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ELEMENTARY MACHINE LEARNING FOR WEBMINING National Institute of Science & Technology ELEMENTARY MACHINE LEARNING FOR WEBMINING A Technical paper National Institute Submitted byOf Science And Technology Satya narayan Sahu Satya narayan Sahu ROLL:IT200117269 [1] ELEMENTARY MACHINE LEARNING FOR WEBMINING National Institute of Science & Technology INTRODUCTION Algorithms that automatically discovers all pages in a website whose location is different from the location where visitors expect to find them and for selecting the set of navigation links to National Institute Of Science And Technology optimize the benefit to the website are proposed. It is hard to organize a website such that pages are located where visitors expect to find them. Satya narayan Sahu [2] ELEMENTARY MACHINE LEARNING FOR WEBMINING National Institute of Science & Technology APPROACHES New search mechanism called SmartSeek is introduced Machine learning concepts Employs genetic National Institute Of Science And Technology algorithm (GA) System accepts user feedback Satya narayan Sahu [3] National Institute of Science & Technology ELEMENTARY MACHINE LEARNING FOR WEBMINING FUNCTIONING OF SMARTSEEK SmartSeek sets up a database about user objective It extracts information about the common words and phrases Looks for similarNational pagesInstitute (metasearch engine) Of Science And Technology Comparison with other pages Feedback Further enhancement Satya narayan Sahu [4] ELEMENTARY MACHINE LEARNING FOR WEBMINING National Institute of Science & Technology SMARTSEEK MODEL National Institute Of Science And Technology Satya narayan Sahu [5] ELEMENTARY MACHINE LEARNING FOR WEBMINING National Institute of Science & Technology IN DETAIL Most Relevant Moderate Relevancy Irrelevant National Institute Of Science And Technology Operators AND (&), OR (|),NOT (~) and CONCAT (-). After n such iteration Satya narayan Sahu [6] ELEMENTARY MACHINE LEARNING FOR WEBMINING National Institute of Science & Technology CROSSOVER National Institute Of Science And Technology Satya narayan Sahu [7] ELEMENTARY MACHINE LEARNING FOR WEBMINING National Institute of Science & Technology THE AI Artificial Intelligence (AI) is simply a way of thinking intelligently aims at Natural language processing National Institute Of Science And Technology Knowledge representation Automated reasoning Machine learning Satya narayan Sahu [8] ELEMENTARY MACHINE LEARNING FOR WEBMINING National Institute of Science & Technology WEB MINING Web Mining can be said to have three operations of interest: finding natural grouping of users pages National Institute Of or Science And Technology finding URLs which tend to be grouped together finding the order in which URLs tend to be accessed Satya narayan Sahu [9] ELEMENTARY MACHINE LEARNING FOR WEBMINING National Institute of Science & Technology ALGORITHMIC APPROACH Finding Expected Locations National Institute Of Science And Technology Optimizing the set of Navigation Links Satya narayan Sahu [10] ELEMENTARY MACHINE LEARNING FOR WEBMINING National Institute of Science & Technology FINDING EXPECTED LOCATIONS Model of Visitor Search Patterns 1(a) Single Target National Institute Of Science And Technology 1(b) Set of Targets Identifying Target Pages Satya narayan Sahu [11] ELEMENTARY MACHINE LEARNING FOR WEBMINING National Institute of Science & Technology EXAMPLE National Institute Of Science And Technology Website and Search Pattern Satya narayan Sahu [12] ELEMENTARY MACHINE LEARNING FOR WEBMINING National Institute of Science & Technology OPTIMIZING SET OF NAVIGATION LINKS 1) First Only 2)Optimize Benefit National Institute Of Science And Technology 3)Optimize time Satya narayan Sahu [13] ELEMENTARY MACHINE LEARNING FOR WEBMINING National Institute of Science & Technology EXPERIMENTS National Institute Of Science And Technology Wharton Website Structure Satya narayan Sahu By Rakesh Agrawal [14] National Institute of Science & Technology ELEMENTARY MACHINE LEARNING FOR WEBMINING EXAMPLE: National Institute Of Science And Technology Satya narayan Sahu [15] ELEMENTARY MACHINE LEARNING FOR WEBMINING National Institute of Science & Technology CONCLUSION & FUTURE DIRECTIONS Algorithms have been proposed Websites without clear separation National Institute Of Scienceof Andcontent Technology and index page Time Threshold to distinguish between two activities Satya narayan Sahu [16] ELEMENTARY MACHINE LEARNING FOR WEBMINING National Institute of Science & Technology REFERENCES 1.www.ibm.com 2.www.almaden.com Of Science And Technology 3.Mastering Data National MiningInstitute by Helenz Hulki 4.How internet works by K.Perl Satya narayan Sahu [17] National Institute of Science & Technology ELEMENTARY MACHINE LEARNING FOR WEBMINING THANK YOU National Institute Of Science And Technology Satya narayan Sahu [18] National Institute of Science & Technology ELEMENTARY MACHINE LEARNING FOR WEBMINING National Institute Of Science And Technology Satya narayan Sahu [19]