2008 · Proceedings
Isolation Forest
6,185 citationsRead
Most cited
201 papers in total2012 · ACM Transactions on Knowledge Discovery from Data
Isolation-Based Anomaly Detection
2,061 citationsRead
2002 · IEEE Transactions on Knowledge and Data Engineering
An instance-weighting method to induce cost-sensitive trees
508 citationsRead
2010 · IEEE Transactions on Multimedia
A Survey of Audio-Based Music Classification and Annotation
441 citationsRead
2000
A Comparative Study of Cost-Sensitive Boosting Algorithms
265 citations
2016 · Encyclopedia of Machine Learning and Data Mining
Sensitivity and Specificity
207 citationsRead
Newest first
201 papers in total2026
- Streaming Hierarchical Clustering Based on Point-Set KernelACM Transactions on Knowledge Discovery from Data · 1 citations
- Voronoi Histograms for Adaptive Vectorization of Expected Persistence DiagramsarXiv (Cornell University)
- VDeH: Voronoi Diagram Encoded Hashing for Effective and Efficient Similarity Search, Applicable to Different Types of DatabasesJournal of Artificial Intelligence Research
- Case-Based Interpretability in Graph-Level Anomaly Detection via Contrast with Normal PrototypesLecture notes in computer science
- LLMs Meet Isolation Kernel: Lightweight, Learning-free Binary Embeddings for Fast RetrievalarXiv (Cornell University)
2025
- Anomaly Detection Based on Isolation Mechanisms: A SurveyMachine Intelligence Research · 25 citations
- A large language model for deriving spectral embeddings for accurate compound identification in mass spectrometryCommunications Chemistry · 4 citations
- Kernel-bounded clustering for spatial transcriptomics enables scalable discovery of complex spatial domainsGenome Research · 2 citations
- Contrastive Multi-View Graph HashingACM International Conference on Information and Knowledge Management (CIKM) · 1 citations
- Kernel-bounded clustering: Achieving the objective of spectral clustering without eigendecompositionArtificial Intelligence · 1 citations
- GeoPTH: A Lightweight Approach to Category-Based Trajectory Retrieval via Geometric Prototype Trajectory HashingarXiv (Cornell University)
- IDK-S: Incremental Distributional Kernel for Streaming Anomaly DetectionarXiv (Cornell University)
- What Are Anomalies in a Network?ACM Transactions on Knowledge Discovery from Data
- Machine Unlearning for Random Forest via Method of ImagesLecture notes in computer science
- SCoNE: Spherical Consistent Neighborhoods Ensemble for Effective and Efficient Multi-View Anomaly DetectionarXiv (Cornell University)
- Streaming Hierarchical Clustering for Emerging New ClassLecture notes in computer science
- A new filter for deformation-invariant persistence diagramMachine Learning
- Distribution-Based Feature Attribution for Explaining the Predictions of Any ClassifierarXiv (Cornell University)
- Towards a Robust Persistence Diagram via Data-dependent KernelJournal of Artificial Intelligence Research
2024
- Detecting Change Intervals with Isolation Distributional KernelJournal of Artificial Intelligence Research · 7 citations
- A Principled Distributional Approach to Trajectory Similarity Measurement and its Application to Anomaly DetectionJournal of Artificial Intelligence Research · 5 citations
- A new distributional treatment for time series anomaly detectionThe VLDB Journal · 4 citations
- Local Subsequence-Based Distribution for Time Series ClusteringLecture notes in computer science · 1 citations
- Divisive Hierarchical Clustering, Isolation Distributional Kernel, Bisecting AlgorithmSSRN Electronic Journal
- Revisiting Streaming Anomaly Detection: Benchmark and Evaluation
- Distributed Clustering based on Distributional KernelarXiv (Cornell University)
- Distributional Kernel: An Effective and Efficient Means for Trajectory RetrievalLecture notes in computer science
- RAD: A Dataset and Benchmark for Real-Life Anomaly Detection with Robotic ObservationsarXiv (Cornell University)
2023
- The impact of isolation kernel on agglomerative hierarchical clustering algorithmsPattern Recognition · 28 citations
- Subgraph Centralization: A Necessary Step for Graph Anomaly DetectionSociety for Industrial and Applied Mathematics eBooks · 13 citations
Research in numbers
From OpenAlex- article78
- conference paper78
- preprint29
- reference entry6
- book chapter5
- Lecture notes in computer science36
- arXiv (Cornell University)23
- Proceedings12
- Machine Learning11
- Pattern Recognition7
- Ye Zhu33
- Takashi Washio24
- Jonathan R. Wells21
- Zhi‐Hua Zhou20
- Sunil Aryal18
Experience and education
Universities
2024UNSW Sydney
1998 to 2024Deakin University
2021University of Electronic Science and Technology of China
2010 to 2020Federation University
2018West Virginia University
2016University of Technology Sydney
1995 to 1997The University of Sydney
Industry and labs
2026Beijing Academy of Artificial Intelligence
2021Changchun Institute of Optics, Fine Mechanics and Physics
2021Chinese Academy of Sciences