I'm not 100% sure what you're asking for but maybe K-means? Would that fit the bill?
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A Boltzmann Machine might be simple enough? Not sure... I might be pushing it here though.
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Interesting idea. the students will be pretty savvy, but I'd like to present models that can be compared to actual human performance in cognitive tasks (ideally in more than one cognitive domain). I'll need to read more on where it's been used.
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Boltzmann Machines can certainly be used to model behavioural data. I've done it.
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ref? Thanks!
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I used them as an alternative implementation for hub-and-spoke model by Rogers et 2004. But they are extremely flexible. It's like asking me what a FF network can capture. Anything!
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*not really anything but you get my drift
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Here's a great vintage (ten years is very long for deep nets) talk on RBMs by Hinton. https://youtu.be/AyzOUbkUf3M
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Shows them able to do number recognition.
End of conversation
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