Volume 5 Number 11 (Nov. 2010)
Home > Archive > 2010 > Volume 5 Number 11 (Nov. 2010) >
JSW 2010 Vol.5(11): 1243-1249 ISSN: 1796-217X
doi: 10.4304/jsw.5.11.1243-1249

Improved Genetic Algorithm Based on Simulated Annealing and Quantum Computing Strategy for Mining Association Rules

Dongsheng Liu
College of Computer Science & Information Engineering Zhejiang Gongshang University, Hangzhou 310018, China

Abstract—Association rules mining is an important content in data mining. It can discover the relations of different attributes by analyzing and disposing data which is in database. This paper proposes a novel data mining algorithm to enhance the capability of exploring valuable information from databases with continuous values. The algorithm combines with quantum-inspired genetic algorithm and simulated annealing to find interesting association rules. The final best sets of membership functions in all the populations are then gathered together to be used for mining association rules. The experiment result demonstrates that the proposed approach could generate more association rules than other algorithms.

Index Terms—data mining, association rule, transaction data, quantum-inspired genetic algorithm, simulated annealing.

[PDF]

Cite: Dongsheng Liu, "Improved Genetic Algorithm Based on Simulated Annealing and Quantum Computing Strategy for Mining Association Rules," Journal of Software vol. 5, no. 11, pp. 1243-1249, 2010.

General Information

ISSN: 1796-217X (Online)
Frequency:  Bimonthly (Since 2020)
Editor-in-Chief: Prof. Antanas Verikas
Executive Editor: Ms. Yoyo Y. Zhou
Abstracting/ Indexing: DBLP, EBSCO, Google Scholar, ProQuest, INSPEC(IET), ULRICH's Periodicals Directory, WorldCat, etc
E-mail: jsw@iap.org
  • Apr 26, 2021 News!

    Vol 14, No 4- Vol 14, No 12 has been indexed by IET-(Inspec)     [Click]

  • Jun 22, 2020 News!

    Papers published in JSW Vol 14, No 1- Vol 15 No 4 have been indexed by DBLP     [Click]

  • Sep 13, 2021 News!

    The papers published in Vol 16, No 6 have all received dois from Crossref    [Click]

  • Jan 28, 2021 News!

    [CFP] 2021 the annual meeting of JSW Editorial Board, ICCSM 2021, will be held in Rome, Italy, July 21-23, 2021   [Click]

  • Sep 13, 2021 News!

    Vol 16, No 6 has been published with online version     [Click]