I am working in the School of Information Technology at Deakin University as a Senior Lecturer (equivalent to Associate Professor in North American universities). My research works focus on the fields of data mining and machine learning. Particular topics include clustering analysis, anomaly detection, similarity learning and their applications for pattern recognition and information retrieval.
My research interests are:
- 🔭 Clustering analysis
- 👻 Anomaly detection
- ⚙️ Similarity learning
- 👯 Unsupervised learning
⚡️⚡️⚡️ For detailed description of my research projects and software, please visit my personal website. Recently, I have mainly participated in developing Isolation-based methods for unsupervised learning. All relevant packages can be found at here.
Here are some other featured packages:
- 🎑 Data-dependent similarity measure: aNNE (AAAI-19) and me (KDD-16). The R Package of Isolation Kernel is: https://github.com/zhuye88/isokernel
- 🐩 Clustering: DC-HDP (PRJ-22), CDF-TS (PRJ-21), DScale (PAKDD-18) and ReScale (PRJ-16).
- 🐳 Isolation-based anomaly detection: iForest (ICDM-08) and iNNE (CIJ-18).
- 📑 Google Scholar
- 💥 GitHub
- ✉️ E-mail