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‎README.md

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@@ -89,59 +89,59 @@ clf.predict([[0.1, 0.3], [0, 0.7], [90, 85]])
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**(i) Isolation Kernel** :
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| Abbr | Algorithm | Utilization | Published |
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| -------------------------------------------------------------------------------------------- | ----------------------------- | --------------------------------------------- | -------------------- |
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| Abbr | Algorithm | Application | Publication |
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| ---------------------------------------------------------------------------------------------- | ----------------------------- | --------------------------------------------- | -------------------- |
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| [IsoKernel](https://isolationkernel.github.io/ikpykit/api/kernel/isolation_kernel.html) | Isolation Kernel | IK feature mapping and similarity calculating | AAAI2019, SIGKDD2018 |
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| [IsodisKernel](https://isolationkernel.github.io/ikpykit/api/kernel/isolation_dis_kernel.html) | Isolation Distribution Kernel | Distribution similarity calculating | SIGKDD2020 |
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| [IsoDisKernel](https://isolationkernel.github.io/ikpykit/api/kernel/isolation_dis_kernel.html) | Isolation Distribution Kernel | Distribution similarity calculating | SIGKDD2020 |
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**(ii) Point Anomaly detection** :
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| Abbr | Algorithm | Utiliztion | Published |
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| --------------------------------------------------------------------------- | ------------------------------------------------------------------ | ----------------- | ------------------ |
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| Abbr | Algorithm | Application | Publication |
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| ----------------------------------------------------------------------------- | ------------------------------------------------------------------ | ----------------- | ------------------ |
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| [IForest](https://isolationkernel.github.io/ikpykit/api/anomaly/iforest.html) | Isolation forest | Anomaly Detection | ICDM2008, TKDD2022 |
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| [INNE](https://isolationkernel.github.io/ikpykit/api/anomaly/inne.html) | Isolation-based anomaly detection using nearest-neighbor ensembles | Anomaly Detection | CIJ2018 |
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| [IDKD](https://isolationkernel.github.io/ikpykit/api/anomaly/idkd.html) | Isolation Distributional Kernel for point anomaly detections | Anomaly Detection | TKDE2022 |
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**(iii) Point Clustering** :
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| Abbr | Algorithm | Utiliztion | Published |
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| ----------------------------------------------------------------------- | ------------------------------------------------------------ | ----------------------- | --------- |
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| [IDKC](https://isolationkernel.github.io/ikpykit/api/cluster/idkc.html) | Kernel-based Clustering via Isolation Distributional Kernel. | Point Clustering | IS2023 |
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| [PSKC](https://isolationkernel.github.io/ikpykit/api/cluster/pskc.html) | Point-set Kernel Clustering | Point Clustering | TKDE2023 |
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| [IKAHC](https://isolationkernel.github.io/ikpykit/api/cluster/ikahc.html) | Isolation Kernel for Agglomerative Hierarchical Clustering | Hierarchical Clustering | PR2023 |
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| Abbr | Algorithm | Application | Publication |
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| ------------------------------------------------------------------------- | ------------------------------------------------------------ | ----------------------- | ----------- |
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| [IDKC](https://isolationkernel.github.io/ikpykit/api/cluster/idkc.html) | Kernel-based Clustering via Isolation Distributional Kernel. | Point Clustering | IS2023 |
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| [PSKC](https://isolationkernel.github.io/ikpykit/api/cluster/pskc.html) | Point-set Kernel Clustering | Point Clustering | TKDE2023 |
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| [IKAHC](https://isolationkernel.github.io/ikpykit/api/cluster/ikahc.html) | Isolation Kernel for Agglomerative Hierarchical Clustering | Hierarchical Clustering | PR2023 |
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**(IV) Graph Data** :
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| Abbr | Algorithm | Utiliztion | Published |
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| --------------------------------------------------------------------------------------- | ---------------------------------------------------------------------- | --------------------------------------------- | --------- |
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| [IKGOD](https://isolationkernel.github.io/ikpykit/api/graph/ikgod.html) | Subgraph Centralization: A Necessary Step for Graph Anomaly Detection. | Graph Anomaly Detection | SIAM2023 |
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| [IsoGraphKernel](https://isolationkernel.github.io/ikpykit/api/graph/IsoGraphKernel.html) | Isolation Graph Kernel | Graph IK embedding and similarity calculating | AAAI2021 |
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| Abbr | Algorithm | Application | Publication |
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| ----------------------------------------------------------------------------------------- | ---------------------------------------------------------------------- | --------------------------------------------- | ----------- |
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| [IKGOD](https://isolationkernel.github.io/ikpykit/api/graph/ikgod.html) | Subgraph Centralization: A Necessary Step for Graph Anomaly Detection. | Graph Anomaly Detection | SIAM2023 |
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| [IsoGraphKernel](https://isolationkernel.github.io/ikpykit/api/graph/IsoGraphKernel.html) | Isolation Graph Kernel | Graph IK embedding and similarity calculating | AAAI2021 |
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**(V) Group Data** :
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| Abbr | Algorithm | Utiliztion | Published |
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| --------------------------------------------------------------------- | ------------------------------------------------------------ | ----------------------- | --------- |
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| [IKGAD](https://isolationkernel.github.io/ikpykit/api/group/ikgad.html) | Isolation Distributional Kernel for group anomaly detections | Group Anomaly Detection | TKDE2022 |
