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Machine Learning Algorithms Can Predict Emotional Valence Across Ungulate Vocalizations

Authors: Lefèvre, Romain Adrien; Sypherd, Ciara Cleo-Rose; Mandel-Briefer, Élodie Floriane;

Machine Learning Algorithms Can Predict Emotional Valence Across Ungulate Vocalizations

Abstract

This repository contains supplemental data associated with the study. It includes the following documents: SoundsDatabase.zip : A folder containing 3,181 individual audio recordings of animal contact calls. Each file is labeled with metadata including species, context of production, and emotional valence (positive/negative). Data S1: A spreadsheet with detailed information for each call, including animal ID, species, call type, emotional valence, context of production, number of calls, and references to the studies from which the calls were collected.

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Keywords

vocalizations, sheep, goats, domesticated animal, acoustic correlates of emotion, animal emotion, pigs, emotions, non-invasive animal welfare assessment, animal welfare, bioacoustics, welfare, cows, machine learning, classification, ai, animal language, inter-species communication, wild boars, comparative emotional acoustics, przewalski's horses, horses

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average
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