibbe, H., Schmidt, T., Blein, T., Palme, K., Brox, T., et al. Rotation-invariant HOG descriptors using Fourier analysis in polar and spherical coordinates. International Journal of Computer Vision 106:3 (2014), 342–364, 10.1007/s11263-013-0634-z.
    • (2014) International Journal of Computer Vision , vol.106 , Issue.3 , pp. 342-364
    • Liu, K.1    Skibbe, H.2    Schmidt, T.3    Blein, T.4    Palme, K.5    Brox, T.6
  • 62
    • 84937896443 scopus 로고    scopus 로고
    • Robust classification under sample selection bias
    • Z. Ghahramani M. Welling C. Cortes N.D. Lawrence K.Q. Weinberger Curran Associates Newry, U.K. Retrieved from:
    • Liu, A., Ziebart, B., Robust classification under sample selection bias. Ghahramani, Z., Welling, M., Cortes, C., Lawrence, N.D., Weinberger, K.Q., (eds.) Advances in neural information processing systems, Vol. 27, 2014, Curran Associates, Newry, U.K., 37–45 Retrieved from: http://papers.nips.cc/paper/5458-robust-classification-under-sample-selection-bias.pdf.
    • (2014) Advances in neural information processing systems , vol.27 , pp. 37-45
    • Liu, A.1    Ziebart, B.2
  • 63
    • 38349018685 scopus 로고    scopus 로고
    • Dimensionality reduction: A comparative review
    • Tilburg Centre for Creative Computing, Tilburg University Tilburg, Netherlands Technical Report: 2009-005
    • van der Maaten, L., Eric, P., van den Herik, J., Dimensionality reduction: A comparative review., 2009, Tilburg Centre for Creative Computing, Tilburg University, Tilburg, Netherlands Technical Report: 2009-005.
    • (2009)
    • van der Maaten, L.1    Eric, P.2    van den Herik, J.3
  • 64
    • 0034575354 scopus 로고    scopus 로고
    • Equivalence of the mediation, confounding and suppression effect
    • MacKinnon, D.P., Krull, J.L., Lockwood, C.M., Equivalence of the mediation, confounding and suppression effect. Prevention Science 1:4 (2000), 173–181, 10.1023/A:1026595011371.
    • (2000) Prevention Science , vol.1 , Issue.4 , pp. 173-181
    • MacKinnon, D.P.1    Krull, J.L.2    Lockwood, C.M.3
  • 65
  • 66
    • 85018193537 scopus 로고    scopus 로고
    • Tri-axial accelerometers quantify behaviour in the Eurasian badger (Meles meles): Towards an automated interpretation of field data
    • McClune, D.W., Marks, N.J., Wilson, R.P., Houghton, J.D., Montgomery, I.W., McGowan, N.E., et al. Tri-axial accelerometers quantify behaviour in the Eurasian badger (Meles meles): Towards an automated interpretation of field data. Animal Biotelemetry, 2(1), 2014, 5, 10.1186/2050-3385-2-5.
    • (2014) Animal Biotelemetry , vol.2 , Issue.1 , pp. 5
    • McClune, D.W.1    Marks, N.J.2    Wilson, R.P.3    Houghton, J.D.4    Montgomery, I.W.5    McGowan, N.E.6
  • 68
    • 78751509103 scopus 로고    scopus 로고
    • Machine learning: A probabilistic perspective. Chance encounters: Probability in education
    • Springer-Verlag New York, NY
    • Murphy, K., Machine learning: A probabilistic perspective. Chance encounters: Probability in education. 2012, Springer-Verlag, New York, NY, 10.1007/SpringerReference_35834.
    • (2012)
    • Murphy, K.1
  • 69
    • 43649104474 scopus 로고    scopus 로고
    • ZigBee-based wireless sensor networks for classifying the behaviour of a herd of animals using classification trees
    • Nadimi, E.S., Søgaard, H.T., Bak, T., ZigBee-based wireless sensor networks for classifying the behaviour of a herd of animals using classification trees. Biosystems Engineering 100:2 (2008), 167–176, 10.1016/j.biosystemseng.2008.03.003.
    • (2008) Biosystems Engineering , vol.100 , Issue.2 , pp. 167-176
    • Nadimi, E.S.1    Søgaard, H.T.2    Bak, T.3
  • 70
    • 77950857095 scopus 로고    scopus 로고
    • Hierarchical group dynamics in pigeon flocks
    • Nagy, M., Akos, Z., Biro, D., Vicsek, T., Hierarchical group dynamics in pigeon flocks. Nature 464:7290 (2010), 890–893, 10.1038/nature08891.
