A process of knowledge discovery from web log data: Systematization and critical review

被引:0
|
作者
Zidrina Pabarskaite
Aistis Raudys
机构
[1] Institute of Mathematics and Informatics,
关键词
Web log mining; Web usage; Personalisation; Survey; Data pre-processing;
D O I
暂无
中图分类号
学科分类号
摘要
This paper presents a comprehensive survey of web log/usage mining based on over 100 research papers. This is the first survey dedicated exclusively to web log/usage mining. The paper identifies several web log mining sub-topics including specific ones such as data cleaning, user and session identification. Each sub-topic is explained, weaknesses and strong points are discussed and possible solutions are presented. The paper describes examples of web log mining and lists some major web log mining software packages.
引用
收藏
页码:79 / 104
页数:25
相关论文
共 50 条
  • [42] Knowledge discovery from data streams
    Gama, Joao
    Aguilar-Ruiz, Jesus
    [J]. INTELLIGENT DATA ANALYSIS, 2007, 11 (01) : 1 - 2
  • [43] Knowledge Discovery from Data Mining
    Lan, Tian
    [J]. EBM 2010: INTERNATIONAL CONFERENCE ON ENGINEERING AND BUSINESS MANAGEMENT, VOLS 1-8, 2010, : 4642 - 4645
  • [44] Knowledge discovery from numerical data
    Morita, C
    Tsukimoto, H
    [J]. KNOWLEDGE-BASED SYSTEMS, 1998, 10 (07) : 413 - 419
  • [45] Assessing reliability of Big Data Knowledge Discovery process
    Safhi, Hicham Moad
    Frikh, Bouchra
    Ouhbi, Brahim
    [J]. SECOND INTERNATIONAL CONFERENCE ON INTELLIGENT COMPUTING IN DATA SCIENCES (ICDS2018), 2019, 148 : 30 - 36
  • [46] Fuzzy Trends Data Mining in Knowledge Discovery Process
    Yarushkina, Nadezda
    Afanasieva, Tatiana
    Zavarzin, Denis
    Guskov, Gleb
    [J]. CREATIVITY IN INTELLIGENT TECHNOLOGIES AND DATA SCIENCE, CIT&DS 2015, 2015, 535 : 115 - 123
  • [47] A survey of knowledge discovery and data mining process models
    Kurgan, Lukasz A.
    Musilek, Petr
    [J]. KNOWLEDGE ENGINEERING REVIEW, 2006, 21 (01): : 1 - 24
  • [48] Knowledge discovery through mining process operational data
    Wang, XZ
    [J]. APPLICATION OF NEURAL NETWORKS AND OTHER LEARNING TECHNOLOGIES IN PROCESS ENGINEERING, 2001, : 287 - 328
  • [49] A practical knowledge discovery process for distributed data mining
    Liu, JB
    Han, J
    [J]. INTELLIGENT SYSTEMS, 2002, : 11 - 16
  • [50] Extracting Knowledge from Web Data
    Ezzikouri, Hanane
    Fakir, Mohamed
    Daoui, Cherki
    Erritali, Mohamed
    [J]. JOURNAL OF INFORMATION TECHNOLOGY RESEARCH, 2014, 7 (04) : 27 - 41