{"id":"https://openalex.org/W2290589950","doi":"https://doi.org/10.1016/j.elerap.2016.02.002","title":"Exploring the sequential usage patterns of mobile Internet services based on Markov models","display_name":"Exploring the sequential usage patterns of mobile Internet services based on Markov models","publication_year":2016,"publication_date":"2016-02-28","ids":{"openalex":"https://openalex.org/W2290589950","doi":"https://doi.org/10.1016/j.elerap.2016.02.002","mag":"2290589950"},"language":"en","primary_location":{"id":"doi:10.1016/j.elerap.2016.02.002","is_oa":false,"landing_page_url":"https://doi.org/10.1016/j.elerap.2016.02.002","pdf_url":null,"source":{"id":"https://openalex.org/S187709482","display_name":"Electronic Commerce Research and Applications","issn_l":"1567-4223","issn":["1567-4223","1873-7846"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Electronic Commerce Research and Applications","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/A5108046737","display_name":"Xiaohang Zhang","orcid":"https://orcid.org/0000-0002-5315-8712"},"institutions":[{"id":"https://openalex.org/I139759216","display_name":"Beijing University of Posts and Telecommunications","ror":"https://ror.org/04w9fbh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I139759216"]},{"id":"https://openalex.org/I27837315","display_name":"University of Michigan\u2013Ann Arbor","ror":"https://ror.org/00jmfr291","country_code":"US","type":"education","lineage":["https://openalex.org/I27837315"]}],"countries":["CN","US"],"is_corresponding":true,"raw_author_name":"Xiaohang Zhang","raw_affiliation_strings":["Department of Statistics, University of Michigan, Ann Arbor, MI 48109-1107, USA","School of Economics and Management, Beijing University of Posts and Telecommunications, Beijing 100876, China"],"affiliations":[{"raw_affiliation_string":"Department of Statistics, University of Michigan, Ann Arbor, MI 48109-1107, USA","institution_ids":["https://openalex.org/I27837315"]},{"raw_affiliation_string":"School of Economics and Management, Beijing University of Posts and Telecommunications, Beijing 100876, China","institution_ids":["https://openalex.org/I139759216"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101842485","display_name":"Cen Wang","orcid":"https://orcid.org/0000-0001-6034-4292"},"institutions":[{"id":"https://openalex.org/I139759216","display_name":"Beijing University of Posts and Telecommunications","ror":"https://ror.org/04w9fbh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I139759216"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Cenyue Wang","raw_affiliation_strings":["School of Economics and Management, Beijing University of Posts and Telecommunications, Beijing 100876, China"],"affiliations":[{"raw_affiliation_string":"School of Economics and Management, Beijing University of Posts and Telecommunications, Beijing 100876, China","institution_ids":["https://openalex.org/I139759216"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016933558","display_name":"Zhengren Li","orcid":"https://orcid.org/0000-0003-2908-2233"},"institutions":[{"id":"https://openalex.org/I139759216","display_name":"Beijing University of Posts and Telecommunications","ror":"https://ror.org/04w9fbh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I139759216"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhengren Li","raw_affiliation_strings":["School of Economics and Management, Beijing University of Posts and Telecommunications, Beijing 100876, China"],"affiliations":[{"raw_affiliation_string":"School of Economics and Management, Beijing University of Posts and Telecommunications, Beijing 100876, China","institution_ids":["https://openalex.org/I139759216"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101765550","display_name":"Ji Zhu","orcid":"https://orcid.org/0000-0002-7812-5378"},"institutions":[{"id":"https://openalex.org/I27837315","display_name":"University of Michigan\u2013Ann Arbor","ror":"https://ror.org/00jmfr291","country_code":"US","type":"education","lineage":["https://openalex.org/I27837315"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ji Zhu","raw_affiliation_strings":["Department of Statistics, University of Michigan, Ann Arbor, MI 48109-1107, USA"],"affiliations":[{"raw_affiliation_string":"Department of Statistics, University of Michigan, Ann Arbor, MI 48109-1107, USA","institution_ids":["https://openalex.org/I27837315"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102107430","display_name":"Wenhua Shi","orcid":null},"institutions":[{"id":"https://openalex.org/I139759216","display_name":"Beijing University of Posts and