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Volumn 28, Issue 1, 2007, Pages 79-104

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

Author keywords

Data pre processing; Personalisation; Survey; Web log mining; Web usage

Indexed keywords

COMPUTER SOFTWARE; DATA MINING; WORLD WIDE WEB;

EID: 33847072727     PISSN: 09259902     EISSN: 15737675     Source Type: Journal    
DOI: 10.1007/s10844-006-0004-1     Document Type: Article
Times cited : (68)

References (92)
  • 1
    • 84942446106 scopus 로고    scopus 로고
    • Discovery of actionable patterns in databases: The action hierarchy approach
    • Newport Beach, CA, Menlo Park, CA
    • Adomavicius, G. (1997). Discovery of actionable patterns in databases: The action hierarchy approach. Knowledge discovery and data mining. Newport Beach, CA, Menlo Park, CA.
    • (1997) Knowledge discovery and data mining
    • Adomavicius, G.1
  • 3
    • 0001882616 scopus 로고
    • Fast algorithms for mining association rules
    • Santiago, Chile
    • Agrawal, R., & Srikant, R. (1994). Fast algorithms for mining association rules. Proceedings of the 20th VLDB, Santiago, Chile.
    • (1994) Proceedings of the 20th VLDB
    • Agrawal, R.1    Srikant, R.2
  • 5
    • 33745703788 scopus 로고    scopus 로고
    • Integrating e-commerce and data mining: Architecture and challenges
    • San Jose, CA: IEEE Computer Society
    • Ansari, S., Kohavi, R., Mason, L., & Zheng, Z. (2001). Integrating e-commerce and data mining: Architecture and challenges. Data mining. San Jose, CA: IEEE Computer Society.
    • (2001) Data mining
    • Ansari, S.1    Kohavi, R.2    Mason, L.3    Zheng, Z.4
  • 6
    • 33847074463 scopus 로고    scopus 로고
    • Balabanovic, M., Shoham, Y., & Yun, Y. (1995). An adaptive agent for automated web browsing. Visual Communication and Image Representation, 4.
    • Balabanovic, M., Shoham, Y., & Yun, Y. (1995). An adaptive agent for automated web browsing. Visual Communication and Image Representation, 4.
  • 7
    • 0000951162 scopus 로고    scopus 로고
    • World wide web caching: Trends and techniques
    • Barish, G., & Obraczka, K. (2000). World wide web caching: Trends and techniques. IEEE Communications Magazine, 5, 178-184.
    • (2000) IEEE Communications Magazine , vol.5 , pp. 178-184
    • Barish, G.1    Obraczka, K.2
  • 9
    • 0034164919 scopus 로고    scopus 로고
    • Analysis of navigation behaviour in web sites integrating multiple information systems
    • Berendt, B., & Spiliopoulou, M. (2000). Analysis of navigation behaviour in web sites integrating multiple information systems. VLDB, 56-75.
    • (2000) VLDB , pp. 56-75
    • Berendt, B.1    Spiliopoulou, M.2
  • 15
    • 0002955696 scopus 로고    scopus 로고
    • Data mining for hypertext: A tutorial survey
    • Chakrabarti, S. (2000). Data mining for hypertext: A tutorial survey. ACM SIGKDD Explorations, 2, 1-11.
    • (2000) ACM SIGKDD Explorations , vol.2 , pp. 1-11
    • Chakrabarti, S.1
  • 16
    • 0029713964 scopus 로고    scopus 로고
    • Data mining for path traversal patterns in a web environment
    • Hong Kong: IEEE Computer Society
    • Chen, M. S., Park, J. S., & Yu, P. S. (1996). Data mining for path traversal patterns in a web environment. Distributed computing systems. Hong Kong: IEEE Computer Society.
    • (1996) Distributed computing systems
    • Chen, M.S.1    Park, J.S.2    Yu, P.S.3
  • 17
    • 0036329955 scopus 로고    scopus 로고
    • Improving web usability through visualization
    • Chi, E. H. (2002). Improving web usability through visualization. IEEE Internet Computing, 64-71.
    • (2002) IEEE Internet Computing , pp. 64-71
    • Chi, E.H.1
  • 31
    • 0001258944 scopus 로고    scopus 로고
    • WUM: A tool for web utilization analysis
    • Valencia, Spain: Springer-Verlag
    • Faulstich, L. C., & Spiliopoulou, M. (1998). WUM: A tool for web utilization analysis. EDBT Workshop WebDB'98. Valencia, Spain: Springer-Verlag.
    • (1998) EDBT Workshop WebDB'98
    • Faulstich, L.C.1    Spiliopoulou, M.2
  • 32
    • 33847030997 scopus 로고    scopus 로고
    • Improving the effectiveness of a web site with web usage mining
    • San Diego, CA
    • Faulstich, L., Pohle, C., & Spiliopoulou, M. (1999). Improving the effectiveness of a web site with web usage mining. KDD Workshop WEBKDD'99, San Diego, CA.
    • (1999) KDD Workshop WEBKDD'99
    • Faulstich, L.1    Pohle, C.2    Spiliopoulou, M.3
