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API Reference

Every estimator IKPyKit exports, grouped by the kind of data it works on. They all follow the scikit-learn API, so each one is constructed with its parameters and then fitted.

Isolation Kernel

Estimator Description Publication
IsoDisKernel Isolation Distributional Kernel is a new way to measure the similarity between two distributions. SIGKDD2020
IsoKernel Isolation Kernel. AAAI2019, SIGKDD2018

Point Anomaly Detection

Estimator Description Publication
IDKD Isolation Distributional Kernel for anomaly detection. TKDE2022
INNE Isolation-based anomaly detection using nearest-neighbor ensembles. CIJ2018
IForest Wrapper of scikit-learn Isolation Forest for anomaly detection. ICDM2008, TKDD2012

Point Clustering

Estimator Description Publication
IDKC Isolation Distributional Kernel Clustering. IS2023
IKAHC IKAHC is a novel hierarchical clustering algorithm. It uses a data-dependent kernel called Isolation Kernel to measure the similarity between clusters. PR2023
PSKC Point-Set Kernel Clustering algorithm using Isolation Kernels. TKDE2023

Graph Mining

Estimator Description Publication
IKGOD Isolation-based Graph Anomaly Detection using kernel embeddings. SIAM2023
IsoGraphKernel Isolation Graph Kernel is a new way to measure the similarity between two graphs. AAAI2021

Group Mining

Estimator Description Publication
IKGAD Isolation Kernel-based Group Anomaly Detection. TKDE2022

Stream Mining

Estimator Description Publication
ICID Isolate Change Interval Detection for monitoring data stream distribution changes. JAIR2024
STREAMKHC Streaming Hierarchical Clustering Based on Point-Set Kernel. SIGKDD2022

Trajectory Mining

Estimator Description Publication
IKAT Isolation-based anomaly detection for trajectory data. JAIR2024
TIDKC Trajectory Isolation Distributional Kernel Clustering (TIDKC). ICDM2023

DataLoader

Estimator Description
SheepDogs SheepDogs trajectory dataset.

Time Series Mining

Estimator Description Publication
IKTOD Isolation Kernel-based Time series Subsequence Anomaly Detection. VLDB2022