{"id":"https://openalex.org/W1995073208","doi":"https://doi.org/10.1142/s0219622014500643","title":"Semantically Enriched Variable Length Markov Chain Model for Analysis of User Web Navigation Sessions","display_name":"Semantically Enriched Variable Length Markov Chain Model for Analysis of User Web Navigation Sessions","publication_year":2014,"publication_date":"2014-04-14","ids":{"openalex":"https://openalex.org/W1995073208","doi":"https://doi.org/10.1142/s0219622014500643","mag":"1995073208"},"language":"en","primary_location":{"id":"doi:10.1142/s0219622014500643","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s0219622014500643","pdf_url":null,"source":{"id":"https://openalex.org/S207089700","display_name":"International Journal of Information Technology & Decision Making","issn_l":"0219-6220","issn":["0219-6220","1793-6845"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Information Technology &amp; Decision Making","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5062914227","display_name":"Suresh Shirgave","orcid":null},"institutions":[{"id":"https://openalex.org/I4210103544","display_name":"DKTE Society's Textile and Engineering Institute","ror":"https://ror.org/014bdwq31","country_code":"IN","type":"education","lineage":["https://openalex.org/I4210103544"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Suresh Shirgave","raw_affiliation_strings":["Department of Computer Science and Engineering, Textile and Engineering Institute, Rajwada, Ichalkaranji, Maharashatra 416115, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Textile and Engineering Institute, Rajwada, Ichalkaranji, Maharashatra 416115, India","institution_ids":["https://openalex.org/I4210103544"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103113807","display_name":"Prakash Kulkarni","orcid":"https://orcid.org/0000-0001-6736-4333"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Prakash Kulkarni","raw_affiliation_strings":["Department of Computer Science and Engineering, Walchand College of Engineering, Vishrambag, Sangli, Maharashatra 416115, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Walchand College of Engineering, Vishrambag, Sangli, Maharashatra 416115, India","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5051218602","display_name":"Jos\u00e9 Borges","orcid":"https://orcid.org/0000-0001-9946-5614"},"institutions":[{"id":"https://openalex.org/I182534213","display_name":"Universidade do Porto","ror":"https://ror.org/043pwc612","country_code":"PT","type":"education","lineage":["https://openalex.org/I182534213"]},{"id":"https://openalex.org/I4210166615","display_name":"INESC TEC","ror":"https://ror.org/05fa8ka61","country_code":"PT","type":"nonprofit","lineage":["https://openalex.org/I4210125590","https://openalex.org/I4210166615"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"Jos\u00e9 Borges","raw_affiliation_strings":["INESC TEC, Faculty of Engineering, University of Porto, R. Dr. Roberto Frias, Porto 4200-465, Portugal"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"INESC TEC, Faculty of Engineering, University of Porto, R. Dr. Roberto Frias, Porto 4200-465, Portugal","institution_ids":["https://openalex.org/I182534213","https://openalex.org/I4210166615"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":3.3161,"has_fulltext":false,"cited_by_count":9,"citation_normalized_percentile":{"value":0.93579876,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":"13","issue":"04","first_page":"721","last_page":"753"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10203","display_name":"Recommender Systems and Techniques","score":0.9984999895095825,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10203","display_name":"Recommender Systems and Techniques","score":0.9984999895095825,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12016","display_name":"Web Data Mining and Analysis","score":0.9983999729156494,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11478","display_name":"Caching and Content Delivery","score":0.992900013923645,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8353132009506226},{"id":"https://openalex.org/keywords/markov-chain","display_name":"Markov chain","score":0.8107964396476746},{"id":"https://openalex.org/keywords/markov-model","display_name":"Markov