EFFICIENT ALGORITHM FOR HIGH UTILITY PATTERN MINING

Utility Mining is new development of Data Mining Technology. This paper is focused on analysis of different high utility pattern mining algorithms, Such as mining for Transactional database, Concise and Lossless Representation, one phase without Generating Candidates, improving efficiency of Sequential Pattern Extraction, establishing manufacturing plans with Sliding Window Control. However there are some issues that need this paper and efficient methods to be resolved are discussed in “Mining method for High Utility” is proposed using the analysis of the various utility mining algorithms. Index Terms Data Mining, Utility mining, High Utility Patterns.

[1]  Philip S. Yu,et al.  Efficient Algorithms for Mining High Utility Itemsets from Transactional Databases , 2013, IEEE Transactions on Knowledge and Data Engineering.

[2]  Benjamin C. M. Fung,et al.  Mining High Utility Patterns in One Phase without Generating Candidates , 2016, IEEE Transactions on Knowledge and Data Engineering.

[3]  Pinar Senkul,et al.  CRoM and HuspExt: Improving Efficiency of High Utility Sequential Pattern Extraction , 2015, IEEE Transactions on Knowledge and Data Engineering.

[4]  Philip S. Yu,et al.  Efficient Algorithms for Mining the Concise and Lossless Representation of High Utility Itemsets , 2015, IEEE Transactions on Knowledge and Data Engineering.

[5]  Unil Yun,et al.  Efficient High Utility Pattern Mining for Establishing Manufacturing Plans With Sliding Window Control , 2017, IEEE Transactions on Industrial Electronics.