Machine learning based animal emotion classification using audio signals

Fuente: arXiv
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Hauptverfasser: Slobodian, Mariia, Kozlenko, Mykola
Format: Preprint
Veröffentlicht: 2025
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author Slobodian, Mariia
Kozlenko, Mykola
author_facet Slobodian, Mariia
Kozlenko, Mykola
contents This paper presents the machine learning approach to the automated classification of a dog's emotional state based on the processing and recognition of audio signals. It offers helpful information for improving human-machine interfaces and developing more precise tools for classifying emotions from acoustic data. The presented model demonstrates an overall accuracy value above 70% for audio signals recorded for one dog.
format Preprint
id arxiv_https___arxiv_org_abs_2503_18138
institution arXiv
publishDate 2025
record_format arxiv
spellingShingle Machine learning based animal emotion classification using audio signals
Slobodian, Mariia
Kozlenko, Mykola
Sound
Machine Learning
94A12 (Primary) 68T07 (Secondary)
H.5.5; I.2.6
This paper presents the machine learning approach to the automated classification of a dog's emotional state based on the processing and recognition of audio signals. It offers helpful information for improving human-machine interfaces and developing more precise tools for classifying emotions from acoustic data. The presented model demonstrates an overall accuracy value above 70% for audio signals recorded for one dog.
title Machine learning based animal emotion classification using audio signals
topic Sound
Machine Learning
94A12 (Primary) 68T07 (Secondary)
H.5.5; I.2.6
url https://arxiv.org/abs/2503.18138