{"id":"https://openalex.org/W2772289118","doi":"https://doi.org/10.1109/wcsp.2017.8171030","title":"IPTV user QoE prediction based on the LSTM network","display_name":"IPTV user QoE prediction based on the LSTM network","publication_year":2017,"publication_date":"2017-10-01","ids":{"openalex":"https://openalex.org/W2772289118","doi":"https://doi.org/10.1109/wcsp.2017.8171030","mag":"2772289118"},"language":"en","primary_location":{"id":"doi:10.1109/wcsp.2017.8171030","is_oa":false,"landing_page_url":"https://doi.org/10.1109/wcsp.2017.8171030","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2017 9th International Conference on Wireless Communications and Signal Processing (WCSP)","raw_type":"proceedings-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/A5087408512","display_name":"Jiali Mao","orcid":"https://orcid.org/0000-0002-7235-2326"},"institutions":[{"id":"https://openalex.org/I41198531","display_name":"Nanjing University of Posts and Telecommunications","ror":"https://ror.org/043bpky34","country_code":"CN","type":"education","lineage":["https://openalex.org/I41198531"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Jiali Mao","raw_affiliation_strings":["College of Telecommunications & Information Engineering, Nanjing University of Posts and Telecommunications, China","College of Telecommunications & Information Engineering, Nanjing University of Posts and Telecommunications, China"],"affiliations":[{"raw_affiliation_string":"College of Telecommunications & Information Engineering, Nanjing University of Posts and Telecommunications, China","institution_ids":["https://openalex.org/I41198531"]},{"raw_affiliation_string":"College of Telecommunications & Information Engineering, Nanjing University of Posts and Telecommunications, China","institution_ids":["https://openalex.org/I41198531"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102706482","display_name":"Ruochen Huang","orcid":"https://orcid.org/0009-0006-5297-2970"},"institutions":[{"id":"https://openalex.org/I41198531","display_name":"Nanjing University of Posts and Telecommunications","ror":"https://ror.org/043bpky34","country_code":"CN","type":"education","lineage":["https://openalex.org/I41198531"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ruochen Huang","raw_affiliation_strings":["College of Telecommunications & Information Engineering, Nanjing University of Posts and Telecommunications, China","College of Telecommunications & Information Engineering, Nanjing University of Posts and Telecommunications, China"],"affiliations":[{"raw_affiliation_string":"College of Telecommunications & Information Engineering, Nanjing University of Posts and Telecommunications, China","institution_ids":["https://openalex.org/I41198531"]},{"raw_affiliation_string":"College of Telecommunications & Information Engineering, Nanjing University of Posts and Telecommunications, China","institution_ids":["https://openalex.org/I41198531"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040173124","display_name":"Xin Wei","orcid":"https://orcid.org/0000-0001-6183-2298"},"institutions":[{"id":"https://openalex.org/I41198531","display_name":"Nanjing University of Posts and Telecommunications","ror":"https://ror.org/043bpky34","country_code":"CN","type":"education","lineage":["https://openalex.org/I41198531"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xin Wei","raw_affiliation_strings":["College of Telecommunications & Information Engineering, Nanjing University of Posts and Telecommunications, China","National Engineering Research Center of Communications and Networking (NUPT), China","College of Telecommunications & Information Engineering, Nanjing University of Posts and Telecommunications, China"],"affiliations":[{"raw_affiliation_string":"College of Telecommunications & Information Engineering, Nanjing University of Posts and Telecommunications, China","institution_ids":["https://openalex.org/I41198531"]},{"raw_affiliation_string":"National Engineering Research Center of Communications and Networking (NUPT), China","institution_ids":[]},{"raw_affiliation_string":"College of Telecommunications & Information Engineering, Nanjing University of Posts and Telecommunications, China","institution_ids":["https://openalex.org/I41198531"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042142440","display_name":"Qiuxia Bao","orcid":null},"institutions":[{"id":"https://openalex.org/I41198531","display_name":"Nanjing University of Posts and