-
Notifications
You must be signed in to change notification settings - Fork 0
Metrics detcurve
Development build. This page describes
main, not a released package. The latest published Lodestar.Metrics is 0.3.0 — read its documentation.
The detection error tradeoff curve: the same two errors RocCurve plots, but both
as errors — false positives against false negatives rather than against true positives.
That is the whole difference, and it matters for reading a plot: on a DET curve both axes are things you want small, so a better model sits nearer the origin, where on a ROC curve a better model bows away from the diagonal.
Neither endpoint is carried. The curve starts where false positives stop being zero and stops where false negatives reach zero, because the region outside that is where one of the two errors is constant and the plot says nothing. Measured on the worked case: 3 points, where the ROC curve has 5 and the precision-recall curve 5.
Its points also run the other way — thresholds ascending, so the false-positive rate descends.
dropIntermediate is false here, as the reference has it, and shares
PrecisionRecallCurve's rule rather than RocCurve's.
| Member | What it does |
|---|---|
DetCurve.Compute |
Draws the curve from labels and scores. |
- 0001-target-framework
- 0002-unicode-comparison-unit
- 0003-provenance-and-licensing
- 0004-levenshtein-myers-backlog
- 0005-hamming-jellyfish-divergence
- 0006-ratcliff-autojunk
- 0007-metaphone-scope
- 0008-italian-enza-nltk-divergence
- 0009-sample-consumes-a-local-feed
- 0010-stop-word-list-provenance
- 0011-persistence-format
- 0012-per-package-versioning
- 0013-sentencepiece-parity-scope
- 0014-precompiled-normalizer
- 0015-sonar-rules-in-the-build
- 0016-metrics-package-placement
- 0017-bpe-parity-scope
- 0018-multiclass-roc-auc-parallelism-is-opt-in
- 0019-the-net-analysers-run-in-the-build-too
- 0020-normalize-is-a-projection-not-a-parameter
- 0021-multioutput-is-a-method-not-an-enum
- 0022-added-token-matching-flags
- 0023-byte-level-decode-substitutes
- 0024-weighted-median-averages-within-scikit-learns-epsilon
- 0025-quickselect-replaces-a-full-sort-for-the-median
- 0026-r2-and-explainedvariance-split-their-undefined-cases-differently
- 0027-r2-and-explainedvariance-vectorize-only-a-single-output
- 0028-log1p-is-kahans-identity-not-math-log-1-plus-x
- 0029-balanced-accuracy-adjusted-is-left-to-ieee-754-at-the-edge
- 0030-cohen-kappa-keeps-scikit-learns-expected-matrix-orientation
- 0031-nosamplecorrect-mirrors-numpys-float64-upcast
- 0032-fbeta-substitutes-tp-predicted-and-support-algebraically
- 0033-compensated-sum-is-neumaiers-variant
- 0034-dropout-is-refused-for-want-of-a-user
- 0035-a-null-pre-split-is-removed-with-invert-not-isolated
- 0036-a-member-may-ship-without-an-oracle-if-it-says-so
- 0037-the-guards-run-before-the-commit
- 0038-the-gate-confronts-an-exception-tag-with-the-page-that-documents-it
- 0039-mutual-information-returns-zero-on-an-empty-input
- 0040-a-curve-is-a-sealed-class-per-curve
- 0041-one-sample-file-per-public-class
- 0042-phonetic-encoders-refuse-a-null-word
- 0043-the-equality-table-is-sized-to-the-pattern
- 0044-compression-belongs-to-the-caller
- 0045-a-console-call-carries-its-reason-on-the-line
- 0046-check-adr-immutable-runs-in-ci-only
- 0047-one-gate-per-kernel-not-one-per-alphabet
- 0048-the-gate-depends-on-the-kernel-and-the-alphabet
- 0049-two-gates-per-kernel-tested-where-the-width-is-known
- 0050-the-sentencepiece-bpe-lineage-stays-a-bpe-model
- benchmark_latest
- decisions
- equivalence
- matplotlib
- migration
- nightly_run
- numpy
- pandas
- performance
- pytorch
- seaborn
- sklearn
- statsmodels