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020 _a9783540774853
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024 7 _a10.1007/978-3-540-77485-3
_2doi
050 4 _aQ334-342
050 4 _aTA347.A78
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_2bicssc
072 7 _aCOM004000
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082 0 4 _a006.3
_223
245 1 0 _aAdvances in Web Mining and Web Usage Analysis
_h[electronic resource] :
_b8th International Workshop on Knowledge Discovery on the Web, WebKDD 2006 Philadelphia, USA, August 20, 2006 Revised Papers /
_cedited by Olfa Nasraoui, Myra Spiliopoulou, Jaideep Srivastava, Bamshad Mobasher, Brij Masand.
250 _a1st ed. 2007.
264 1 _aBerlin, Heidelberg :
_bSpringer Berlin Heidelberg :
_bImprint: Springer,
_c2007.
300 _aXII, 252 p.
_bonline resource.
336 _atext
_btxt
_2rdacontent
337 _acomputer
_bc
_2rdamedia
338 _aonline resource
_bcr
_2rdacarrier
347 _atext file
_bPDF
_2rda
490 1 _aLecture Notes in Artificial Intelligence,
_x2945-9141 ;
_v4811
505 0 _aAdaptive Website Design Using Caching Algorithms -- Incorporating Usage Information into Average-Clicks Algorithm -- Nearest-Biclusters Collaborative Filtering with Constant Values -- Fast Categorization of Web Documents Represented by Graphs -- Leveraging Structural Knowledge for Hierarchically-Informed Keyword Weight Propagation in the Web -- How to Define Searching Sessions on Web Search Engines -- Incorporating Concept Hierarchies into Usage Mining Based Recommendations -- A Random-Walk Based Scoring Algorithm Applied to Recommender Engines -- Towards a Scalable kNN CF Algorithm: Exploring Effective Applications of Clustering -- Detecting Profile Injection Attacks in Collaborative Filtering: A Classification-Based Approach -- Predicting the Political Sentiment of Web Log Posts Using Supervised Machine Learning Techniques Coupled with Feature Selection -- Analysis of Web Search Engine Query Session and Clicked Documents -- Understanding Content Reuse on the Web: Static and Dynamic Analyses.
520 _aThis book contains the postworkshop proceedings with selected revised papers from the 8th international workshop on knowledge discovery from the Web, WEBKDD 2006. The WEBKDD workshop series has taken place as part of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD) since 1999. The discipline of data mining delivers methodologies and tools for the an- ysis of large data volumes and the extraction of comprehensible and non-trivial insights from them. Web mining, a much younger discipline, concentrates on the analysisofdata pertinentto the Web.Web mining methods areappliedonusage data and Web site content; they strive to improve our understanding of how the Web is used, to enhance usability and to promote mutual satisfaction between e-business venues and their potential customers. Inthelastfewyears,theinterestfortheWebasamediumforcommunication, interaction and business has led to new challenges and to intensive, dedicated research.Many ofthe infancy problems in Web mining have been solvedby now, but the tremendous potential for new and improved uses, as well as misuses, of the Web are leading to new challenges. ThethemeoftheWebKDD2006workshopwas"KnowledgeDiscoveryonthe Web", encompassing lessons learned over the past few years and new challenges for the years to come. While some of the infancy problems of Web analysis have beensolvedandproposedmethodologieshavereachedmaturity,therealityposes newchallenges:TheWebisevolvingconstantly;siteschangeanduserpreferences drift. And, most of all, a Web site is more than a see-and-click medium; it is a venue where a user interacts with a site owner or with other users, where group behavior is exhibited, communities are formed and experiences are shared.
650 0 _aArtificial intelligence.
_93407
650 0 _aComputer networks .
_931572
650 0 _aDatabase management.
_93157
650 0 _aInformation storage and retrieval systems.
_922213
650 0 _aApplication software.
_9174765
650 0 _aComputers and civilization.
_921733
650 1 4 _aArtificial Intelligence.
_93407
650 2 4 _aComputer Communication Networks.
_9174766
650 2 4 _aDatabase Management.
_93157
650 2 4 _aInformation Storage and Retrieval.
_923927
650 2 4 _aComputer and Information Systems Applications.
_9174767
650 2 4 _aComputers and Society.
_931668
700 1 _aNasraoui, Olfa.
_eeditor.
_4edt
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_9174768
700 1 _aSpiliopoulou, Myra.
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_9174769
700 1 _aSrivastava, Jaideep.
_eeditor.
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_9174770
700 1 _aMobasher, Bamshad.
_eeditor.
_4edt
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_9174771
700 1 _aMasand, Brij.
_eeditor.
_4edt
_4http://id.loc.gov/vocabulary/relators/edt
_9174772
710 2 _aSpringerLink (Online service)
_9174773
773 0 _tSpringer Nature eBook
776 0 8 _iPrinted edition:
_z9783540774846
776 0 8 _iPrinted edition:
_z9783540846987
830 0 _aLecture Notes in Artificial Intelligence,
_x2945-9141 ;
_v4811
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856 4 0 _uhttps://doi.org/10.1007/978-3-540-77485-3
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