Credits: 4 (3-0-2)
Prerequisites: COL106 OR Equivalent
Description
Association rule-mining, FP-tree, Prefix-span, Multi-support rule mining, Frequent subgraph mining (gSpan and FSG), Clustering (Agglomerative clustering, k-means, k-medoid, DBSCAN, OPTICS, CURE, BFR, MCL). Data streams (FM sketch, Reservoir sampling, top k-counting), Anomaly detection (Density based techniques, chi-square tests, p-values), Influence maximization in social networks, SimRank, random walk with restarts, PageRank, HITS.
Prerequisite Tree
flowchart TD
COL761-219[COL761]
COL761-219 --> COL106-219[COL106]
COL106-219 --> COL100-219[COL100]
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