MilesCranmer commited on
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Ideas for feature analysis

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@@ -147,6 +147,8 @@ pd.DataFrame, Results dataframe, giving complexity, MSE, and equations
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  # TODO
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  - [ ] Consider adding mutation for constant<->variable
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  - [ ] Consider adding mutation to pass an operator in through a new binary operator (e.g., exp(x3)->plus(exp(x3), ...))
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  - [ ] Use NN to generate weights over all probability distribution conditional on error and existing equation, and train on some randomly-generated equations
 
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  # TODO
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+ - [ ] Calculate feature importances of future mutations, by looking at correlation between residual of model, and the features.
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+ - Store feature importances of future, and periodically update it.
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  - [ ] Consider adding mutation for constant<->variable
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  - [ ] Consider adding mutation to pass an operator in through a new binary operator (e.g., exp(x3)->plus(exp(x3), ...))
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  - [ ] Use NN to generate weights over all probability distribution conditional on error and existing equation, and train on some randomly-generated equations