Telecommunications","ror":"https://ror.org/04w9fbh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I139759216"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wenhua Shi","raw_affiliation_strings":["School of Economics and Management, Beijing University of Posts and Telecommunications, Beijing 100876, China"],"affiliations":[{"raw_affiliation_string":"School of Economics and Management, Beijing University of Posts and Telecommunications, Beijing 100876, China","institution_ids":["https://openalex.org/I139759216"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5052782258","display_name":"Qi Wang","orcid":"https://orcid.org/0000-0003-3694-5826"},"institutions":[{"id":"https://openalex.org/I139759216","display_name":"Beijing University of Posts and Telecommunications","ror":"https://ror.org/04w9fbh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I139759216"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qi Wang","raw_affiliation_strings":["School of Economics and Management, Beijing University of Posts and Telecommunications, Beijing 100876, China"],"affiliations":[{"raw_affiliation_string":"School of Economics and Management, Beijing University of Posts and Telecommunications, Beijing 100876, China","institution_ids":["https://openalex.org/I139759216"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5108046737"],"corresponding_institution_ids":["https://openalex.org/I139759216","https://openalex.org/I27837315"],"apc_list":{"value":3050,"currency":"USD","value_usd":3050},"apc_paid":null,"fwci":11.0895,"has_fulltext":false,"cited_by_count":22,"citation_normalized_percentile":{"value":0.98137691,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":"17","issue":null,"first_page":"1","last_page":"11"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12016","display_name":"Web Data Mining and Analysis","score":0.9911999702453613,"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/T12016","display_name":"Web Data Mining and Analysis","score":0.9911999702453613,"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/T10203","display_name":"Recommender Systems and Techniques","score":0.9843999743461609,"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/T11980","display_name":"Human Mobility and Location-Based Analysis","score":0.9794999957084656,"subfield":{"id":"https://openalex.org/subfields/3313","display_name":"Transportation"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/the-internet","display_name":"The Internet","score":0.6585804224014282},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6465122699737549},{"id":"https://openalex.org/keywords/mobile-internet","display_name":"Mobile internet","score":0.6265792846679688},{"id":"https://openalex.org/keywords/service-provider","display_name":"Service provider","score":0.5657066702842712},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.5499831438064575},{"id":"https://openalex.org/keywords/service","display_name":"Service (business)","score":0.517632782459259},{"id":"https://openalex.org/keywords/markov-chain","display_name":"Markov chain","score":0.5141658782958984},{"id":"https://openalex.org/keywords/mobile-service","display_name":"Mobile service","score":0.4946574866771698},{"id":"https://openalex.org/keywords/markov-model","display_name":"Markov model","score":0.484307199716568},{"id":"https://openalex.org/keywords/mobile-qos","display_name":"Mobile QoS","score":0.47359445691108704},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.4440896213054657},{"id":"https://openalex.org/keywords/internet-privacy","display_name":"Internet privacy","score":0.40893033146858215},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.3001036047935486},{"id":"https://openalex.org/keywords/marketing","display_name":"Marketing","score":0.17810258269309998},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.13172903656959534},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.09587278962135315}],"concepts":[{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.6585804224014282},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6465122699737549},{"id":"https://openalex.org/C2985706004","wikidata":"https://www.wikidata.org/wiki/Q1043805","display_name":"Mobile internet","level":3,"score":0.6265792846679688},{"id":"https://openalex.org/C116537","wikidata":"https://www.wikidata.org/wiki/Q2169973","display_name":"Service provider","level":3,"score":0.5657066702842712},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.5499831438064575},{"id":"https://openalex.org/C2780378061","wikidata":"https://www.wikidata.org/wiki/Q25351891","display_name":"Service (business)","level":2,"score":0.517632782459259},{"id":"https://openalex.org/C98763669","wikidata":"https://www.wikidata.org/wiki/Q176645","display_name":"Markov