{"id":"https://openalex.org/W2562414240","doi":"https://doi.org/10.1109/access.2016.2635805","title":"When Will You Have a New Mobile Phone? An Empirical Answer From Big Data","display_name":"When Will You Have a New Mobile Phone? An Empirical Answer From Big Data","publication_year":2016,"publication_date":"2016-01-01","ids":{"openalex":"https://openalex.org/W2562414240","doi":"https://doi.org/10.1109/access.2016.2635805","mag":"2562414240"},"language":"en","primary_location":{"id":"doi:10.1109/access.2016.2635805","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2016.2635805","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/7419931/07784768.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://ieeexplore.ieee.org/ielx7/6287639/7419931/07784768.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5101863174","display_name":"Qingli Ma","orcid":"https://orcid.org/0000-0002-5424-7549"},"institutions":[{"id":"https://openalex.org/I126520041","display_name":"University of Science and Technology of China","ror":"https://ror.org/04c4dkn09","country_code":"CN","type":"education","lineage":["https://openalex.org/I126520041","https://openalex.org/I19820366"]},{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qingli Ma","raw_affiliation_strings":["Key Laboratory of Wireless-Optical Communications, Chinese Academy of Sciences University of Science and Technology of China, Hefei, China"],"raw_orcid":"https://orcid.org/0000-0002-5424-7549","affiliations":[{"raw_affiliation_string":"Key Laboratory of Wireless-Optical Communications, Chinese Academy of Sciences University of Science and Technology of China, Hefei, China","institution_ids":["https://openalex.org/I126520041","https://openalex.org/I19820366"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002524087","display_name":"Sihai Zhang","orcid":"https://orcid.org/0000-0001-5758-2169"},"institutions":[{"id":"https://openalex.org/I126520041","display_name":"University of Science and Technology of China","ror":"https://ror.org/04c4dkn09","country_code":"CN","type":"education","lineage":["https://openalex.org/I126520041","https://openalex.org/I19820366"]},{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Sihai Zhang","raw_affiliation_strings":["Key Laboratory of Wireless-Optical Communications, Chinese Academy of Sciences University of Science and Technology of China, Hefei, China"],"raw_orcid":"https://orcid.org/0000-0001-5758-2169","affiliations":[{"raw_affiliation_string":"Key Laboratory of Wireless-Optical Communications, Chinese Academy of Sciences University of Science and Technology of China, Hefei, China","institution_ids":["https://openalex.org/I126520041","https://openalex.org/I19820366"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065141875","display_name":"Wuyang Zhou","orcid":"https://orcid.org/0000-0003-2229-2852"},"institutions":[{"id":"https://openalex.org/I126520041","display_name":"University of Science and Technology of China","ror":"https://ror.org/04c4dkn09","country_code":"CN","type":"education","lineage":["https://openalex.org/I126520041","https://openalex.org/I19820366"]},{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wuyang Zhou","raw_affiliation_strings":["Key Laboratory of Wireless-Optical Communications, Chinese Academy of Sciences University of Science and Technology of China, Hefei, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Key Laboratory of Wireless-Optical Communications, Chinese Academy of Sciences University of Science and Technology of China, Hefei, China","institution_ids":["https://openalex.org/I126520041","https://openalex.org/I19820366"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005228053","display_name":"Shui Yu","orcid":"https://orcid.org/0000-0003-4485-6743"},"institutions":[{"id":"https://openalex.org/I149704539","display_name":"Deakin University","ror":"https://ror.org/02czsnj07","country_code":"AU","type":"education","lineage":["https://openalex.org/I149704539"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Shui Yu","raw_affiliation_strings":["School of Information Technology, Deakin University, Melbourne, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information Technology, Deakin University, Melbourne, Australia","institution_ids":["https://openalex.org/I149704539"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101504222","display_name":"Chonggang Wang","orcid":"https://orcid.org/0000-0002-6691-5233"},"institutions":[{"id":"https://openalex.org/I36326968","display_name":"InterDigital (United States)","ror":"https://ror.org/02w335z67","country_code":"US","type":"company","lineage":["https://openalex.org/I36326968"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Chonggang Wang","raw_affiliation_strings":["InterDigital Communication, Pennsylvania, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"InterDigital Communication, Pennsylvania, USA","institution_ids":["https://openalex.org/I36326968"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":4.2228,"has_fulltext":true,"cited_by_count":11,"citation_normalized_percentile":{"value":0.94188854,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":"4","issue":null,"first_page":"10147","last_page":"10157"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12384","display_name":"Customer churn and