model","score":0.6939183473587036},{"id":"https://openalex.org/keywords/maximum-entropy-markov-model","display_name":"Maximum-entropy Markov model","score":0.5259837508201599},{"id":"https://openalex.org/keywords/semantic-web","display_name":"Semantic Web","score":0.47153955698013306},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.4689069986343384},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.44903162121772766},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3584122657775879},{"id":"https://openalex.org/keywords/variable-order-markov-model","display_name":"Variable-order Markov model","score":0.35505786538124084},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3397518992424011}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8353132009506226},{"id":"https://openalex.org/C98763669","wikidata":"https://www.wikidata.org/wiki/Q176645","display_name":"Markov chain","level":2,"score":0.8107964396476746},{"id":"https://openalex.org/C163836022","wikidata":"https://www.wikidata.org/wiki/Q6771326","display_name":"Markov model","level":3,"score":0.6939183473587036},{"id":"https://openalex.org/C196956702","wikidata":"https://www.wikidata.org/wiki/Q6795829","display_name":"Maximum-entropy Markov model","level":5,"score":0.5259837508201599},{"id":"https://openalex.org/C2129575","wikidata":"https://www.wikidata.org/wiki/Q54837","display_name":"Semantic Web","level":2,"score":0.47153955698013306},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4689069986343384},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.44903162121772766},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3584122657775879},{"id":"https://openalex.org/C54907487","wikidata":"https://www.wikidata.org/wiki/Q7915688","display_name":"Variable-order Markov model","level":4,"score":0.35505786538124084},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3397518992424011}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1142/s0219622014500643","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s0219622014500643","pdf_url":null,"source":{"id":"https://openalex.org/S207089700","display_name":"International Journal of Information Technology & Decision Making","issn_l":"0219-6220","issn":["0219-6220","1793-6845"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Information Technology &amp; Decision Making","raw_type":"journal-article"},{"id":"pmh:oai:RePEc:wsi:ijitdm:v:13:y:2014:i:04:n:s0219622014500643","is_oa":false,"landing_page_url":"http://www.worldscientific.com/doi/abs/10.1142/S0219622014500643","pdf_url":null,"source":{"id":"https://openalex.org/S4306401271","display_name":"RePEc: Research Papers in Economics","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I77793887","host_organization_name":"Federal Reserve Bank of St. Louis","host_organization_lineage":["https://openalex.org/I77793887"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article"},{"id":"pmh:oai:RePEc:wsi:ijitdm:v:13:y:2014:i:04:p:721-753","is_oa":false,"landing_page_url":"http://www.worldscinet.com/cgi-bin/details.cgi?type=html&amp;id=pii:S0219622014500643","pdf_url":null,"source":{"id":"https://openalex.org/S4306401271","display_name":"RePEc: Research Papers in Economics","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I77793887","host_organization_name":"Federal Reserve Bank of St. Louis","host_organization_lineage":["https://openalex.org/I77793887"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"article"},{"id":"pmh:oai:repositorio:123456789/6251","is_oa":false,"landing_page_url":"http://repositorio.inesctec.pt/handle/123456789/6251","pdf_url":null,"source":{"id":"https://openalex.org/S4306402433","display_name":"Portuguese National Funding Agency for Science, Research and Technology (RCAAP Project by FCT)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"http://purl.org/coar/resource_type/c_6501"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","score":0.7099999785423279,"display_name":"Quality