yzhao062 / pyod / 24216006862

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feat: add 7 time-series anomaly detectors with TSB-AD benchmark-backed knowledge base

TimeSeriesOD (windowed bridge), MatrixProfile (STOMP, transductive),
SpectralResidual (FFT saliency), KShape (#2 in TSB-AD), SAND
(experimental, streaming), LSTMAD (LSTM + Mahalanobis),
AnomalyTransformer (experimental). Shared TS utilities,
generate_ts_data(), per-algorithm tests and examples, ADEngine
integration with benchmark-informed routing (short/long/default),
README and docs updated with separate TS table and input format docs,
BibTeX citations, RST CI test. 5 review rounds, 15 findings resolved.

1378 of 1465 new or added lines in 20 files covered. (94.06%)

13759 of 14678 relevant lines covered (93.74%)

10.31 hits per line