segmentation","score":0.9983999729156494,"subfield":{"id":"https://openalex.org/subfields/1406","display_name":"Marketing"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T12384","display_name":"Customer churn and segmentation","score":0.9983999729156494,"subfield":{"id":"https://openalex.org/subfields/1406","display_name":"Marketing"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11161","display_name":"Consumer Market Behavior and Pricing","score":0.992900013923645,"subfield":{"id":"https://openalex.org/subfields/1406","display_name":"Marketing"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11980","display_name":"Human Mobility and Location-Based Analysis","score":0.992900013923645,"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/computer-science","display_name":"Computer science","score":0.8005225658416748},{"id":"https://openalex.org/keywords/mobile-phone","display_name":"Mobile phone","score":0.6470034122467041},{"id":"https://openalex.org/keywords/event","display_name":"Event (particle physics)","score":0.5920591354370117},{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.5336692333221436},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.47241368889808655},{"id":"https://openalex.org/keywords/mobile-telephony","display_name":"Mobile telephony","score":0.4693993628025055},{"id":"https://openalex.org/keywords/revenue","display_name":"Revenue","score":0.4558999240398407},{"id":"https://openalex.org/keywords/mobile-computing","display_name":"Mobile computing","score":0.42969322204589844},{"id":"https://openalex.org/keywords/phone","display_name":"Phone","score":0.4249982535839081},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.4205951690673828},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3953648805618286},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.178024560213089},{"id":"https://openalex.org/keywords/mobile-radio","display_name":"Mobile radio","score":0.17305389046669006}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8005225658416748},{"id":"https://openalex.org/C2777421447","wikidata":"https://www.wikidata.org/wiki/Q17517","display_name":"Mobile phone","level":2,"score":0.6470034122467041},{"id":"https://openalex.org/C2779662365","wikidata":"https://www.wikidata.org/wiki/Q5416694","display_name":"Event (particle physics)","level":2,"score":0.5920591354370117},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.5336692333221436},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.47241368889808655},{"id":"https://openalex.org/C95491727","wikidata":"https://www.wikidata.org/wiki/Q992968","display_name":"Mobile telephony","level":3,"score":0.4693993628025055},{"id":"https://openalex.org/C195487862","wikidata":"https://www.wikidata.org/wiki/Q850210","display_name":"Revenue","level":2,"score":0.4558999240398407},{"id":"https://openalex.org/C144543869","wikidata":"https://www.wikidata.org/wiki/Q2738570","display_name":"Mobile computing","level":2,"score":0.42969322204589844},{"id":"https://openalex.org/C2778707766","wikidata":"https://www.wikidata.org/wiki/Q202064","display_name":"Phone","level":2,"score":0.4249982535839081},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4205951690673828},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3953648805618286},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.178024560213089},{"id":"https://openalex.org/C2781307350","wikidata":"https://www.wikidata.org/wiki/Q6887221","display_name":"Mobile radio","level":2,"score":0.17305389046669006},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C121955636","wikidata":"https://www.wikidata.org/wiki/Q4116214","display_name":"Accounting","level":1,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1109/access.2016.2635805","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2016.2635805","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/7419931/07784768.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:efad59cf41344c8c9892a79406da36d3","is_oa":true,"landing_page_url":"https://doaj.org/article/efad59cf41344c8c9892a79406da36d3","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","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":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 4, Pp 10147-10157 (2016)","raw_type":"article"},{"id":"pmh:oai:dro.deakin.edu.au:DU:30092575","is_oa":false,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4306402457","display_name":"Deakin Research Online (Deakin University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I149704539","host_organization_name":"Deakin University","host_organization_lineage":["https://openalex.org/I149704539"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Journal Article"},{"id":"pmh:oai:figshare.com:article/20855515","is_oa":true,"landing_page_url":"https://figshare.com/articles/journal_contribution/When_will_you_have_a_new_mobile_phone_An_empirical_answer_from_big_data/20855515","pdf_url":null,"source":{"id":"https://openalex.org/S4377196282","display_name":"Figshare","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210132348","host_organization_name":"Figshare (United Kingdom)","host_organization_lineage":["https://openalex.org/I4210132348"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Text"}],"best_oa_location":{"id":"doi:10.1109/access.2016.2635805","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2016.2635805","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/7419931/07784768.