STAT 5713
Advanced Data Mining
Topics from recent literature on mining complex data structures and data such as: tree/graph, sequence, web/test, stream, spatiotemporal, high-dimensional, multivariate time series, mixed-mode; clustering (EM, topic modeling, fuzzy), SVM; multi-label learning; deep learning; combining learners, network analysis/link prediction/graphical models (Bayesian, Markov networks); anomaly detection.
Topics
- tree/graph
- sequence
- web/test
- stream
- spatiotemporal
- high-dimensional
- multivariate time series
- mixed-mode
- clustering (EM, topic modeling, fuzzy)
- multi-label learning
- deep learning
- combining learners
Course catalogue
Sources
- Course catalogue ↗2026–2027