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| Abbr | Algorithm | Application | Publication |
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| ----------------------------------------------------------------------- | ------------------------------------------------------------ | ----------------------- | ----------- |
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| [IKGAD](https://isolationkernel.github.io/ikpykit/api/group/ikgad.html) | Isolation Distributional Kernel for group anomaly detections | Group Anomaly Detection | TKDE2022 |
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**(VI) Stream Data** :
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| Abbr | Algorithm | Utiliztion | Published |
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| ---------------------------------------------------------------------------- | --------------------------------------------------------------- | ------------------------------ | ---------- |
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| [StreaKHC](https://isolationkernel.github.io/ikpykit/api/stream/streakhc.html) | Isolation Distribution Kernel for Trajectory Anomaly Detections | Online Hierarchical Clustering | SIGKDD2022 |
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| [ICID](https://isolationkernel.github.io/ikpykit/api/stream/icid.html) | Detecting change intervals with isolation distributional kernel | Change Intervals Detection | JAIR2024 |
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| Abbr | Algorithm | Application | Publication |
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| ------------------------------------------------------------------------------ | --------------------------------------------------------------- | ------------------------------ | ----------- |
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| [StreaKHC](https://isolationkernel.github.io/ikpykit/api/stream/streakhc.html) | Isolation Distribution Kernel for Trajectory Anomaly Detections | Online Hierarchical Clustering | SIGKDD2022 |
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| [ICID](https://isolationkernel.github.io/ikpykit/api/stream/icid.html) | Detecting change intervals with isolation distributional kernel | Change Intervals Detection | JAIR2024 |
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**(VII) Trajectory Data** :
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| Abbr | Algorithm | Utiliztion | Published |
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| -------------------------------------------------------------------------- | --------------------------------------------------------------- | ---------------------------- | --------- |
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| [TIDKC](https://isolationkernel.github.io/ikpykit/api/trajectory/tidkc.html) | Distribution-based Tajectory Clustering | Trajectory Clustering | ICDM2023 |
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| [IKAT](https://isolationkernel.github.io/ikpykit/api/trajectory/ikat.html) | Isolation Distribution Kernel for Trajectory Anomaly Detections | Trajectory Anomaly Detection | JAIR2024 |
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| Abbr | Algorithm | Application | Publication |
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| ---------------------------------------------------------------------------- | --------------------------------------------------------------- | ---------------------------- | ----------- |
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| [TIDKC](https://isolationkernel.github.io/ikpykit/api/trajectory/tidkc.html) | Distribution-based Tajectory Clustering | Trajectory Clustering | ICDM2023 |
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| [IKAT](https://isolationkernel.github.io/ikpykit/api/trajectory/ikat.html) | Isolation Distribution Kernel for Trajectory Anomaly Detections | Trajectory Anomaly Detection | JAIR2024 |
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**(VIII) Time Series**
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| Abbr | Algorithm | Utiliztion | Published |
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| --------------------------------------------------------------------------- | --------------------------------------------------------------- | ----------------- | --------- |
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| [IKTOD](https://isolationkernel.github.io/ikpykit/api/time_series/iktod.html) | Isolation distribution kernel for Time Series Anomaly Detection | Anomaly detection | VLDB2022 |
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| Abbr | Algorithm | Application | Publication |
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| ----------------------------------------------------------------------------- | --------------------------------------------------------------- | ----------------- | ----------- |
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| [IKTOD](https://isolationkernel.github.io/ikpykit/api/time_series/iktod.html) | Isolation distribution kernel for Time Series Anomaly Detection | Anomaly detection | VLDB2022 |
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---
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@@ -176,19 +176,19 @@ Visit our [authors section](https://isolationkernel.github.io/ikpykit/authors/au
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## Citation
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If you use IKPyKit for a scientific publication, we would appreciate citations to the published software.
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If you use IKPyKit for a scientific Publication, we would appreciate citations to the Publication software.
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**BibTeX**:
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```
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```bibtex
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@software{IKPyKit,
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author = {Xin Han, Yixiao Ma, Ye Zhu, and Kaiming Ting},
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title = {IKPyKit：A Python Library for Isolation Kernel Toolkit},
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version = {0.1.0},
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month = {3},
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year = {2025},
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license = {BSD-3-Clause},
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url = {https://github.com/IsolationKernel/ikpykit}
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author = {Xin Han, Yixiao Ma, Ye Zhu, and Kaiming Ting},
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title = {IKPyKit：A Python Library for Isolation Kernel Toolkit},
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version = {0.1.0},
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month = {3},
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year = {2025},
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license = {BSD-3-Clause},
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url = {https://github.com/IsolationKernel/ikpykit}
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}
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```
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