{"id":"https://openalex.org/W2620788719","doi":"https://doi.org/10.1007/s11042-017-4870-z","title":"Challenges of future multimedia QoE monitoring for internet service providers","display_name":"Challenges of future multimedia QoE monitoring for internet service providers","publication_year":2017,"publication_date":"2017-06-02","ids":{"openalex":"https://openalex.org/W2620788719","doi":"https://doi.org/10.1007/s11042-017-4870-z","mag":"2620788719"},"language":"en","primary_location":{"id":"doi:10.1007/s11042-017-4870-z","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s11042-017-4870-z","pdf_url":"https://link.springer.com/content/pdf/10.1007%2Fs11042-017-4870-z.pdf","source":{"id":"https://openalex.org/S110206669","display_name":"Multimedia Tools and Applications","issn_l":"1380-7501","issn":["1380-7501","1573-7721"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Multimedia Tools and Applications","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007%2Fs11042-017-4870-z.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5046079772","display_name":"Werner Robitza","orcid":"https://orcid.org/0000-0002-3698-9776"},"institutions":[{"id":"https://openalex.org/I4210093367","display_name":"Deutsche Telekom (Germany)","ror":"https://ror.org/00m8prc86","country_code":"DE","type":"company","lineage":["https://openalex.org/I4210093367"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Werner Robitza","raw_affiliation_strings":["Telekom Innovation Laboratories, Deutsche Telekom AG, Ernst-Reuter-Platz 7, 10587, Berlin, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Telekom Innovation Laboratories, Deutsche Telekom AG, Ernst-Reuter-Platz 7, 10587, Berlin, Germany","institution_ids":["https://openalex.org/I4210093367"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056472897","display_name":"Arslan Ahmad","orcid":"https://orcid.org/0000-0002-3979-5870"},"institutions":[{"id":"https://openalex.org/I172446870","display_name":"University of Cagliari","ror":"https://ror.org/003109y17","country_code":"IT","type":"education","lineage":["https://openalex.org/I172446870"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Arslan Ahmad","raw_affiliation_strings":["Department of Electrical and Electronic Engineering, University of Cagliari, Via Universit\u00e0 40, 09124, Cagliari, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical and Electronic Engineering, University of Cagliari, Via Universit\u00e0 40, 09124, Cagliari, Italy","institution_ids":["https://openalex.org/I172446870"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5032487096","display_name":"Peter A. Kara","orcid":"https://orcid.org/0000-0002-7643-5073"},"institutions":[{"id":"https://openalex.org/I205051169","display_name":"Kingston University","ror":"https://ror.org/05bbqza97","country_code":"GB","type":"education","lineage":["https://openalex.org/I205051169"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Peter A. Kara","raw_affiliation_strings":["WMN Research Group, Kingston University, Penrhyn Road, KT1 2EE, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"WMN Research Group, Kingston University, Penrhyn Road, KT1 2EE, UK","institution_ids":["https://openalex.org/I205051169"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004550036","display_name":"Luigi Atzori","orcid":"https://orcid.org/0000-0003-1350-3574"},"institutions":[{"id":"https://openalex.org/I172446870","display_name":"University of Cagliari","ror":"https://ror.org/003109y17","country_code":"IT","type":"education","lineage":["https://openalex.org/I172446870"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Luigi Atzori","raw_affiliation_strings":["Department of Electrical and Electronic Engineering, University of Cagliari, Via Universit\u00e0 40, 09124, Cagliari, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical and Electronic Engineering, University of Cagliari, Via Universit\u00e0 40, 09124, Cagliari, Italy","institution_ids":["https://openalex.org/I172446870"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015460933","display_name":"Maria G. Martini","orcid":"https://orcid.org/0000-0002-8710-7550"},"institutions":[{"id":"https://openalex.org/I205051169","display_name":"Kingston University","ror":"https://ror.org/05bbqza97","country_code":"GB","type":"education","lineage":["https://openalex.org/I205051169"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Maria G. Martini","raw_affiliation_strings":["WMN Research Group, Kingston University, Penrhyn Road, KT1 2EE, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"WMN Research Group, Kingston University, Penrhyn Road, KT1 2EE, UK","institution_ids":["https://openalex.org/I205051169"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008559961","display_name":"Alexander Raake","orcid":"https://orcid.org/0000-0002-9357-1763"},"institutions":[{"id":"https://openalex.org/I119449181","display_name":"Technische Universit\u00e4t Ilmenau","ror":"https://ror.org/01weqhp73","country_code":"DE","type":"education","lineage":["https://openalex.org/I119449181"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Alexander Raake","raw_affiliation_strings":["Audiovisual Technology Group, TU Ilmenau, 98693, Ilmenau, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Audiovisual Technology Group, TU Ilmenau, 98693, Ilmenau, Germany","institution_ids":["https://openalex.org/I119449181"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101483569","display_name":"Lingfen