Jack-H-Buckner / UniversalDiffEq.jl

Universal differential equations for ecologists
MIT License
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Add automatic relevance determination #97

Open Jack-H-Buckner opened 2 months ago

Jack-H-Buckner commented 2 months ago

Add functions to regularize the neural network that automatically reduces the effect of inputs with little or no impact on the outputs to zero. This can be done by adding a layer to the beginning of the neural network that multiplies each input by a constant. We can then apply regularization to these scaling factors to modify the effect of each input.

Jack-H-Buckner commented 2 months ago

Note I think this should be for version 1.1, but I had a breakthrough on how to make this happen so I wanted to flag it.