Biclustering of Web Usage Data Using Gravitational Search Algorithm

被引：0
|
作者：
Prabha, V. Diviya [1 ]
Rathipriya, R. [1 ]
机构：
[1] Periyar Univ, Dept Comp Sci, Salem, Tamil Nadu, India
来源：
2013 INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION, INFORMATICS AND MEDICAL ENGINEERING (PRIME) | 2013年
关键词：
Biclustering; Correlation based fitness function; Gravitational Search Algorithm (GSA); Web Usage Data; Web Usage Mining;
D O I：
暂无
中图分类号：
TP18 [人工智能理论];
学科分类号：
081104 ; 0812 ; 0835 ; 1405 ;
摘要：
In this paper, an efficient and new algorithm for biclustering of web usage data is presented, which is based on gravitational search algorithm. In the proposed algorithm, called BIC-GSA, the gravitational search algorithm is used to find a near optimal solution for biclustering problem. The benchmark clickstream dataset from UCI repository is used to evaluate and to study the performance of the presented algorithm. The results show that the proposed algorithm can find high quality biclusters in the tested dataset.
引用
收藏
页数：6
相关论文
共 50 条
  • [1] Biclustering of Gene Expression Data Using Cuckoo Search and Genetic Algorithm
    Yin, Lu
    Qiu, Junlin
    Gao, Shangbing
    INTERNATIONAL JOURNAL OF PATTERN RECOGNITION AND ARTIFICIAL INTELLIGENCE, 2018, 32 (11)
  • [2] Extraction of Target User Group from Web Usage Data Using Evolutionary Biclustering Approach
    Rathipriya, R.
    Thangavel, K.
    Bagyamani, J.
    INTERNATIONAL JOURNAL OF APPLIED METAHEURISTIC COMPUTING, 2011, 2 (03) : 69 - 79
  • [3] Feature Selection using Gravitational Search Algorithm for Biomedical Data
    Nagpal, Sushama
    Arora, Sanchit
    Dey, Sangeeta
    Shreya
    7TH INTERNATIONAL CONFERENCE ON ADVANCES IN COMPUTING & COMMUNICATIONS (ICACC-2017), 2017, 115 : 258 - 265
  • [4] Usage Data in Web Search: Benefits and Limitations
    Baeza-Yates, Ricardo
    Maarek, Yoelle
    STRING PROCESSING AND INFORMATION RETRIEVAL: 19TH INTERNATIONAL SYMPOSIUM, SPIRE 2012, 2012, 7608 : 16 - 16
  • [5] Usage Data in Web Search: Benefits and Limitations
    Baeza-Yates, Ricardo
    Maarek, Yoelle
    SCIENTIFIC AND STATISTICAL DATABASE MANAGEMENT, SSDBM 2012, 2012, 7338 : 495 - 506
  • [6] Biclustering of gene expression data using biclustering iterative signature algorithm and biclustering coherent column
    Kumar, E. Saravana
    Vengatesan, K.
    Singh, R. P.
    Rajan, C.
    INTERNATIONAL JOURNAL OF BIOMEDICAL ENGINEERING AND TECHNOLOGY, 2018, 26 (3-4) : 341 - 352
  • [7] A Novel Web Usage Mining Algorithm for Search Engines
    Guo, Hairu
    Li, Quanxi
    Liu, Peiqian
    ITESS: 2008 PROCEEDINGS OF INFORMATION TECHNOLOGY AND ENVIRONMENTAL SYSTEM SCIENCES, PT 2, 2008, : 1038 - 1040
  • [8] Web Usage Mining Algorithm for an Academic Search Application
    Jeyalatha, S.
    Vijayakumar, B.
    PROCEEDINGS OF 2019 INTERNATIONAL CONFERENCE ON COMPUTATIONAL INTELLIGENCE AND KNOWLEDGE ECONOMY (ICCIKE' 2019), 2019, : 675 - 680
  • [9] KMeans Greedy Search Hybrid Algorithm for Biclustering Gene Expression Data
    Das, Shyama
    Idicula, Sumam Mary
    ADVANCES IN COMPUTATIONAL BIOLOGY, 2010, 680 : 181 - 188
  • [10] Web Usage Data Clustering using Dbscan algorithm and Set similarities
    Santhisree, K.
    Damodaram, A.
    Appaji, S.
    NagarjunaDevi, D.
    PROCEEDINGS OF THE INTERNATIONAL CONFERENCE ON DATA STORAGE AND DATA ENGINEERING (DSDE 2010), 2010, : 220 - 224
12345