Education"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":45,"referenced_works":["https://openalex.org/W118441721","https://openalex.org/W142212369","https://openalex.org/W1494638449","https://openalex.org/W1525277024","https://openalex.org/W1532325895","https://openalex.org/W1593088422","https://openalex.org/W1968878057","https://openalex.org/W1971113501","https://openalex.org/W1972599743","https://openalex.org/W1980634983","https://openalex.org/W1983361199","https://openalex.org/W1991349545","https://openalex.org/W1996366261","https://openalex.org/W1996869586","https://openalex.org/W2000719367","https://openalex.org/W2004607515","https://openalex.org/W2006062995","https://openalex.org/W2010010720","https://openalex.org/W2016736059","https://openalex.org/W2020621555","https://openalex.org/W2021994380","https://openalex.org/W2024888488","https://openalex.org/W2026265322","https://openalex.org/W2027908780","https://openalex.org/W2035642858","https://openalex.org/W2039616196","https://openalex.org/W2048074632","https://openalex.org/W2049482525","https://openalex.org/W2061566917","https://openalex.org/W2075699820","https://openalex.org/W2083276109","https://openalex.org/W2093616800","https://openalex.org/W2115294179","https://openalex.org/W2116277390","https://openalex.org/W2123511957","https://openalex.org/W2137079713","https://openalex.org/W2140929211","https://openalex.org/W2142824200","https://openalex.org/W2155063366","https://openalex.org/W2168044434","https://openalex.org/W2169240294","https://openalex.org/W3147803254","https://openalex.org/W4213009331","https://openalex.org/W4231080135","https://openalex.org/W4235526601"],"related_works":["https://openalex.org/W2027903142","https://openalex.org/W2382132287","https://openalex.org/W3166133680","https://openalex.org/W2989366387","https://openalex.org/W2130519334","https://openalex.org/W4211010039","https://openalex.org/W2159877461","https://openalex.org/W2592341669","https://openalex.org/W2794873331","https://openalex.org/W2161328464"],"abstract_inverted_index":{"The":[0,152],"rapid":[1],"growth":[2],"of":[3,46,67,118,131,198,202,220,228],"the":[4,20,54,65,76,92,98,122,129,156,167,174,189,192,196,218,225],"World":[5],"Wide":[6],"Web":[7,12,68,73,87,209],"has":[8],"resulted":[9],"in":[10],"intricate":[11],"sites,":[13],"demanding":[14],"enhanced":[15],"user":[16],"skills":[17],"to":[18,30,40,96,102,109,127,161],"find":[19],"required":[21],"information":[22,84,205],"and":[23,71,108,145,179,213],"more":[24],"sophisticated":[25],"tools":[26],"that":[27,63,91,155,217],"are":[28],"able":[29,95,126,160],"generate":[31,41],"apt":[32],"recommendations.":[33],"Markov":[34,59,77,106,113,169,177,185,211,229],"Chains":[35],"have":[36],"been":[37],"widely":[38],"used":[39],"next-page":[42],"recommendations;":[43],"however,":[44],"accuracy":[45,100,165],"such":[47],"models":[48,107,114,212],"is":[49,94,125,159,191],"limited.":[50],"Herein,":[51],"we":[52],"propose":[53],"novel":[55],"Semantic":[56,72],"Variable":[57],"Length":[58],"Chain":[60],"Model":[61],"(SVLMC)":[62],"combines":[64],"fields":[66],"Usage":[69],"Mining":[70],"by":[74],"enriching":[75],"transition":[78],"probability":[79],"matrix":[80],"with":[81],"rich":[82,200],"semantic":[83,110,175,204,222],"extracted":[85],"from":[86],"pages.":[88],"We":[89],"show":[90,154],"method":[93],"enhance":[97],"prediction":[99,226],"relatively":[101],"usage-based":[103,168],"higher":[104,111,207],"order":[105,112,208],"based":[115],"on":[116,140,146],"ontology":[117,176],"concepts.":[119],"In":[120,187],"addition,":[121],"proposed":[123,157],"model":[124,158,178],"handle":[128],"problem":[130],"ambiguous":[132],"predictions.":[133],"An":[134],"extensive":[135],"experimental":[136,214],"evaluation":[137],"was":[138],"conducted":[139],"two":[141],"real-world":[142],"data":[143,150,223],"sets":[144],"one":[147],"partially":[148],"generated":[149],"set.":[151],"results":[153,215],"achieve":[162],"15\u201320%":[163],"better":[164,172,181],"than":[166,173,182],"model,":[170],"8\u201315%":[171],"7\u201312%":[180],"semantic-pruned":[183],"Selective":[184],"Model.":[186],"summary,":[188],"SVLMC":[190],"first":[193],"work":[194],"proposing":[195],"integration":[197],"a":[199],"set":[201],"detailed":[203,221],"into":[206],"usage":[210],"reveal":[216],"inclusion":[219],"enhances":[224],"ability":[227],"models.":[230]},"counts_by_year":[{"year":2024,"cited_by_count":2},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":2},{"year":2020,"cited_by_count":1},{"year":2016,"cited_by_count":1},{"year":2014,"cited_by_count":2}],"updated_date":"2026-08-08T01:25:22.217667","created_date":"2025-10-10T00:00:00"}
