Jump to content

COL761

From IITD Wiki
COL761
Data Mining
Credits 4
Structure 3-0-2
Pre-requisites COL106 OR Equivalent
Overlaps

COL761 : Data Mining

[edit]

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.