Metrics explainedvariance - CyrilB1531/lodestar GitHub Wiki

Development build. This page describes main, not a released package. The latest published Lodestar.Metrics is 0.3.0 — read its documentation.

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ExplainedVariance

R2's forgiving cousin: it measures whether the prediction tracks the truth's ups and downs, and does not charge for being consistently off by a fixed amount.

Members

Member What it does
ExplainedVariance.Score One number for the whole prediction: the share of the truth's variance the residuals do not carry.
ExplainedVariance.PerOutput One score per output, unreduced.
ExplainedVariance.VarianceWeighted One number, each output counted in proportion to how much its own truth varies.