{"id":"https://openalex.org/W2981745742","doi":"https://doi.org/10.23919/wmnc.2019.8881721","title":"Towards Long-Term Coverage and Video Users Satisfaction Prediction in Cellular Networks","display_name":"Towards Long-Term Coverage and Video Users Satisfaction Prediction in Cellular Networks","publication_year":2019,"publication_date":"2019-09-01","ids":{"openalex":"https://openalex.org/W2981745742","doi":"https://doi.org/10.23919/wmnc.2019.8881721","mag":"2981745742"},"language":"en","primary_location":{"id":"doi:10.23919/wmnc.2019.8881721","is_oa":false,"landing_page_url":"https://doi.org/10.23919/wmnc.2019.8881721","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 12th IFIP Wireless and Mobile Networking Conference (WMNC)","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"http://hdl.handle.net/11311/1118561","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5023564578","display_name":"Andrea Pimpinella","orcid":"https://orcid.org/0000-0003-2846-2795"},"institutions":[{"id":"https://openalex.org/I93860229","display_name":"Politecnico di Milano","ror":"https://ror.org/01nffqt88","country_code":"IT","type":"education","lineage":["https://openalex.org/I93860229"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Andrea Pimpinella","raw_affiliation_strings":["Dipt. Elettronica, Informazione e Bioingegneria, Politecnico di Milano, Milan, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dipt. Elettronica, Informazione e Bioingegneria, Politecnico di Milano, Milan, Italy","institution_ids":["https://openalex.org/I93860229"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075395997","display_name":"Alessandro E. C. Redondi","orcid":"https://orcid.org/0000-0001-7267-7908"},"institutions":[{"id":"https://openalex.org/I93860229","display_name":"Politecnico di Milano","ror":"https://ror.org/01nffqt88","country_code":"IT","type":"education","lineage":["https://openalex.org/I93860229"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Alessandro E. C. Redondi","raw_affiliation_strings":["Dipt. Elettronica, Informazione e Bioingegneria, Politecnico di Milano, Milan, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dipt. Elettronica, Informazione e Bioingegneria, Politecnico di Milano, Milan, Italy","institution_ids":["https://openalex.org/I93860229"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5030365038","display_name":"Iacopo Galimberti","orcid":null},"institutions":[{"id":"https://openalex.org/I74316835","display_name":"Vodafone (United Kingdom)","ror":"https://ror.org/01v7jrq42","country_code":"GB","type":"company","lineage":["https://openalex.org/I74316835"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Iacopo Galimberti","raw_affiliation_strings":["Vodafone Group, Network Engineering and Delivery"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Vodafone Group, Network Engineering and Delivery","institution_ids":["https://openalex.org/I74316835"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081229909","display_name":"Francesco Foglia","orcid":null},"institutions":[{"id":"https://openalex.org/I74316835","display_name":"Vodafone (United Kingdom)","ror":"https://ror.org/01v7jrq42","country_code":"GB","type":"company","lineage":["https://openalex.org/I74316835"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Francesco Foglia","raw_affiliation_strings":["Vodafone Group, Network Engineering and Delivery"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Vodafone Group, Network Engineering and Delivery","institution_ids":["https://openalex.org/I74316835"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5027064467","display_name":"Luisa Venturini","orcid":null},"institutions":[{"id":"https://openalex.org/I74316835","display_name":"Vodafone (United Kingdom)","ror":"https://ror.org/01v7jrq42","country_code":"GB","type":"company","lineage":["https://openalex.org/I74316835"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Luisa Venturini","raw_affiliation_strings":["Vodafone Group, Network Engineering and Delivery"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Vodafone Group, Network Engineering and Delivery","institution_ids":["https://openalex.org/I74316835"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"146","last_page":"153"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11165","display_name":"Image and Video Quality Assessment","score":0.9997000098228455,"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":0.9997000098228455,"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/T10138","display_name":"Network Traffic and Congestion Control","score":0.9908000230789185,"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"}},{"id":"https://openalex.org/T11478","display_name":"Caching and Content Delivery","score":0.988099992275238,"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/leverage","display_name":"Leverage (statistics)","score":0.8648459911346436},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8067905902862549},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.657365083694458},{"id":"https://openalex.org/keywords/term","display_name":"Term (time)","score":0.6140356063842773},{"id":"https://openalex.org/keywords/user-satisfaction","display_name":"User satisfaction","score":0.612443208694458},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5239786505699158},{"id":"https://openalex.org/keywords/video-streaming","display_name":"Video streaming","score":0.5168881416320801},{"id":"https://openalex.org/keywords/point","display_name":"Point (geometry)","score":0.45704418420791626},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4271897077560425},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3418691158294678},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.32145190238952637},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.2888064384460449},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.08493801951408386}],"concepts":[{"id":"https://openalex.org/C153083717","wikidata":"https://www.wikidata.org/wiki/Q6535263","display_name":"Leverage (statistics)","level":2,"score":0.8648459911346436},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8067905902862549},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.657365083694458},{"id":"https://openalex.org/C61797465","wikidata":"https://www.wikidata.org/wiki/Q1188986","display_name":"Term (time)","level":2,"score":0.6140356063842773},{"id":"https://openalex.org/C3017893058","wikidata":"https://www.wikidata.org/wiki/Q999278","display_name":"User satisfaction","level":2,"score":0.612443208694458},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5239786505699158},{"id":"https://openalex.org/C2986160907","wikidata":"https://www.wikidata.org/wiki/Q220499","display_name":"Video streaming","level":2,"score":0.5168881416320801},{"id":"https://openalex.org/C28719098","wikidata":"https://www.wikidata.org/wiki/Q44946","display_name":"Point (geometry)","level":2,"score":0.45704418420791626},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4271897077560425},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3418691158294678},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.32145190238952637},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.2888064384460449},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.08493801951408386},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"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/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.23919/wmnc.2019.8881721","is_oa":false,"landing_page_url":"https://doi.org/10.23919/wmnc.2019.8881721","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 12th IFIP Wireless and Mobile Networking Conference (WMNC)","raw_type":"proceedings-article"},{"id":"pmh:oai:aisberg.unibg.it:10446/263889","is_oa":false,"landing_page_url":"https://hdl.handle.net/10446/263889","pdf_url":null,"source":{"id":"https://openalex.org/S4377196347","display_name":"Aisberg (University of Bergamo)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I11039511","host_organization_name":"University of Bergamo","host_organization_lineage":["https://openalex.org/I11039511"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"info:eu-repo/semantics/conferenceObject"},{"id":"pmh:oai:re.public.polimi.it:11311/1118561","is_oa":true,"landing_page_url":"http://hdl.handle.net/11311/1118561","pdf_url":null,"source":{"id":"https://openalex.org/S4306400312","display_name":"Virtual Community of Pathological Anatomy (University of Castilla La Mancha)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I79189158","host_organization_name":"University of Castilla-La Mancha","host_organization_lineage":["https://openalex.org/I79189158"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"info:eu-repo/semantics/conferenceObject"}],"best_oa_location":{"id":"pmh:oai:re.public.polimi.it:11311/1118561","is_oa":true,"landing_page_url":"http://hdl.handle.net/11311/1118561","pdf_url":null,"source":{"id":"https://openalex.org/S4306400312","display_name":"Virtual Community of Pathological Anatomy (University of Castilla La Mancha)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I79189158","host_organization_name":"University of Castilla-La Mancha","host_organization_lineage":["https://openalex.org/I79189158"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"info:eu-repo/semantics/conferenceObject"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":13,"referenced_works":["https://openalex.org/W1969384713","https://openalex.org/W1974561310","https://openalex.org/W2026549660","https://openalex.org/W2122735016","https://openalex.org/W2140050405","https://openalex.org/W2331829983","https://openalex.org/W2461425199","https://openalex.org/W2555248751","https://openalex.org/W2610855322","https://openalex.org/W2727698908","https://openalex.org/W2742251916","https://openalex.org/W2781995371","https://openalex.org/W2898499449"],"related_works":["https://openalex.org/W42295635","https://openalex.org/W1973996291","https://openalex.org/W2330575325","https://openalex.org/W4388747848","https://openalex.org/W2163803519","https://openalex.org/W2497592525","https://openalex.org/W2787993192","https://openalex.org/W3096145648","https://openalex.org/W3197510923","https://openalex.org/W2370579019"],"abstract_inverted_index":{"Network":[0],"operators":[1],"are":[2,61],"interested":[3],"in":[4],"continuously":[5],"monitoring":[6],"the":[7,14,32,36,85,111],"satisfaction":[8,39,89],"of":[9,34],"their":[10],"customers":[11],"to":[12,41,57,64,106,109],"minimise":[13],"churn":[15],"rate:":[16],"however,":[17],"collecting":[18],"user":[19,38,88],"feedbacks":[20],"through":[21],"surveys":[22],"is":[23,78,94],"a":[24,95],"cumbersome":[25],"task.":[26],"In":[27],"this":[28],"work":[29],"we":[30,99],"explore":[31],"possibility":[33],"predicting":[35],"long-term":[37,87],"relative":[40],"network":[42,50,92],"coverage":[43],"and":[44,80],"video":[45],"streaming":[46],"starting":[47],"from":[48,91],"user-side":[49],"measurements":[51,93],"only.":[52],"We":[53],"leverage":[54],"country-wide":[55],"datasets":[56],"engineer":[58],"features":[59],"which":[60],"then":[62],"used":[63],"train":[65],"several":[66],"machine":[67],"learning":[68],"models.":[69],"The":[70],"obtained":[71],"results":[72],"suggest":[73],"that,":[74],"although":[75],"some":[76],"correlation":[77],"visible":[79],"could":[81],"be":[82,107],"exploited":[83],"by":[84],"classifiers,":[86],"prediction":[90,112],"very":[96],"challenging":[97],"task:":[98],"therefore":[100],"point":[101],"out":[102],"possible":[103],"action":[104],"points":[105],"implemented":[108],"improve":[110],"results.":[113]},"counts_by_year":[{"year":2023,"cited_by_count":1},{"year":2021,"cited_by_count":2}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}