From 1f71a9b15874736c1e911070eca4df534620a73d Mon Sep 17 00:00:00 2001 From: lhenry15 Date: Mon, 21 Sep 2020 00:33:17 -0500 Subject: [PATCH] add LICENSE Former-commit-id: 4c664d8861b15d77798600dd388023debdc8fd6a [formerly db0a3ad0ff3d6ae4242d3b48bf055a45e46a83ce] [formerly 36dda9108bde8fc1f2ec2c1b141ef02850883c2f [formerly 9f265bc419ae0f3be2be7c1da06f02243a77186e]] [formerly 67f5892ae4d7e9977135866bf89c2688bfe321fc [formerly 2b523f99f845b080685a97910ea1ddcb5b873ee8] [formerly 9b995095246276d203dfd5dc15ab2d801d0b322c [formerly b8bf679522a71fb2305bfa44ca5ce798894937ef]]] [formerly 873c24004d6077e7221b5817d79879ac08213e74 [formerly 8504ff45610990772bcfd952be1b874dde6ae70b] [formerly 1e21a20cdd64d25ac344b4cf0f942909a2a02a75 [formerly 252edef741d9cf9e7499ab1cf2daf5339fb1ee10]] [formerly 3b812a973849674d1e9204e09c42c53225277ac7 [formerly 6b20387c7b270ac5c0162e01c4cecbe4203c1ac6] [formerly 9e73142c1067bb94af5a7ed59b5528919221e48b [formerly f40465330b60c93a743dc338d5d91f4ed404966c]]]] [formerly af4945c8f50a5ae1e85214ae5743490832cb28d0 [formerly 6e77f723fb28e2b9884140e8d83609871b318042] [formerly 6e323434f043ca689db35fb893ed45b11b475f68 [formerly 9e1ee6247e89d9596bbbc8c05a321e108e637781]] [formerly 05d0440d83a0cf6f42c25cd1742ce41d4597546a [formerly d98ce7f81fc69f76a18918363f4ddfa5f8d96df9] [formerly f145435c6a6ffbad4dd52d9f685355de632462b0 [formerly aa0a52e7b96fa0cfe8ac3882949995c5a53fd5b2]]] [formerly 5abfef112c448e4ea451a6991fa2259f5047bab9 [formerly eac581bfab9d406ded3394a3e0935a4b4c57b4d2] [formerly 50b84f19848419926bc874cb6a51cf0bb10a9947 [formerly c8738309e74ab9f5cb67cb69bcb7cb4c046856ef]] [formerly 689590788deefa2f52f31f0b98f334fafde95dca [formerly 122a2660910e2cf9cc8925b82c27e83fdea67eaa] [formerly 56134f464fd8fa17b84dd80df9f24c195d79dfbb [formerly 52c3c00319708a7c96d04b52c337259067e0b2f0]]]]] [formerly 813939894c14056d5cc91dc42a2105227ede948c [formerly 9f3327c4a3b7872c7fc80dead7ea3a84cb387ac1] [formerly 065dee3ff230df5b7f30eddf405f4a2e550bc5e5 [formerly 09f4122bba5042d0e68f40a16e5e8e2ae4a55a32]] [formerly eb02a4f8d9dfff15edbe40ba344dafd33aa20795 [formerly 857187aaf21b199f1796cf080ce7ee30e20adfb5] [formerly db269a8a782a4b17df9205b60406c0d7a1ba517d [formerly 09416f0f79a778a66f24615d3830ae20013915ad]]] [formerly 7d1f0f5d7785cc605c98aa69e00e199a30efdfa1 [formerly 3ab2d84e5d5abafb28d4a204f3d968ea7388adf8] [formerly 5b5be51f71e99665735a9155d4d9bff07fadd4f3 [formerly f65234840b335de43d9a96b3af3de55492c7e24c]] [formerly 0e1deee0a9389988f2373afd0620c44493bf8aa6 [formerly 003bb2e5ab136847dce275630b67d7ace1ffc416] [formerly 43219fb58e6a78d8aa4ec00ea1f376f5e3b6c8a2 [formerly d12bb2696830ae6bb30eed9cbee065473ad3cf5a]]]] [formerly f1596e8e10fd5a4cb6809eeed962ab1dc7aa439e [formerly f98dc59f66e8d25ad596f33a5081ca856cf816d4] [formerly 55f397848a15293403c18e53508a746b8a7d26f0 [formerly cdbc67cd5114df356ab0549aca90d97e3563bf3c]] [formerly b3850a2e0d905007c0ecc9a0770d970ee89a2b74 [formerly 537a4be5ef6b9d5f785cd8e8c551619f5f741b67] [formerly 370c50e208f5ca9dbdc2685712519b66b88b2441 [formerly 4cfb5e7f71b9e58bfb63d7b5857fd491c6aa1c04]]] [formerly 6d443f4bcc44aee6949856c3045d8dedc865f912 [formerly 7bcee348bb51e76ea032710f34a8d9fd22b27461] [formerly 62191857060d763981fae44da80ec0b384535e4e [formerly a2c6063bf6b39f8fa486ca28eba437c0a93b08b9]] [formerly eae9d65a56613dfe9d23e509476247f582d03065 [formerly 9348a92d13af98c6baf257594fccc744ea34990d] [formerly d71eee745d8abcbb844fdaa48c8c405b1c17605b [formerly 44f1df9d27c149dbbf1cd36aa6b4c2f6a92c1330]]]]]] Former-commit-id: ca2846e239687a3347771d0f922bc586362058a7 [formerly 5c946a3d50ff5ed956500ebc94f140fb21fa75de] [formerly 16b4d62fc9a72cc8d17cfca993c2e91a53c8e989 [formerly 912ffaf4fcb7653df8064fd9a857afe0655ef479]] [formerly 8c07e0e6ddfeb0b3e73d78d0f38199052820f657 [formerly