Telecommunications","ror":"https://ror.org/043bpky34","country_code":"CN","type":"education","lineage":["https://openalex.org/I41198531"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qiuxia Bao","raw_affiliation_strings":["College of Telecommunications & Information Engineering, Nanjing University of Posts and Telecommunications, China","College of Telecommunications & Information Engineering, Nanjing University of Posts and Telecommunications, China"],"affiliations":[{"raw_affiliation_string":"College of Telecommunications & Information Engineering, Nanjing University of Posts and Telecommunications, China","institution_ids":["https://openalex.org/I41198531"]},{"raw_affiliation_string":"College of Telecommunications & Information Engineering, Nanjing University of Posts and Telecommunications, China","institution_ids":["https://openalex.org/I41198531"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100528032","display_name":"Zhenjiang Dong","orcid":"https://orcid.org/0009-0001-1213-8686"},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]},{"id":"https://openalex.org/I4210098582","display_name":"ZTE (China)","ror":"https://ror.org/00rjhhq63","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210098582"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhenjiang Dong","raw_affiliation_strings":["School of Electronic Information and Electrical Engineering, Shanghai Jiao Tong University, China","ZTE Corporation, Cloud & IT Institute, China"],"affiliations":[{"raw_affiliation_string":"School of Electronic Information and Electrical Engineering, Shanghai Jiao Tong University, China","institution_ids":["https://openalex.org/I183067930"]},{"raw_affiliation_string":"ZTE Corporation, Cloud & IT Institute, China","institution_ids":["https://openalex.org/I4210098582"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5073527013","display_name":"Yi Qian","orcid":"https://orcid.org/0000-0001-5671-916X"},"institutions":[{"id":"https://openalex.org/I114395901","display_name":"University of Nebraska\u2013Lincoln","ror":"https://ror.org/043mer456","country_code":"US","type":"education","lineage":["https://openalex.org/I114395901"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yi Qian","raw_affiliation_strings":["Department of Computer and Electronics Engineering, University of Nebraska-Lincoln, USA"],"affiliations":[{"raw_affiliation_string":"Department of Computer and Electronics Engineering, University of Nebraska-Lincoln, USA","institution_ids":["https://openalex.org/I114395901"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5087408512"],"corresponding_institution_ids":["https://openalex.org/I41198531"],"apc_list":null,"apc_paid":null,"fwci":0.091,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.4891439,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11165","display_name":"Image and Video Quality Assessment","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T11165","display_name":"Image and Video Quality Assessment","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T12720","display_name":"Multimedia Communication and Technology","score":0.9828000068664551,"subfield":{"id":"https://openalex.org/subfields/3312","display_name":"Sociology and Political Science"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T13731","display_name":"Advanced Computing and Algorithms","score":0.9828000068664551,"subfield":{"id":"https://openalex.org/subfields/3322","display_name":"Urban Studies"},"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/iptv","display_name":"IPTV","score":0.9837371110916138},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.868622899055481},{"id":"https://openalex.org/keywords/quality-of-experience","display_name":"Quality of experience","score":0.857025146484375},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.5841801166534424},{"id":"https://openalex.org/keywords/the-internet","display_name":"The Internet","score":0.4779103696346283},{"id":"https://openalex.org/keywords/internet-protocol","display_name":"Internet Protocol","score":0.4689599573612213},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.44555240869522095},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.4387708902359009},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.4303399920463562},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.41383546590805054},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3991902768611908},{"id":"https://openalex.org/keywords/quality-of-service","display_name":"Quality of