    • (2010) Nature , vol.464 , Issue.7290 , pp. 890-893
    • Nagy, M.1    Akos, Z.2    Biro, D.3    Vicsek, T.4
  • 72
    • 84879837118 scopus 로고    scopus 로고
    • Predicting fertility from seminal traits: Performance of several parametric and non-parametric procedures
    • Piles, M., Díez, J., del Coz, J.J., Montañés, E., Quevedo, J.R., Ramon, J., et al. Predicting fertility from seminal traits: Performance of several parametric and non-parametric procedures. Livestock Science 155:1 (2013), 137–147, 10.1016/j.livsci.2013.03.019.
    • (2013) Livestock Science , vol.155 , Issue.1 , pp. 137-147
    • Piles, M.1    Díez, J.2    del Coz, J.J.3    Montañés, E.4    Quevedo, J.R.5    Ramon, J.6
  • 73
    • 84867476382 scopus 로고    scopus 로고
    • Inferring social network structure in ecological systems from spatio-temporal data streams
    • Psorakis, I., Roberts, S.J., Rezek, I., Sheldon, B.C., Inferring social network structure in ecological systems from spatio-temporal data streams. Journal of the Royal Society, Interface 9 (2012), 3055–3066, 10.1098/rsif.2012.0223.
    • (2012) Journal of the Royal Society, Interface , vol.9 , pp. 3055-3066
    • Psorakis, I.1    Roberts, S.J.2    Rezek, I.3    Sheldon, B.C.4
  • 75
    • 44949099381 scopus 로고    scopus 로고
    • Unsupervised bird song syllable classification using evolving neural networks
    • Ranjard, L., Ross, H.A., Unsupervised bird song syllable classification using evolving neural networks. Journal of the Acoustical Society of America 123:6 (2008), 4358–4368, 10.1121/1.2903861.
    • (2008) Journal of the Acoustical Society of America , vol.123 , Issue.6 , pp. 4358-4368
    • Ranjard, L.1    Ross, H.A.2
  • 76
    • 40449141013 scopus 로고    scopus 로고
    • What is principal component analysis?
    • Ringnér, M., What is principal component analysis?. Nature Biotechnology 26:3 (2008), 303–304, 10.1038/nbt0308-303.
    • (2008) Nature Biotechnology , vol.26 , Issue.3 , pp. 303-304
    • Ringnér, M.1
  • 77
    • 58349094964 scopus 로고    scopus 로고
    • Automated analysis of postoperative behaviour: Assessment of HomeCageScan as a novel method to rapidly identify pain and analgesic effects in mice
    • Roughan, J.V., Wright-Williams, S.L., Flecknell, P.A., Automated analysis of postoperative behaviour: Assessment of HomeCageScan as a novel method to rapidly identify pain and analgesic effects in mice. Laboratory Animals 43:1 (2009), 17–26, 10.1258/la.2008.007156.
    • (2009) Laboratory Animals , vol.43 , Issue.1 , pp. 17-26
    • Roughan, J.V.1    Wright-Williams, S.L.2    Flecknell, P.A.3
  • 78
    • 0023453329 scopus 로고
    • Silhouettes: A graphical aid to the interpretation and validation of cluster analysis
    • Rousseeuw, P.J., Silhouettes: A graphical aid to the interpretation and validation of cluster analysis. Journal of Computational and Applied Mathematics 20 (1987), 53–65, 10.1016/0377-0427(87)90125-7.
    • (1987) Journal of Computational and Applied Mathematics , vol.20 , pp. 53-65
    • Rousseeuw, P.J.1
  • 79
    • 33947164164 scopus 로고    scopus 로고
    • An evaluation of the robustness of existing supervised machine learning approaches to the classification of emotions in speech
    • Shami, M., Verhelst, W., An evaluation of the robustness of existing supervised machine learning approaches to the classification of emotions in speech. Speech Communication 49:3 (2007), 201–212, 10.1016/j.specom.2007.01.006.
    • (2007) Speech Communication , vol.49 , Issue.3 , pp. 201-212
    • Shami, M.1    Verhelst, W.2
  • 81
    • 43949090490 scopus 로고    scopus 로고
    • Evolution of avian plumage color in a tetrahedral color space: A phylogenetic analysis of new world buntings
    • Stoddard, M.C., Prum, R.O., Evolution of avian plumage color in a tetrahedral color space: A phylogenetic analysis of new world buntings. American Naturalist 171:6 (2008), 755–776, 10.1086/587526.
