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Feature: "increment entropy" #385

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kahaaga opened this issue Jan 15, 2024 · 1 comment
Open

Feature: "increment entropy" #385

kahaaga opened this issue Jan 15, 2024 · 1 comment

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@kahaaga
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kahaaga commented Jan 15, 2024

The "increment entropy" paper defines a new OutcomeSpace that first embeds the input data, then encodes this data based on the difference between consecutive pairs of embedding vectors, including both sign information and magnitude information. This is an obvious new OutcomeSpace with corresponding encode/decode based on RectangularBinEncodings.

The method then estimated relative frequencies over the encoded symbols and plugs the estimated probabilities into an entropy formula.

We should implement the method.

@Datseris
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very similar to how the cosine similarity is implemented

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