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.44999998807907104,"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure"}],"awards":[{"id":"https://openalex.org/G3730135242","display_name":null,"funder_award_id":"61461136002","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6584467970","display_name":null,"funder_award_id":"61631018","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7033416326","display_name":null,"funder_award_id":"2014AA01A707","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/F4320335787","display_name":"Fundamental Research Funds for the Central Universities","ror":null}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2562414240.pdf","grobid_xml":"https://content.openalex.org/works/W2562414240.grobid-xml"},"referenced_works_count":47,"referenced_works":["https://openalex.org/W1122134460","https://openalex.org/W1514907448","https://openalex.org/W1581587400","https://openalex.org/W1974983646","https://openalex.org/W1990655238","https://openalex.org/W1995491717","https://openalex.org/W2010415693","https://openalex.org/W2028843360","https://openalex.org/W2033609349","https://openalex.org/W2061798849","https://openalex.org/W2067594023","https://openalex.org/W2078704831","https://openalex.org/W2090135786","https://openalex.org/W2096451472","https://openalex.org/W2106525823","https://openalex.org/W2122379760","https://openalex.org/W2123458540","https://openalex.org/W2126401726","https://openalex.org/W2128154306","https://openalex.org/W2128406786","https://openalex.org/W2140190241","https://openalex.org/W2141975087","https://openalex.org/W2148143831","https://openalex.org/W2150755264","https://openalex.org/W2154260987","https://openalex.org/W2157954477","https://openalex.org/W2164684831","https://openalex.org/W2165837041","https://openalex.org/W2166505383","https://openalex.org/W2417915283","https://openalex.org/W2422209597","https://openalex.org/W2422369062","https://openalex.org/W2505400317","https://openalex.org/W2522626811","https://openalex.org/W2567049341","https://openalex.org/W2588984225","https://openalex.org/W2998216295","https://openalex.org/W2998768810","https://openalex.org/W3112132628","https://openalex.org/W4233588482","https://openalex.org/W4285719527","https://openalex.org/W6626854246","https://openalex.org/W6630611256","https://openalex.org/W6634946259","https://openalex.org/W6733646430","https://openalex.org/W7018251230","https://openalex.org/W7066667914"],"related_works":["https://openalex.org/W2792021786","https://openalex.org/W184503604","https://openalex.org/W3212733659","https://openalex.org/W3139163873","https://openalex.org/W2896203871","https://openalex.org/W3097326233","https://openalex.org/W2046852935","https://openalex.org/W4210272022","https://openalex.org/W1844259124","https://openalex.org/W1974440652"],"abstract_inverted_index":{"When":[0],"and":[1,24,31,46,75,93,149],"why":[2],"people":[3,101],"change":[4,106],"their":[5,107],"mobile":[6,12,29,57],"phones":[7,108,114,120],"are":[8,96,111],"important":[9,69,80],"issues":[10],"in":[11,82,175],"communications":[13],"industry,":[14],"because":[15],"it":[16],"will":[17],"impact":[18],"greatly":[19],"on":[20,56,133],"the":[21,48,83,87,113,117,127,176],"marketing":[22],"strategy":[23],"revenue":[25],"estimation":[26],"for":[27,98],"both":[28],"operators":[30],"manufactures.":[32],"It":[33],"is":[34],"a":[35],"promising":[36],"way":[37],"to":[38,44,105,116,145,160],"take":[39],"use":[40],"of":[41,129],"big":[42,59],"data":[43],"analyze":[45],"predict":[47],"phone":[49,94,134,163],"changing":[50,95,135,164],"event.":[51,165],"In":[52],"this":[53],"paper,":[54],"based":[55],"user":[58,84],"data,":[60],"first":[61],"through":[62],"statistical":[63],"analysis,":[64],"we":[65,125],"find":[66],"that":[67],"three":[68,138],"probability":[70],"distributions,":[71],"i.e.,":[72],"power-law,":[73],"log-normal,":[74],"geometric":[76],"distribution,":[77],"play":[78],"an":[79],"role":[81],"behaviors.":[85],"Second,":[86],"relationships":[88],"between":[89],"eight":[90],"selected":[91],"attributes":[92],"built,":[97],"example,":[99],"young":[100],"have":[102],"greater":[103],"intention":[104],"if":[109],"they":[110],"using":[112],"belonging":[115],"low":[118],"occupancy":[119],"or":[121],"feature":[122],"phones.":[123],"Third,":[124],"verified":[126],"performance":[128],"four":[130],"prediction":[131,182],"models":[132],"event":[136],"under":[137],"scenarios.":[139],"Information":[140],"gain":[141],"ratio":[142],"was":[143],"used":[144,159],"implement":[146],"attribute":[147],"selection":[148],"then":[150],"sampling":[151],"method,":[152],"cost-sensitive":[153],"together":[154],"with":[155],"standard":[156],"classifiers":[157],"were":[158],"solve":[161],"imbalanced":[162],"Experiment":[166],"results":[167],"show":[168],"our":[169],"proposed":[170],"enhanced":[171],"backpropagation":[172],"neural":[173],"network":[174],"undersampling":[177],"scenario":[178],"can":[179],"attain":[180],"better":[181],"performance.":[183]},"counts_by_year":[{"year":2022,"cited_by_count":2},{"year":2020,"cited_by_count":1},{"year":2019,"cited_by_count":3},{"year":2018,"cited_by_count":3},{"year":2017,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