fd7bc935c9d578e7d02c36c175cb4fe4080e7f96] [formerly dfccf8a9d98bbda36a80858774ac8656085dbc1e [formerly 6a7bf97937947070ac08bffe5420001ed43cf491]]] [formerly a2b14a5644db9cdf005ef0483e7bb5694d50370f [formerly f5197ad103462a50a5e91fc679de1b8b61540934] [formerly 531bdd22e7b63283ab36d9fbcce4b0d549e11afe [formerly 61c466b89a09ebd4f729886236ad575768dcd5fc]] [formerly 86c1c809dfef64026a744af8dc1a779f0e1b1194 [formerly 3257578a1e499b754e68bb19ec5a20529a29f72d] [formerly 9d7ecafbe79ed99890215b4503b79174815f242f [formerly 0ab2d45f895b710ab3db1feed839f85b8695e97a]]]] [formerly 1163dacd0d4168c231af757a24ab0bfa79b8730a [formerly b9d90e84fd31cb590468a88165ab85712e3440e3] [formerly 2946ba5eed9ebd463c00aab0f02fe69daf13698f [formerly e323284f046d0fa3cd643662520d2977376159b8]] [formerly 796f4e3be380ca90654ed15274fc85f075e8448a [formerly 1bd543f34045431f7b06f1f0ab5a3e05c3a376c9] [formerly fb2431002d59919fa5c651f6da8f562cb0ca86d9 [formerly 7559b2bba647d2a13109f7797bbdbcb97e53313d]]] [formerly bcd26d622e032b73657649b7145ccf9c89878897 [formerly 09a9262539a2c1112d29509282f7cb32a55a2089] [formerly fce9b7138854883cd6a0bffc3198ea3ea61f35fc [formerly 3488414fffc84209ca1fa3bfb1d8e6cc6ead6eb8]] [formerly c5d1879642d0abb3015b541592cb76901c1051df [formerly e48e45bfd8f4f11895a19956e3cd33e4f9fc2f06] [formerly d71eee745d8abcbb844fdaa48c8c405b1c17605b]]]] Former-commit-id: af32410453dd4b86ee2036485a8a7cdb6f084b31 [formerly b64aac56c0439628b192d4878fca29296c67b756] [formerly c6ab1a4997baf057c42d83b6c6ab9241ecd51630 [formerly 93caa84e1c2bd999d617d174c44e9a5171ead2cf]] [formerly 22a97dda2567cbbff7895d790dadecc93dd99c9b [formerly 07494c100aa660e17c80a8dd4aed7c1a029571fc] [formerly edd66f446dcd461ac081ce09c5650d47d05a1a34 [formerly 74b84491a1bbb40d350d8e67e383bf40822ddbe1]]] [formerly 9edbf1a77f7cceb0997ec5817bcd4c7164aff504 [formerly 4848993d12943b95f38412547c04c44550bd5c65] [formerly 1eee0ad4f5bcfd67b567cc672afb62dd1db7c3f4 [formerly 6b2a98194480713fc4a6efee87c129134a052828]] [formerly 77dfa4292596d97c9cdae8b0159ccecb4031a122 [formerly e69d9dce75cd86beee9090c8c680e1b4a46ff733] [formerly 97e198b5e86d630dac618fcb79e6386a2aa1c8b3 [formerly f06661172076db5d0a8d2a94a4a588457205d856]]]] Former-commit-id: adbd5020d38dcb99ea418ad3b103e86e43b9d761 [formerly 823f0a90d4fa0bfef0767d48d36a20d38aeb566a] [formerly 62cf3df76a31d1dfc9618de000335b223f5cc953 [formerly a522e0be89d273a9a38efbd7a4c25fb852c2fe0b]] [formerly d964aea3ba1026b8166ed82a58b55f38a1215f35 [formerly 1efbe0a90ee4e6912540ca13f87600b43236798a] [formerly 6cfce5725595a77cbbfd55deedc2b01f7ed04adc [formerly 0d1573a4937f9b25fa7a68156da01816b8336abf]]] Former-commit-id: 9b145223dc3eda178a1a5a115d6ea30f609696fc [formerly c7475da8a75db40c9f45804e252995495fcc1746] [formerly b0fb7b4ed45f6fc5faeebf09efd374eb16a4e933 [formerly cdcb0fd8416efa767f07d71888ddbb01a0b8e728]] Former-commit-id: 3aea2de9c5a7e1414da10fb5816ad39bc175afe8 [formerly d211f1dde26c937b4852f571569fda8301a78a8f] Former-commit-id: 6c33c533c1e0d6f1d789f4f348abf2e45c2b0468 --- README.md | 5 ++++- 1 file changed, 4 insertions(+), 1 deletion(-) diff --git a/README.md b/README.md index ed9184c..f8ca536 100644 --- a/README.md +++ b/README.md @@ -3,7 +3,6 @@ Logo [![Build Status](https://travis-ci.org/datamllab/tods.svg?branch=master)](https://travis-ci.org/datamllab/tods) -[![Coverage Status](https://coveralls.io/repos/github/datamllab/tods/badge.svg?branch=master)](https://coveralls.io/github/datamllab/tods?branch=master) 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). @@ -94,3 +93,7 @@ best_scores = search.evaluate(best_pipeline).scores ``` # Acknowledgement We gratefully acknowledge the Data Driven Discovery of Models (D3M) program of the Defense Advanced Research Projects Agency (DARPA) + +#Licensen +You may use this software under the Apache-2.0 License. +