Repository navigation
feat: add regression fit functions (Spearman, RMSE, MI) - #59
Merged
Merged
Conversation
New FitFunction variants: - spearman: Spearman rank correlation (regression mode) - rmse: negated RMSE (higher = better, for consistency) - mutual_information: histogram-based MI between predictions and targets Implementation: - Spearman with average-rank tie handling - Neg-RMSE for optimization (higher = better) - MI with 10-bin discretization - Regression fitness path in population.rs skips classification metrics - Bias penalty skipped for regression fit functions Tests: 8 new tests (perfect correlation, negative, ties, RMSE zero/nonzero, MI) Closes #15
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment
Add this suggestion to a batch that can be applied as a single commit.This suggestion is invalid because no changes were made to the code.Suggestions cannot be applied while the pull request is closed.Suggestions cannot be applied while viewing a subset of changes.Only one suggestion per line can be applied in a batch.Add this suggestion to a batch that can be applied as a single commit.Applying suggestions on deleted lines is not supported.You must change the existing code in this line in order to create a valid suggestion.Outdated suggestions cannot be applied.This suggestion has been applied or marked resolved.Suggestions cannot be applied from pending reviews.Suggestions cannot be applied on multi-line comments.Suggestions cannot be applied while the pull request is queued to merge.Suggestion cannot be applied right now. Please check back later.
Summary
Add three regression fitness functions: Spearman rank correlation, RMSE, and Mutual Information.
This validates the ClassificationMetrics refactor (#45) — regression models use
fitbut leaveclsfields at their defaults.New fit functions
spearmanrmsemutual_informationUsage
Test plan
Closes #15