  • 37
    • 0002846527 scopus 로고
    • A caching relay for the world wide web
    • Geneva, Switzerland: Elsevier
    • Glassman, S. (1994). A caching relay for the world wide web. 1st World Wide Web Conference. Geneva, Switzerland: Elsevier.
    • (1994) 1st World Wide Web Conference
    • Glassman, S.1
  • 39
    • 0008413202 scopus 로고    scopus 로고
    • DBMiner: A system for data mining in relational databases and data warehouses
    • Toronto, Canada
    • Han, J., Chiang, J., Chee, S., Chen, J., Chen, Q., Cheng, S., et al. (1997). DBMiner: A system for data mining in relational databases and data warehouses. CASCON'97: Meeting of Minds, Toronto, Canada.
    • (1997) CASCON'97: Meeting of Minds
    • Han, J.1    Chiang, J.2    Chee, S.3    Chen, J.4    Chen, Q.5    Cheng, S.6
  • 41
    • 0031677489 scopus 로고    scopus 로고
    • Discovering web access patterns and trends by applying OLAP and data mining technology on web logs
    • Santa Barbara, CA
    • Han, J., Xin, M., & Zaïane, O. R. (1998). Discovering web access patterns and trends by applying OLAP and data mining technology on web logs. Conference on Advances in Digital Libraries, Santa Barbara, CA.
    • (1998) Conference on Advances in Digital Libraries
    • Han, J.1    Xin, M.2    Zaïane, O.R.3
  • 49
    • 0033319232 scopus 로고    scopus 로고
    • Capturing user access patterns in the web for data mining
    • Chicago, IL: IEEE Computer Society
    • Lin, I. Y., Huang, X. M., & Chen, M. S. (1999). Capturing user access patterns in the web for data mining. Tools with artificial intelligence. Chicago, IL: IEEE Computer Society.
    • (1999) Tools with artificial intelligence
    • Lin, I.Y.1    Huang, X.M.2    Chen, M.S.3
  • 51
    • 0035545906 scopus 로고    scopus 로고
    • A knowledge-based approach for duplicate elimination in data cleaning
    • Lup Low, W., Li Lee, M., & Wang Ling, T. (2001). A knowledge-based approach for duplicate elimination in data cleaning. Information Systems, 8, 585-606.
    • (2001) Information Systems , vol.8 , pp. 585-606
    • Lup Low, W.1    Li Lee, M.2    Wang Ling, T.3
  • 54
    • 48949087562 scopus 로고    scopus 로고
    • Using sequential and non-sequential patterns in predictive web usage mining tasks
    • Maebashi City, Japan: IEEE Computer Society
    • Mobasher, B., Dai, H., Luo, T., & Nakagawa, M. (2002). Using sequential and non-sequential patterns in predictive web usage mining tasks. International Conference on Data Mining. Maebashi City, Japan: IEEE Computer Society.
    • (2002) International Conference on Data Mining
    • Mobasher, B.1    Dai, H.2    Luo, T.3    Nakagawa, M.4
  • 55
    • 85008590372 scopus 로고    scopus 로고
    • Identifying web browsing trends and patterns
    • Montgomery, A. L., & Faloutsos, C. (2001). Identifying web browsing trends and patterns. Computer, 7, 94-95.
    • (2001) Computer , vol.7 , pp. 94-95
    • Montgomery, A.L.1    Faloutsos, C.2
  • 57
    • 33646341253 scopus 로고    scopus 로고
    • Decision trees for web log mining
    • Pabarskaite, Z. (2003). Decision trees for web log mining. Intelligent Data Analysis, 2, 141-155.
    • (2003) Intelligent Data Analysis , vol.2 , pp. 141-155
    • Pabarskaite, Z.1
  • 59
    • 0033345672 scopus 로고    scopus 로고
    • Unexpectedness as a measure of interestingness in knowledge discovery
    • Padmanabhan, B., & Tuzhilin, A. (1999). Unexpectedness as a measure of interestingness in knowledge discovery. Decision Support Systems, 303-318.
    • (1999) Decision Support Systems , pp. 303-318
    • Padmanabhan, B.1    Tuzhilin, A.2
  • 62
    • 84880691887 scopus 로고    scopus 로고
    • Adaptive web sites: An AI challenge
    • Nagoya, Japan
    • Perkowitz, M., & Etzioni, O. (1997). Adaptive web sites: An AI challenge. Proceedings IJCAI'97, Nagoya, Japan.
    • (1997) Proceedings IJCAI'97
    • Perkowitz, M.1    Etzioni, O.2
  • 63
    • 0002657168 scopus 로고    scopus 로고
    • Adaptive web sites: Automatically synthesizing web
    • Perkowitz, M., & Etzioni, O. (1998). Adaptive web sites: Automatically synthesizing web pages. AAA/98.
    • (1998) AAA/98
    • Perkowitz, M.1    Etzioni, O.2
  • 67
    • 33847057174 scopus 로고    scopus 로고
    • Attribute, event sequence, and event type similarity notions for data mining
    • Pirjo, M. (2000). Attribute, event sequence, and event type similarity notions for data mining. Department of Computer Science, 199.
