CS5228 Knowledge Discovery And Data Mining:- This course CS5228 planned for understanding of fundamental principles behind data mining & efficient techniques for mining large databases. This course CS5228 Knowledge Discovery and Data Mining provides explained review of the algorithmic aspect of data mining, the efficiency (high-dimensional database indexing, compression techniques, OLAP, data reduction,) & effectiveness (machine learning involving greedy search, bound, stochastic search, parameter optimisation branch and). Efficient techniques covered include association rules mining (Apriori algorithm, correlation search, constrained association rule discovery), classifier induction (Support vector machine; classification based on association / visualisation, decision trees, RainForest, SLIQ; Naive Bayesian;), cluster analysis (k-means, k-mediods, DBSCAN, CLUSEQ, ROCK, OPTICS, DENCLUE, STING, etc), and outliers/deviants detection (LOF / Distance-based outlier etc).
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