Hai Duong

Hai Duong

orcid

Research Focus & Metrics

Academic Career Length

14Years (2013-Present)

(Calculated once Scilit publication data is synced: current year − year of first publication + 1)

Representative Publications

View All Publications
7 May 2018 in IEEE Transactions on Knowledge and Data Engineering
Verified
Journal Article
Closed access
TTTin Truong
Tin Truong
HDHai Duong
Hai Duong
BLBac Le
Bac Le
PFPhilippe Fournier-Viger
Philippe Fournier-Viger
Mining High Average-Utility Itemsets (HAUIs) in a quantitative database is an extension of the traditional problem of frequent itemset mining, having several practical applications. Discovering HAUIs is more challenging than mining frequent itemsets using the traditional support model since the average-utilities of itemsets do not satisfy the downward-closure property. To design algorithms for mining HAUIs that reduce the search space of itemsets, prior studies have proposed various upper-bounds on the average-utilities of itemsets. However, these algorithms can generate a huge amount of unpromising HAUI candidates, which result in high memory consumption and long runtimes. To address this problem, this paper proposes four tight average-utility upper-bounds, based on a vertical database representation, and three efficient pruning strategies. Furthermore, a novel generic framework for comparing average-utility upper-bounds is presented. Based on these theoretical results, an efficient algorithm named dHAUIM is introduced for mining the complete set of HAUIs. dHAUIM represents the search space and quickly compute upper-bounds using a novel IDUL structure. Extensive experiments show that dHAUIM outperforms three state-of-the-art algorithms for mining HAUIs in terms of runtime on both real-life and synthetic databases. Moreover, results show that the proposed pruning strategies dramatically reduce the number of candidate HAUIs.

16 July 2022
Verified
Book Chapter
Closed access
PDF file
Philippe Fournier-VigerPhilippe Fournier-Viger
Philippe Fournier-Viger
WGWensheng Gan
Wensheng Gan
YWYouxi Wu
Youxi Wu
MNMourad Nouioua
Mourad Nouioua
WSWei Song
Wei Song
HDHai Duong
Hai Duong

17 February 2017 in Knowledge and Information Systems
Verified
Journal Article
Closed access
PDF file
BLBac Le
Bac Le
HDHai Duong
Hai Duong
TTTin Truong
Tin Truong
Philippe Fournier-VigerPhilippe Fournier-Viger
Philippe Fournier-Viger

23 September 2022 in Knowledge-Based Systems
Verified
Journal Article
Closed access
HDHai Duong
Hai Duong
THTien Hoang
Tien Hoang
TTThong Tran
Thong Tran
TTTin Truong
Tin Truong
BLBac Le
Bac Le
Philippe Fournier-VigerPhilippe Fournier-Viger
Philippe Fournier-Viger


16 April 2024 in Knowledge-Based Systems
Verified
Journal Article
Closed access
HDHai Duong
Hai Duong
TTTin Truong
Tin Truong
BLBac Le
Bac Le
Philippe Fournier-VigerPhilippe Fournier-Viger
Philippe Fournier-Viger