    • (2000) Department of Computer Science , pp. 199
    • Pirjo, M.1
  • 71
    • 33847071074 scopus 로고
    • Integrating bottom-up and top-down analysis for intelligent hypertext
    • Pitkow, J., & Margaret, R. (1994). Integrating bottom-up and top-down analysis for intelligent hypertext. Intelligent Knowledge Management.
    • (1994) Intelligent Knowledge Management
    • Pitkow, J.1    Margaret, R.2
  • 73
    • 0002593428 scopus 로고
    • A simple yet robust caching algorithm based on dynamic access patterns
    • CERN, Geneva, Switzerland
    • Pitkow, J., & Recker, M. (1994). A simple yet robust caching algorithm based on dynamic access patterns. First International World Wide Web Conference, CERN, Geneva, Switzerland.
    • (1994) First International World Wide Web Conference
    • Pitkow, J.1    Recker, M.2
  • 74
    • 33847058698 scopus 로고    scopus 로고
    • Roberts, S. (2002). Users are still wary of cookies. Computer Weekly, 24.
    • Roberts, S. (2002). Users are still wary of cookies. Computer Weekly, 24.
  • 75
    • 0033723107 scopus 로고    scopus 로고
    • Link prediction and path analysis using Markov chains
    • Sarukkai, R. R. (2000). Link prediction and path analysis using Markov chains. Computer Networks, 377-386.
    • (2000) Computer Networks , pp. 377-386
    • Sarukkai, R.R.1
  • 80
    • 85172416536 scopus 로고
    • On subjective measures of interestingness in knowledge discovery
    • Montreal, Canada: AAAI Press
    • Silberschatz, A., & Tuzhilin, A. (1995). On subjective measures of interestingness in knowledge discovery. Knowledge discovery & data mining. Montreal, Canada: AAAI Press.
    • (1995) Knowledge discovery & data mining
    • Silberschatz, A.1    Tuzhilin, A.2
  • 82
    • 0002623130 scopus 로고    scopus 로고
    • Mining sequential patterns: Generalizations and performance improvements
    • Avignon, France: Springer
    • Srikant, R., & Agrawal, R. (1996). Mining sequential patterns: Generalizations and performance improvements. Extending database technology. Avignon, France: Springer.
    • (1996) Extending database technology
    • Srikant, R.1    Agrawal, R.2
  • 83
    • 0036109905 scopus 로고    scopus 로고
    • Discovery of web robot sessions based on their navigational patterns
    • Tan, P., & Kumar, V. (2002). Discovery of web robot sessions based on their navigational patterns. Data Mining and Knowledge Discovery, 9-35.
    • (2002) Data Mining and Knowledge Discovery , pp. 9-35
    • Tan, P.1    Kumar, V.2
  • 84
    • 0031187547 scopus 로고    scopus 로고
    • How people revisit web pages: Empirical findings and implications for the design of history systems
    • Tauscher, L., & Greenberg, S. (1997). How people revisit web pages: Empirical findings and implications for the design of history systems. International Journal of Human Computer Studies, 1, 97-138.
    • (1997) International Journal of Human Computer Studies , vol.1 , pp. 97-138
    • Tauscher, L.1    Greenberg, S.2
  • 85
    • 0040911004 scopus 로고    scopus 로고
    • A survey of web caching schemes for the Internet
    • Wang, J. (1999). A survey of web caching schemes for the Internet. Computer Communication Review, 5, 36-46.
    • (1999) Computer Communication Review , vol.5 , pp. 36-46
    • Wang, J.1
  • 87
    • 0031646959 scopus 로고    scopus 로고
    • SpeedTracer: A web usage mining and analysis tool
    • Wu, K.-L., Yu, P. S., & Ballman, A. (1998). SpeedTracer: A web usage mining and analysis tool. IBM Systems Journal, 37, 89-105.
    • (1998) IBM Systems Journal , vol.37 , pp. 89-105
    • Wu, K.-L.1    Yu, P.S.2    Ballman, A.3
  • 89
    • 33847008517 scopus 로고    scopus 로고
    • Clustering of web users using session-based similarity measures
    • Xiao, J., & Zhang, Y. (2001). Clustering of web users using session-based similarity measures. IEEE.
    • (2001) IEEE
    • Xiao, J.1    Zhang, Y.2
  • 91
    • 0034503671 scopus 로고    scopus 로고
    • Using pattern-join and purchase-combination for mining web transaction patterns in an electronic commerce environment
    • Yun, C. H., & Chen, M. S. (2000a). Using pattern-join and purchase-combination for mining web transaction patterns in an electronic commerce environment. Compsac, 99-104.
    • (2000) Compsac , pp. 99-104
    • Yun, C.H.1    Chen, M.S.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.