From 52a532958d7f079ee64b0f0a74480eff15c88849 Mon Sep 17 00:00:00 2001 From: lhenry15 Date: Sun, 20 Sep 2020 20:11:18 -0500 Subject: [PATCH] add tods-doc Former-commit-id: b4a443c80b5444d16a0a5e283e03bf6b2e04fb56 [formerly 769b3535d81728b94cb1fa5d4a8d65c001ec62c4] [formerly b10b1503d183164f3c10f364889f67d29ba512f5 [formerly 1fa87a151d05ace0f2605b0133b10c25869bb4de]] [formerly fdce564f7a037a199af085efc47348ad54f07d23 [formerly f2c3eaf269f481204a8fb4335eb1c504da74f318] [formerly e3f3c38b1f31855825211da09d59ba4830507215 [formerly a9709485006f05bfd4b99bae647247eb4b2e93ff]]] [formerly 4e24440aa22a108303cef4bfab1794e8c4b34e3a [formerly ae78683765ea26de9d706de0178d7c6e16210a40] [formerly 2d4b0ec54455d76a99b7ed5ee830f64410d2c08e [formerly 62f76b7a3931546bbc873c643715cb2dfd0266c3]] [formerly f8290361bc9403c7610f0e2bd1b87103520feff0 [formerly 048ab67baf8a8f2efe36d7ead96bb78bb94de77f] [formerly 4e7a49590425f5c5215b31499547d75ca4609568 [formerly bc284bf783eeecefa68581dadb383e9ccd1c29c2]]]] 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Former-commit-id: 70f5a6c274067f57f616969af9be0b924e95a788 [formerly 7afbc21db2d907a2546a389215f57fba1e0d131f] [formerly 9fffa51bc5ecdd67fbe37b08db380725f0ce3981 [formerly 6df759b67fe0291d9bd68c9ce59323af4a93d125]] [formerly cc07f8f695b42f02c2d4b2874b41460da229b86b [formerly d336865be890ab4ee902c960e2789cb36c650eaf] [formerly 16ac9d707928d3b57cd89d572bf36411ad26fe75 [formerly c09b581800863efdfd8cac50f3e422aee7b557b6]]] Former-commit-id: 03c5aacc8d9eb775e631a7d2f54e18b1721e0668 [formerly c510b3cfaaf12494de9723943443c9331e405e44] [formerly 49af732b66e4fa0ab5408156635aa6d4dc8f1971 [formerly 6da55e2ffb7377ae3c02b3ab7890e9e18e19ccc5]] Former-commit-id: 1d626af3394d6f13927c54717b8ca71eb3044ef4 [formerly 340667134ea71721658701d3f3c80790db8032fc] Former-commit-id: f88fa57ef58f76fe22883ad3ca3434865fb30785 --- README.md | 3 +++ 1 file changed, 3 insertions(+) diff --git a/README.md b/README.md index e60827d..68d0d72 100644 --- a/README.md +++ b/README.md @@ -4,6 +4,9 @@ TODS is a full-stack automated machine learning system for outlier detection on multivariate time-series data. TODS provides exahaustive modules for building machine learning-based outlier detection systems including: data processing, time series processing, feature analysis (extraction), detection algorithms, and reinforcement module. The functionalities provided via these modules including: data preprocessing for general purposes, time series data smoothing/transformation, extracting features from time/frequency domains, various detection algorithms, and involving human expertises to calibrate the system. Three common outlier detection scenarios on time-series data can be performed: point-wise detection (time points as outliers), pattern-wise detection (subsequences as outliers), and system-wise detection (sets of time series as outliers), and wide-range of corresponding algorithms are provided in TODS. This package is developed by [DATA Lab @ Texas A&M University](https://people.engr.tamu.edu/xiahu/index.html). + +* API Documentations: [https://tods-doc.github.io](https://tods-doc.github.io) + TODS is featured for: * **Full Sack Machine Learning System** which supports exhaustive components from preprocessings, feature extraction, detection algorithms and also human-in-the loop interface.