A genetic algorithm for vertical fragmentation and access path selection

被引:22
|
作者
Song, SK [1 ]
Gorla, N
机构
[1] Youngsan Univ, Pusan, South Korea
[2] Univ Cincinnati, Cincinnati, OH USA
来源
COMPUTER JOURNAL | 2000年 / 43卷 / 01期
关键词
D O I
10.1093/comjnl/43.1.81
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
Vertical fragmentation and access path selection are interdependent techniques in physical database design used to enhance performance in database systems. While vertical fragmentation in relational databases deals with assignment of attributes to physical files, access path selection deals with searching efficiently the physical location of data records. Vertical fragmentation is a combinatorial optimization problem that is NP-hard in most cases, We propose a genetic algorithm approach for the vertical fragmentation problem while addressing access path selection. The effectiveness and efficiency of the genetic algorithm are illustrated through several database design problems, ranging from 10 attributes/5 transactions to 30 attributes/18 transactions. In most cases, our design solutions match the global optimum solutions obtained from an exhaustive enumeration. Compared to unpartitioned databases, our design solution results in substantial savings (up to 80%) in the number of disk accesses.
引用
收藏
页码:81 / 93
页数:13
相关论文
共 50 条
  • [31] Rate-Based Path Selection for Shortest Path Bridging in Access Networks
    Nakayama, Yu
    2014 IEEE INTERNATIONAL CONFERENCE ON COMMUNICATIONS (ICC), 2014, : 1266 - 1271
  • [32] Dynamic Path Selection Algorithm for Benes Networks
    Chakrabarty, Amitabha
    Collier, Martin
    Mukhopadhyay, Sourav
    2009 1ST INTERNATIONAL CONFERENCE ON COMPUTATIONAL INTELLIGENCE, COMMUNICATION SYSTEMS AND NETWORKS(CICSYN 2009), 2009, : 23 - 28
  • [33] A Path Selection Algorithm for Life Critical Data
    Armagan, Sadik
    Fallon, Enda
    Qiao, Yuansong
    2010 SECOND INTERNATIONAL CONFERENCE ON COMPUTATIONAL INTELLIGENCE, COMMUNICATION SYSTEMS AND NETWORKS (CICSYN), 2010, : 394 - 399
  • [34] An Algorithm for Dynamic Optimal Path Selection with Constraint
    Qi, Xiaogang
    Liu, Lifang
    Liu, Sanyang
    PROCEEDINGS OF THE 9TH INTERNATIONAL CONFERENCE FOR YOUNG COMPUTER SCIENTISTS, VOLS 1-5, 2008, : 25 - +
  • [35] An algorithm for dynamic optimal path selection with constraint
    Qi, Xiaogang
    Liu, Lifang
    Liu, Sanyang
    Journal of Computational Information Systems, 2009, 5 (05): : 1425 - 1431
  • [36] Access Point Design with a Genetic Algorithm
    Barbosa, Marco Antonio S.
    Gouvea, Maury Meirelles, Jr.
    2012 SIXTH INTERNATIONAL CONFERENCE ON GENETIC AND EVOLUTIONARY COMPUTING (ICGEC), 2012, : 119 - 123
  • [37] Genetic algorithm guided selection: Variable selection and subset selection
    Cho, SJ
    Hermsmeier, MA
    JOURNAL OF CHEMICAL INFORMATION AND COMPUTER SCIENCES, 2002, 42 (04): : 927 - 936
  • [38] A frequent web access path mining algorithm based on the apriori algorithm
    Gu, Shuhua
    Ma, Yutao
    PROGRESS IN INTELLIGENCE COMPUTATION AND APPLICATIONS, PROCEEDINGS, 2007, : 453 - 457
  • [39] HRG selection: Improvement on SRG selection for genetic algorithm
    Kojima, K
    Ishigame, M
    ISIC-99: 8TH INTERNATIONAL SYMPOSIUM ON INTEGRATED CIRCUITS, DEVICES & SYSTEMS, PROCEEDINGS, 1999, : 320 - 323
  • [40] Ad Hoc Access Gateway Selection Algorithm
    Liu Jie
    INTERNATIONAL CONFERENCE ON SOLID STATE DEVICES AND MATERIALS SCIENCE, 2012, 25 : 2242 - 2248