Download Advances in Web Mining and Web Usage Analysis: 8th by Justin Brickell, Inderjit S. Dhillon (auth.), Olfa Nasraoui, PDF

By Justin Brickell, Inderjit S. Dhillon (auth.), Olfa Nasraoui, Myra Spiliopoulou, Jaideep Srivastava, Bamshad Mobasher, Brij Masand (eds.)

This ebook comprises the postworkshop court cases with chosen revised papers from the eighth overseas workshop on wisdom discovery from the net, WEBKDD 2006. The WEBKDD workshop sequence has taken position as a part of the ACM SIGKDD overseas convention on wisdom Discovery and information Mining (KDD) due to the fact 1999. The self-discipline of information mining provides methodologies and instruments for the an- ysis of enormous information volumes and the extraction of understandable and non-trivial insights from them. net mining, a far more youthful self-discipline, concentrates at the analysisofdata pertinentto the Web.Web mining equipment areappliedonusage info and website content material; they try to enhance our figuring out of ways the internet is used, to augment usability and to advertise mutual delight among e-business venues and their power shoppers. Inthelastfewyears,theinterestfortheWebasamediumforcommunication, interplay and enterprise has resulted in new demanding situations and to extensive, devoted research.Many ofthe infancy difficulties in net mining were solvedby now, however the large capability for brand new and enhanced makes use of, in addition to misuses, of the net are resulting in new demanding situations. ThethemeoftheWebKDD2006workshopwas“KnowledgeDiscoveryonthe Web”, encompassing classes discovered over the last few years and new demanding situations for the future years. whereas the various infancy difficulties of net research have beensolvedandproposedmethodologieshavereachedmaturity,therealityposes newchallenges:TheWebisevolvingconstantly;siteschangeanduserpreferences go with the flow. And, so much of all, a website is greater than a see-and-click medium; it's a venue the place a person interacts with a website proprietor or with different clients, the place workforce habit is exhibited, groups are shaped and stories are shared.

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Extra info for Advances in Web Mining and Web Usage Analysis: 8th International Workshop on Knowledge Discovery on the Web, WebKDD 2006 Philadelphia, USA, August 20, 2006 Revised Papers

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Detailed description of the architecture and working of the recommendation can be found in [3]. We followed a similar approach to testing as done in [3]. The performance of this model was compared against the model that uses a ‘2,-1’ scoring model [3] which gives a score of 2 for a match and -1 for a mismatch and the results of the various experiments are shown in the graphs that follow. The only way in which the models differ is in the way similarity scores are calculated between web pages and all the other parameters of the Recommendation Engine remain a constant.

1 Introduction The World Wide Web is an ever growing collection of web pages. Thousands of web sites and millions of pages are being added to this repository every year. The web pages vary widely in their content and format and are very diverse in nature. A lot of useful information is available on the World Wide Web (WWW) and Search Engines help us find what we are looking for. For doing this, Search Engines make extensive use of the Link Structure Graph and a lot of research is going on to ensure that the best set of links are returned to the user based on the search query.

Verifying with the Domain Experts/User’s view is a good idea because the usage logs might not be very representative at all times and the Domain Expert/User’s judgment will be better. Also, we plan to compare the distances obtained from this method with those obtained from an algorithm based on concept hierarchy [12,3] and usage information. Incorporating Usage Information into Average-Clicks Algorithm 35 We would also like to fine tune the Recommendation Model to consider domain knowledge in addition to usage information to get higher Hit Ratios.

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