Challenges of machine learning model validation using correlated behaviour data: Evaluation of cross-validation strategies and accuracy measures

• Bence Ferdinandy ,

  Roles Conceptualization, Data curation, Formal analysis, Software, Visualization, Writing – original draft

  * E-mail: fbence@elte.hu

  Affiliation MTA-ELTE Comparative Ethology Research Group, Budapest, Hungary

  http://orcid.org/0000-0001-6895-9750

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• Linda Gerencsér,

  Roles Data curation, Investigation, Resources, Writing – review & editing

  Affiliations Department of Ethology, Eötvös Loránd University, Budapest, Hungary, MTA-ELTE ‘Lendület’ Neuroethology of Communication Research Group, Budapest, Hungary

  http://orcid.org/0000-0001-7030-178X

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• Luca Corrieri,

  Roles Data curation, Investigation

  Affiliation Department of Ethology, Eötvös Loránd University, Budapest, Hungary

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• Paula Perez,

  Roles Data curation, Investigation

  Affiliation Department of Ethology, Eötvös Loránd University, Budapest, Hungary

  http://orcid.org/0000-0001-5625-3224

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• Dóra Újváry,

  Roles Investigation, Resources, Writing – review & editing

  Affiliation Department of Ethology, Eötvös Loránd University, Budapest, Hungary

  http://orcid.org/0000-0001-8760-8497

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• Gábor Csizmadia,

  Roles Conceptualization, Software, Writing – review & editing

  Affiliation Department of Ethology, Eötvös Loránd University, Budapest, Hungary

  http://orcid.org/0000-0003-0875-3501

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• Ádám Miklósi

  Roles Conceptualization, Funding acquisition, Resources, Supervision, Writing – review & editing

  Affiliations MTA-ELTE Comparative Ethology Research Group, Budapest, Hungary, Department of Ethology, Eötvös Loránd University, Budapest, Hungary

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