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The Use of Supervised Learning Models in Studying Agonistic Behavior and Communication[...]
Setup
EOD Detection
Setup
Animals
Data Sets
Two-Dimensional Representation of Electric Potentials
Types of Supervised Learning Models for Regression
Random Forests Regressor
Multilayer Perceptron Model for Regression
Using Supervised Learning to Predict Fish Position and Orientation of Simulated Data
Using Supervised Learning to Predict Fish Position of Real Fish
EOD Detection
Fish Position Tracking
Dyadic Interactions
Modeling the EIs
Results
Using Supervised Learning to Predict Fish Position and Orientation of Simulated Data
EOD Detection
Tracking With SLEAP
Using Supervised Learning to Predict Fish Position of Real Fish
Dyadic Interactions
Initial Approach Phase
Discussion
Supervised Learning Algorithms to Study Interactions of Weakly Electric Fish
The Role of the EI During Dyadic Interactions
Data Availability Statement
Ethics Statement
Author Contributions
Funding
Acknowledgments
References
Aufsatz in einer Zeitschrift
The Use of Supervised Learning Models in Studying Agonistic Behavior and Communication in Weakly Electric Fish
Entstehung
2021
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