Implemented Algorithms

Statistical Based Methods

Methods

Algorithm

Class API

CBLOF

Clustering-Based Local Outlier Factor

:class:algo.cblof.CBLOF

HBOS

Histogram-based Outlier Score

:class:algo.hbos.HBOS

IFOREST

Isolation Forest

:class:algo.iforest.IFOREST

KNN

k-Nearest Neighbors

:class:algo.knn.KNN

LOF

Local Outlier Factor

:class:algo.cblof.CBLOF

OCSVM

One-Class Support Vector Machines

:class:algo.ocsvm.OCSVM

PCA

Principal Component Analysis

:class:algo.pca.PCA

RobustCovariance

Robust Covariance

:class:algo.robustcovariance.RCOV

SOD

Subspace Outlier Detection

:class:algo.sod.SOD

Deep Learning Based Methods

Methods

Algorithm

Class API

autoencoder

Outlier detection using replicator neural networks

:class:algo.autoenc oder.AUTOENCODER

dagmm

Deep autoencoding gaussian mixture model for unsupervised anomaly detection

:class:algo.dagmm.D AGMM

Time Serie Methods

Methods

Algorithm

Class API

lstmad

Long short term memory networks for anomaly detection in time series

:class:algo.lstm_ad .LSTMAD

lstmencdec

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

:class:algo.lstm_en c_dec_axl.LSTMED

luminol

Linkedin’s luminol

:class:algo.luminol .LUMINOL