PyODDS: An End-to-End Outlier Detection System

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Efficient algorithms for mining outliers from large data sets

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Outlier detection using replicator neural networks

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Discovering cluster-based local outliers

Zengyou He, Xiaofei Xu, and Shengchun Deng · 2003

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Isolation forest

Fei Tony Liu, Kai Ming Ting, and Zhi-Hua Zhou · 2008

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Outlier detection in axis-parallel subspaces of high dimensional data

Hans-Peter Kriegel, Peer Kröger, Erich Schubert, and Arthur Zimek · 2009

Cited alongside, same era.

Visual evaluation of outlier detection models

Elke Achtert, Hans-Peter Kriegel, Lisa Reichert, Erich Schubert, Remigius Wojdanowski, and Arthur Zimek · 2010

Cited alongside, same era.

RapidMiner: Data mining use cases and business analytics applications

Markus Hofmann and Ralf Klinkenberg · 2013

Cited alongside, same era.

Outlier analysis

Charu C Aggarwal · 2015

Cited alongside, same era.

Long short term memory networks for anomaly detection in time series

Pankaj Malhotra, Lovekesh Vig, Gautam Shroff, and Puneet Agarwal · 2015

Cited alongside, same era.

Lstm-based encoder-decoder for multi-sensor anomaly detection

Original

Pankaj Malhotra, Anusha Ramakrishnan, Gaurangi Anand, Lovekesh Vig, Puneet Agarwal, and Gautam Shroff · 2016

PyNomaly: Anomaly detection using local outlier probabilities (LoOP)

Valentino Constantinou · 2018

Later among the works it cites.

Deep autoencoding gaussian mixture model for unsupervised anomaly detection

Original

Bo Zong, Qi Song, Martin Renqiang Min, Wei Cheng, Cristian Lumezanu, Daeki Cho, and Haifeng Chen · 2018

Later among the works it cites.

Graph recurrent networks with attributed random walks

Xiao Huang, Qingquan Song, Yuening Li, and Xia Hu · 2019

Closest in time.

Is a single vector enough? exploring node polysemy for network embedding

Original

Ninghao Liu, Qiaoyu Tan, Yuening Li, Hongxia Yang, Jingren Zhou, and Xia Hu · 2019

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Pyod: A python toolbox for scalable outlier detection

Yue Zhao, Zain Nasrullah, and Zheng Li · 2019

Closest in time.