{"title":"基于mapreduce的Web用户识别算法","authors":"M. Srivastava, Rakhi Garg, P. K. Mishra","doi":"10.4018/IJITWE.2018040102","DOIUrl":null,"url":null,"abstract":"Thisarticlecontendsthatintheboomingeraofinformation,analysingusers’navigationbehaviour isanimportanttask.Useridentificationisconsideredasoneoftheimportantandchallengingtasks inthedatapreprocessingphaseoftheWebusageminingprocess.Therearethreeimportantissues withthereactivestrategiesofUseridentificationmethodsthatneedtobefocused:thefirstisdealing ofsharing IPaddressproblem inaproxyserverenvironment, thesecond isdistinguishingusers fromWebrobots,andthethirdisdealingwithhugedatasetsefficiently.Inthisarticle,authorshave developedaMapReduce-basedUseridentificationalgorithmthatdealswiththeabovementioned threeissuesrelatedtouseridentificationmethods.Moreover,theexperimentontherealwebserver logshowstheeffectivenessandefficiencyofthedevelopedalgorithm. KEyWoRdS Data Cleaning, Data Preprocessing, Hadoop, MapReduce, User Identification, Web Server Log, Web Usage Mining","PeriodicalId":222340,"journal":{"name":"Int. J. Inf. Technol. Web Eng.","volume":"208 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2018-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"5","resultStr":"{\"title\":\"A MapReduce-Based User Identification Algorithm in Web Usage Mining\",\"authors\":\"M. Srivastava, Rakhi Garg, P. K. Mishra\",\"doi\":\"10.4018/IJITWE.2018040102\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Thisarticlecontendsthatintheboomingeraofinformation,analysingusers’navigationbehaviour isanimportanttask.Useridentificationisconsideredasoneoftheimportantandchallengingtasks inthedatapreprocessingphaseoftheWebusageminingprocess.Therearethreeimportantissues withthereactivestrategiesofUseridentificationmethodsthatneedtobefocused:thefirstisdealing ofsharing IPaddressproblem inaproxyserverenvironment, thesecond isdistinguishingusers fromWebrobots,andthethirdisdealingwithhugedatasetsefficiently.Inthisarticle,authorshave developedaMapReduce-basedUseridentificationalgorithmthatdealswiththeabovementioned threeissuesrelatedtouseridentificationmethods.Moreover,theexperimentontherealwebserver logshowstheeffectivenessandefficiencyofthedevelopedalgorithm. KEyWoRdS Data Cleaning, Data Preprocessing, Hadoop, MapReduce, User Identification, Web Server Log, Web Usage Mining\",\"PeriodicalId\":222340,\"journal\":{\"name\":\"Int. J. Inf. Technol. Web Eng.\",\"volume\":\"208 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2018-04-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"5\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Int. J. Inf. Technol. Web Eng.\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.4018/IJITWE.2018040102\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Int. J. Inf. Technol. Web Eng.","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.4018/IJITWE.2018040102","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
A MapReduce-Based User Identification Algorithm in Web Usage Mining
Thisarticlecontendsthatintheboomingeraofinformation,analysingusers’navigationbehaviour isanimportanttask.Useridentificationisconsideredasoneoftheimportantandchallengingtasks inthedatapreprocessingphaseoftheWebusageminingprocess.Therearethreeimportantissues withthereactivestrategiesofUseridentificationmethodsthatneedtobefocused:thefirstisdealing ofsharing IPaddressproblem inaproxyserverenvironment, thesecond isdistinguishingusers fromWebrobots,andthethirdisdealingwithhugedatasetsefficiently.Inthisarticle,authorshave developedaMapReduce-basedUseridentificationalgorithmthatdealswiththeabovementioned threeissuesrelatedtouseridentificationmethods.Moreover,theexperimentontherealwebserver logshowstheeffectivenessandefficiencyofthedevelopedalgorithm. KEyWoRdS Data Cleaning, Data Preprocessing, Hadoop, MapReduce, User Identification, Web Server Log, Web Usage Mining
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