FIX IsolationForest accepts sparse matrix with float value contamination #27645
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adam2392
reviewed
Nov 6, 2023
adam2392
approved these changes
Nov 9, 2023
| """ | ||
| X, _ = make_classification(n_samples=50, n_features=4, random_state=0) | ||
| X = sparse_container(X) | ||
| X.sort_indices() |
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Out of curiosity, why do we need to sort the indices?
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I have no idea. I took back the minimum reproducer but it was probably failing without sorting indices.
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Sorting indices allows getting into a canonical representation (e.g. with no duplicates' ambiguity).
jjerphan
approved these changes
Nov 28, 2023
OmarManzoor
reviewed
Dec 1, 2023
OmarManzoor
approved these changes
Dec 2, 2023
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closes #27626
This PR makes sure to convert to CSR the validated CSC matrix when contamination is a floating number. We still don't want to call
score_samplesbecause it will cost an additional validation, more expensive than the expectedX.asformat("csr").