chain","level":2,"score":0.5141658782958984},{"id":"https://openalex.org/C2780559388","wikidata":"https://www.wikidata.org/wiki/Q1247189","display_name":"Mobile service","level":3,"score":0.4946574866771698},{"id":"https://openalex.org/C163836022","wikidata":"https://www.wikidata.org/wiki/Q6771326","display_name":"Markov model","level":3,"score":0.484307199716568},{"id":"https://openalex.org/C169761439","wikidata":"https://www.wikidata.org/wiki/Q6886951","display_name":"Mobile QoS","level":4,"score":0.47359445691108704},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.4440896213054657},{"id":"https://openalex.org/C108827166","wikidata":"https://www.wikidata.org/wiki/Q175975","display_name":"Internet privacy","level":1,"score":0.40893033146858215},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.3001036047935486},{"id":"https://openalex.org/C162853370","wikidata":"https://www.wikidata.org/wiki/Q39809","display_name":"Marketing","level":1,"score":0.17810258269309998},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.13172903656959534},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.09587278962135315}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1016/j.elerap.2016.02.002","is_oa":false,"landing_page_url":"https://doi.org/10.1016/j.elerap.2016.02.002","pdf_url":null,"source":{"id":"https://openalex.org/S187709482","display_name":"Electronic Commerce Research and Applications","issn_l":"1567-4223","issn":["1567-4223","1873-7846"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Electronic Commerce Research and Applications","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2230723300","display_name":null,"funder_award_id":"71372194","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G265621831","display_name":null,"funder_award_id":"71371034","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G90137866","display_name":null,"funder_award_id":"NCET-13-0687","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320321470","display_name":"Beijing University of Posts and Telecommunications","ror":"https://ror.org/04w9fbh59"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":49,"referenced_works":["https://openalex.org/W195533127","https://openalex.org/W1489904087","https://openalex.org/W1716876189","https://openalex.org/W1919480245","https://openalex.org/W1965555277","https://openalex.org/W1974795463","https://openalex.org/W1975549563","https://openalex.org/W1976879913","https://openalex.org/W1987320421","https://openalex.org/W1998871699","https://openalex.org/W2007321142","https://openalex.org/W2014756888","https://openalex.org/W2016381774","https://openalex.org/W2039316620","https://openalex.org/W2069596138","https://openalex.org/W2071949631","https://openalex.org/W2072134708","https://openalex.org/W2074937974","https://openalex.org/W2075978670","https://openalex.org/W2086699924","https://openalex.org/W2088229392","https://openalex.org/W2089698443","https://openalex.org/W2093135704","https://openalex.org/W2096900716","https://openalex.org/W2105594594","https://openalex.org/W2119168550","https://openalex.org/W2125838338","https://openalex.org/W2126626732","https://openalex.org/W2127452957","https://openalex.org/W2133706639","https://openalex.org/W2140870987","https://openalex.org/W2141572089","https://openalex.org/W2143557214","https://openalex.org/W2147618390","https://openalex.org/W2150593711","https://openalex.org/W2160992488","https://openalex.org/W2161029186","https://openalex.org/W2184753479","https://openalex.org/W2333391202","https://openalex.org/W2381791519","https://openalex.org/W2913066018","https://openalex.org/W2989448192","https://openalex.org/W4255469293","https://openalex.org/W6607976765","https://openalex.org/W6644090246","https://openalex.org/W6668555569","https://openalex.org/W6669331752","https://openalex.org/W6681384065","https://openalex.org/W6683348965"],"related_works":["https://openalex.org/W1577320633","https://openalex.org/W1982342997","https://openalex.org/W2604317121","https://openalex.org/W2094659299","https://openalex.org/W3019424078","https://openalex.org/W3117634794","https://openalex.org/W2565234210","https://openalex.org/W2296861173","https://openalex.org/W2765605909","https://openalex.org/W2127199986"],"abstract_inverted_index":null,"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2024,"cited_by_count":1},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":2},{"year":2019,"cited_by_count":5},{"year":2018,"cited_by_count":6},{"year":2017,"cited_by_count":3},{"year":2016,"cited_by_count":2}],"updated_date":"2026-03-27T14:29:43.386196","created_date":"2025-10-10T00:00:00"}