From 47201b7afc922a0d26c1532ad026239fd8b6e820 Mon Sep 17 00:00:00 2001 From: lhenry15 Date: Thu, 10 Sep 2020 00:50:13 -0500 Subject: [PATCH] add description of package Former-commit-id: cfaf0e2bf5ee07614bb9e588ecacfb1d16e84924 [formerly 835677a583e2dfeb8f7b546d6cbf5dbc137934da] [formerly 197013cbd5a689093e7903fc1ac1a1be73bb5141 [formerly 83c074ca32ffe37d1ea4ca6bfa2b18234ad869ed]] [formerly a75883ea2a5dbdb5a41d87a8b93825f4211e7657 [formerly 897bbb754fd8207c8626b647aed79187f9273b7b] [formerly 2658abf57ceefee5764476b10d5df9c53ca3a616 [formerly dcff48adf84ef3c6340e439f8900d4a3bc0340ae]]] [formerly ee2e2298343b894af28f466d5a3b4c5ad2500cc0 [formerly f1a540d5fcc8538ba1badc373b54544b432aaf81] [formerly cccfc4fdf82da5b8e8fa647bb1ae0175c6013248 [formerly 4da427e3c38ff89d91c0ed1ab4b250fdbab914be]] [formerly 8483f8f8cb043b7187d0b9fdde961d8bf9ac60dd [formerly a4ed726aab158c6b181e160f2050eb67bca6e27b] [formerly b44a3dfc9b5361b6ac39742040849fa03dfbd8af [formerly 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--- a/README.md +++ b/README.md @@ -1,5 +1,13 @@ -# Automate Time-series Outlie Detection System -This is a time-seried outlier detection system with automate machin learning. +# Time-series Outlie Detection System +TODS is an 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. Specifically, three application scenarios on time-series outlier detection are provided: 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). + +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. + +* **Wide-range of Algorithms**, including all of the point-wise detection algorithms supported by [PyOD](https://github.com/yzhao062/pyod), state-of-the-art pattern-wise (collective) detection algorithms such as [DeepLog](https://www.cs.utah.edu/~lifeifei/papers/deeplog.pdf), [Telemanon](https://arxiv.org/pdf/1802.04431.pdf), and also various ensemble algorithms for performing system-wise detection. + +* **Automated Machine Learning** aims on providing knowledge-free process that construct optimal pipeline based on the given data by automatically searching the best combination from all of the existing modules. + ## Axolotl Running pre-defined pipeline