Research Article

Efficient Utility Tree-Based Algorithm to Mine High Utility Patterns Having Strong Correlation

Table 1

Summary of Correlated High Utility Itemset Mining algorithms and their features.

No. of phasesAlgorithmMeasuresData structuresPruning properties

Two phasesHUIPM [19]UTFAKWU
CoHUIM [20]Utility and FAProjected databaseTWU

One phaseFDHUP [21]Utility and KulczynskyEI table with FU table(1) TWU
(2) Sum of AU and RAU
FCHMbond [22]Utility and bondUtility list(1) TWU
(2) Sum of iutil and rutil
(3) Antimonotonicity of bond
CoHUIM [20]Projected databaseTWU
CoUPM [18]Utility and KulczynskyUtility list(1) TWU
(2) Sum of iutil and rutil
CoHUI-Miner [24]Projected database with prefix utility