frequent patterm Basic Pattens association rule closed/max patten ■ generator Kinds of Multilevel a multilevel(uniform, varied, or itemset -based support) patterns Multidimensional a multidimensional pattern( incl high-dimensional patten) and rules Pattems a continuous data( discretization -based, or statistical) ■ approximate pattem ■ uncertain pattem Extended Patterns ■ compressed patten a rare pattern/negative pattem iEEE a high-dimensional and colossal pattens a candidate generation( Apriori, partitioning, sampling, - Basic Mining Pattem growth( FPgrowth, HMine, FPMax, Closet+, -. Methods 555a55 a vertical format( EClat, CHARM,. a interestingness(subjective vs objective) Mining Methods Mining Interesting ■ constraint-based mining Patterns correlation rules ■ exception rules Distributed parallel a distributed/parallel mining incremental incremental mining stream pattern sequential ad time-series patterns structural(e. g, tree, lattice, graph)pattens Extended Data spatial(e. g, Co-location) pattern Types temporal(evolutionary, perodic) o image, video and multimedia pattems Extensions ■ network pattems Application g pattem-based classification pattem-based clustering Applications pattem-based semantic annotation collaborative flitering ■ pnvacy-preservingResearch on Pattern Mining: A Road Map 2