A fast high utility itemsets mining algorithm
By Ying Liu, W. Liao, Alok N. Choudhary. UBDM '05, 2005
504 citations recorded by the source corpus.
Subfields: Artificial Intelligence, Computational Theory and Mathematics, Information Systems
View Paper: https://www.semanticscholar.org/paper/92e50e69f06aa5e72ec667bc2a7c56775e201cc9
How researchers see this paper
The researchers whose trusted networks rank it highest, strongest advocate first. Every researcher gets a different order.
In Artificial Intelligence
- Jun-Feng Qu
- Mengchi Liu
- Vincent Shin-Mu Tseng
- Cheng-Wei Wu
- Philip S. Yu
- Chin-chen Chang
- Bai-En Shie
- Yu-Chiang Li
In Computational Theory and Mathematics
- Jun-Feng Qu
- Mengchi Liu
- Vincent Shin-Mu Tseng
- Cheng-Wei Wu
- Philip S. Yu
- Byeong-Soo Jeong
- Chin-chen Chang
- Bai-En Shie
In Information Systems
- Jun-Feng Qu
- Mengchi Liu
- Vincent Shin-Mu Tseng
- Cheng-Wei Wu
- Philip S. Yu
- Byeong-Soo Jeong
- Chin-chen Chang
- Bai-En Shie
Citations in the corpus
- Efficient Tree Structures for High Utility Pattern Mining in Incremental Databases (2009, background): “Maintaining downward closure property in high utility pattern mining is more challenging as it considers nonbinary frequency values of an item in transactions.”
- Efficient Algorithms for Mining High Utility Itemsets from Transactional Databases (2013, methodology): “Index Terms—Candidate pruning, frequent itemset, high utility itemset, utility mining, data mining Ç”
- Isolated items discarding strategy for discovering high utility itemsets (2008, methodology): “presented a Two-Phase (TP) algorithm for the same purpose [27,28].”
- Mining high utility itemsets without candidate generation (2012, background): “Since the downward closure property cannot be directly applied, Liu et al. proposed an important property [17] for pruning the search space of the high utility itemset mining problem.”
- UP-Growth: an efficient algorithm for high utility itemset mining (2010, background): “Existing studies [2, 4, 6, 7, 9] applied overestimated methods to facilitate the mining performance of utility mining.”