    • (2008) American Naturalist , vol.171 , Issue.6 , pp. 755-776
    • Stoddard, M.C.1    Prum, R.O.2
  • 83
    • 0033858382 scopus 로고    scopus 로고
    • A procedure for an automated measurement of song similarity
    • Tchernichovski, O., Nottebohm, F., Ho, C.E., Pesaran, B., Mitra, P.P., A procedure for an automated measurement of song similarity. Animal Behaviour 59:6 (2000), 1167–1176, 10.1006/anbe.1999.1416.
    • (2000) Animal Behaviour , vol.59 , Issue.6 , pp. 1167-1176
    • Tchernichovski, O.1    Nottebohm, F.2    Ho, C.E.3    Pesaran, B.4    Mitra, P.P.5
  • 86
    • 84971475819 scopus 로고    scopus 로고
    • Assessing rotation-invariant feature classification for automated wildebeest population counts
    • Torney, C.J., Dobson, A.P., Borner, F., Lloyd-Jones, D.J., Moyer, D., Maliti, H.T., et al. Assessing rotation-invariant feature classification for automated wildebeest population counts. PLoS One, 11(5), 2016, e0156342, 10.1371/journal.pone.0156342.
    • (2016) PLoS One , vol.11 , Issue.5 , pp. e0156342
    • Torney, C.J.1    Dobson, A.P.2    Borner, F.3    Lloyd-Jones, D.J.4    Moyer, D.5    Maliti, H.T.6
  • 87
    • 85011102613 scopus 로고    scopus 로고
    • Movement, resting, and attack behaviors of wild pumas are revealed by tri-axial accelerometer measurements
    • Wang, Y., Nickel, B., Rutishauser, M., Bryce, C.M., Williams, T.M., Elkaim, G., et al. Movement, resting, and attack behaviors of wild pumas are revealed by tri-axial accelerometer measurements. Movement Ecology 3:1 (2015), 1–12, 10.1186/s40462-015-0030-0.
    • (2015) Movement Ecology , vol.3 , Issue.1 , pp. 1-12
    • Wang, Y.1    Nickel, B.2    Rutishauser, M.3    Bryce, C.M.4    Williams, T.M.5    Elkaim, G.6
  • 88
    • 80855135228 scopus 로고    scopus 로고
    • Data mining: Practical machine learning tools and techniques
    • 3rd ed. Morgan Kaufmann Burlington, MA
    • Witten, I.H., Frank, E., Hall, M.A., Data mining: Practical machine learning tools and techniques. 3rd ed., 2011, Morgan Kaufmann, Burlington, MA, 10.1002/1521-3773(20010316)40:6<9823::AID-ANIE9823>3.3.CO;2-C.
    • (2011)
    • Witten, I.H.1    Frank, E.2    Hall, M.A.3
  • 89
    • 0001870752 scopus 로고
    • Intraspecific nest parasitism in birds
    • Yom-Tov, Y., Intraspecific nest parasitism in birds. Biological Reviews 55:1 (1980), 93–108, 10.1111/j.1469-185X.1980.tb00689.x.
    • (1980) Biological Reviews , vol.55 , Issue.1 , pp. 93-108
    • Yom-Tov, Y.1
  • 90
    • 84928753019 scopus 로고    scopus 로고
    • Extending the functionality of behavioural change-point analysis with k-means clustering: A case study with the little penguin (Eudyptula minor)
    • Zhang, J., O'Reilly, K.M., Perry, G.L.W., Taylor, G.A., Dennis, T.E., Extending the functionality of behavioural change-point analysis with k-means clustering: A case study with the little penguin (Eudyptula minor). PLoS One 10:4 (2015), 1–14, 10.1371/journal.pone.0122811.
    • (2015) PLoS One , vol.10 , Issue.4 , pp. 1-14
    • Zhang, J.1    O'Reilly, K.M.2    Perry, G.L.W.3    Taylor, G.A.4    Dennis, T.E.5
  • 91
    • 77957104527 scopus 로고    scopus 로고
    • A protocol for data exploration to avoid common statistical problems
    • Zuur, A.F., Ieno, E.N., Elphick, C.S., A protocol for data exploration to avoid common statistical problems. Methods in Ecology and Evolution 1:1 (2010), 3–14, 10.1111/j.2041-210X.2009.00001.
    • (2010) Methods in Ecology and Evolution , vol.1 , Issue.1 , pp. 3-14
    • Zuur, A.F.1    Ieno, E.N.2    Elphick, C.S.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.