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ModelA model of acoustic communication in animalsA model of acoustic communication in animals
Description
To go beyond bioacoustics and to actually serve as a core package for acoustic communication researchers, we need modules that contains reference implementations of models of animal acoustic communication and behavior.
This is a meta issue to keep track of what that module might look like. Please feel free to comment and add to the discussion.
My initial thoughts:
- scope: "scikit-learn-sized" models, mainly written with Python + array-oriented numpy -- neural network models can live in vak
- how to group? by research area or by model type/framework?
- any schema will be imperfect
- research area would be something like: vocal learning, cultural evolution, syntax, evolution
- model type would be something like:
- vocal learning
- reinforcement learning
- Troyer
- Seung
- imitation learning
- De Freitas
- babbling
- models that Sita cites in review
- reinforcement learning
- cultural evolution
- agent-based models
- Youngblood
- Creanza
- agent-based models
- syntax
- context-free grammars, etc.
- Sainburg
- Beckers
- probabilistic-suffix tree
- Markowtiz, canary
- markov
- Jin, Bengalese finch
- Koparkar et al 2024 model, see ENH: Add Koparkar 2024 chunking model of Bengalese finch song syntax #200
- context-free grammars, etc.
- evolution
- game theory
- Matt Spike models
- collective behavior
- social behavior
- network models
- production: speech is out of scope, there are plenty of packages for this already
- source-filter
- Mindlin model
- rhythm
- Troyer et al: https://web.archive.org/web/20220120153928/https://www.utsa.edu/troyerlab/software.html
- Ravignani et al
- vocal learning
🤔 Maybe there's not enough overlap and it's ok to group by research area
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ModelA model of acoustic communication in animalsA model of acoustic communication in animals