service","score":0.23687875270843506},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.09901216626167297}],"concepts":[{"id":"https://openalex.org/C2776855496","wikidata":"https://www.wikidata.org/wiki/Q177518","display_name":"IPTV","level":2,"score":0.9837371110916138},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.868622899055481},{"id":"https://openalex.org/C2779333187","wikidata":"https://www.wikidata.org/wiki/Q3132648","display_name":"Quality of experience","level":3,"score":0.857025146484375},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.5841801166534424},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.4779103696346283},{"id":"https://openalex.org/C35341882","wikidata":"https://www.wikidata.org/wiki/Q8795","display_name":"Internet Protocol","level":3,"score":0.4689599573612213},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.44555240869522095},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.4387708902359009},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.4303399920463562},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.41383546590805054},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3991902768611908},{"id":"https://openalex.org/C5119721","wikidata":"https://www.wikidata.org/wiki/Q220501","display_name":"Quality of service","level":2,"score":0.23687875270843506},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.09901216626167297}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/wcsp.2017.8171030","is_oa":false,"landing_page_url":"https://doi.org/10.1109/wcsp.2017.8171030","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2017 9th International Conference on Wireless Communications and Signal Processing (WCSP)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":24,"referenced_works":["https://openalex.org/W6908809","https://openalex.org/W1522301498","https://openalex.org/W2001140515","https://openalex.org/W2064675550","https://openalex.org/W2086253016","https://openalex.org/W2118978333","https://openalex.org/W2147481465","https://openalex.org/W2152060900","https://openalex.org/W2309023520","https://openalex.org/W2324322556","https://openalex.org/W2327187098","https://openalex.org/W2341236332","https://openalex.org/W2351381307","https://openalex.org/W2406799407","https://openalex.org/W2566053671","https://openalex.org/W2588161617","https://openalex.org/W2610203587","https://openalex.org/W2919115771","https://openalex.org/W2963355447","https://openalex.org/W2964121744","https://openalex.org/W6600284362","https://openalex.org/W6631190155","https://openalex.org/W6677954473","https://openalex.org/W6748741174"],"related_works":["https://openalex.org/W2775175000","https://openalex.org/W2772289118","https://openalex.org/W2354113885","https://openalex.org/W2076133157","https://openalex.org/W2136238146","https://openalex.org/W2977877882","https://openalex.org/W2073466430","https://openalex.org/W2269355511","https://openalex.org/W2068552192","https://openalex.org/W2417849846"],"abstract_inverted_index":{"With":[0],"the":[1,27,30,34,58,70,85,95,98,119],"rapid":[2],"development":[3],"of":[4,16,21,97,103],"Internet":[5],"Protocol":[6],"Television":[7],"(IPTV),":[8],"operators":[9],"are":[10],"more":[11],"interested":[12],"in":[13,45,125],"user":[14,31,52],"Quality":[15],"Experience":[17],"(QoE).":[18],"The":[19],"aim":[20],"QoE":[22,32,53,90,126],"prediction":[23,54],"is":[24],"to":[25,88,101],"study":[26],"relationship":[28],"between":[29],"and":[33,68,79,111],"features":[35,75],"selected":[36],"from":[37,77],"IPTV":[38,51],"set-top":[39],"box.":[40],"To":[41],"handle":[42],"this":[43,46],"issue,":[44],"paper,":[47],"we":[48,65,83,93],"propose":[49],"an":[50],"algorithm":[55,100,121],"based":[56],"on":[57],"long":[59],"short-term":[60],"memory":[61],"(LSTM)":[62],"network.":[63,114],"Specifically,":[64],"firstly":[66],"collect":[67],"analyze":[69],"dataset,":[71],"selecting":[72],"some":[73],"important":[74],"both":[76],"subjective":[78],"objective":[80],"aspects.":[81],"Then":[82],"use":[84],"LSTM":[86],"network":[87],"perform":[89],"modeling.":[91],"Finally,":[92],"compare":[94],"performance":[96,124],"proposed":[99,120],"those":[102],"k-nearest":[104],"neighbor":[105],"(KNN),":[106],"support":[107],"vector":[108],"machine":[109],"(SVM)":[110],"conventional":[112],"neural":[113],"Experimental":[115],"results":[116],"show":[117],"that":[118],"presents":[122],"high":[123],"prediction.":[127]},"counts_by_year":[{"year":2023,"cited_by_count":1},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}