Sun","orcid":"https://orcid.org/0000-0002-9921-2817"},"institutions":[{"id":"https://openalex.org/I897542642","display_name":"University of Plymouth","ror":"https://ror.org/008n7pv89","country_code":"GB","type":"education","lineage":["https://openalex.org/I897542642"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Lingfen Sun","raw_affiliation_strings":["School of Computing, Electronics and Mathematics, University of Plymouth, Drake Circus, Devon, Plymouth, PL4 8AA, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computing, Electronics and Mathematics, University of Plymouth, Drake Circus, Devon, Plymouth, PL4 8AA, UK","institution_ids":["https://openalex.org/I897542642"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5046079772"],"corresponding_institution_ids":["https://openalex.org/I4210093367"],"apc_list":null,"apc_paid":null,"fwci":2.4952,"has_fulltext":true,"cited_by_count":54,"citation_normalized_percentile":{"value":0.93883054,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"76","issue":"21","first_page":"22243","last_page":"22266"},"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/T10714","display_name":"Software-Defined Networks and 5G","score":0.9998000264167786,"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/T10138","display_name":"Network Traffic and Congestion Control","score":0.9993000030517578,"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":0.8397309184074402},{"id":"https://openalex.org/keywords/quality-of-experience","display_name":"Quality of experience","score":0.7104203701019287},{"id":"https://openalex.org/keywords/provisioning","display_name":"Provisioning","score":0.6921874284744263},{"id":"https://openalex.org/keywords/service-provider","display_name":"Service provider","score":0.5919066071510315},{"id":"https://openalex.org/keywords/the-internet","display_name":"The Internet","score":0.5911332964897156},{"id":"https://openalex.org/keywords/software-deployment","display_name":"Software deployment","score":0.5363226532936096},{"id":"https://openalex.org/keywords/encryption","display_name":"Encryption","score":0.5174685120582581},{"id":"https://openalex.org/keywords/multimedia","display_name":"Multimedia","score":0.46350497007369995},{"id":"https://openalex.org/keywords/mobile-qos","display_name":"Mobile QoS","score":0.45676541328430176},{"id":"https://openalex.org/keywords/quality-of-service","display_name":"Quality of service","score":0.4504186511039734},{"id":"https://openalex.org/keywords/service","display_name":"Service (business)","score":0.3834363520145416},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.32300108671188354},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.24373367428779602}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8397309184074402},{"id":"https://openalex.org/C2779333187","wikidata":"https://www.wikidata.org/wiki/Q3132648","display_name":"Quality of experience","level":3,"score":0.7104203701019287},{"id":"https://openalex.org/C172191483","wikidata":"https://www.wikidata.org/wiki/Q1071806","display_name":"Provisioning","level":2,"score":0.6921874284744263},{"id":"https://openalex.org/C116537","wikidata":"https://www.wikidata.org/wiki/Q2169973","display_name":"Service provider","level":3,"score":0.5919066071510315},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.5911332964897156},{"id":"https://openalex.org/C105339364","wikidata":"https://www.wikidata.org/wiki/Q2297740","display_name":"Software deployment","level":2,"score":0.5363226532936096},{"id":"https://openalex.org/C148730421","wikidata":"https://www.wikidata.org/wiki/Q141090","display_name":"Encryption","level":2,"score":0.5174685120582581},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.46350497007369995},{"id":"https://openalex.org/C169761439","wikidata":"https://www.wikidata.org/wiki/Q6886951","display_name":"Mobile QoS","level":4,"score":0.45676541328430176},{"id":"https://openalex.org/C5119721","wikidata":"https://www.wikidata.org/wiki/Q220501","display_name":"Quality of service","level":2,"score":0.4504186511039734},{"id":"https://openalex.org/C2780378061","wikidata":"https://www.wikidata.org/wiki/Q25351891","display_name":"Service (business)","level":2,"score":0.3834363520145416},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.32300108671188354},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.24373367428779602},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C136264566","wikidata":"https://www.wikidata.org/wiki/Q159810","display_name":"Economy","level":1,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1007/s11042-017-4870-z","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s11042-017-4870-z","pdf_url":"https://link.springer.com/content/pdf/10.1007%2Fs11042-017-4870-z.pdf","source":{"id":"https://openalex.org/S110206669","display_name":"Multimedia Tools and Applications","issn_l":"1380-7501","issn":["1380-7501","1573-7721"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Multimedia Tools and Applications","raw_type":"journal-article"},{"id":"pmh:oai:eprints.kingston.ac.uk:38335","is_oa":false,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4306400991","display_name":"Research Repository (Kingston University London)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I2801636071","host_organization_name":"Kingston Hospital NHS Trust","host_organization_lineage":["https://openalex.org/I2801636071"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":"","raw_type":"Article"},{"id":"pmh:oai:iris.unica.it:11584/228253","is_oa":true,"landing_page_url":"https://link.springer.com/article/10.1007/s11042-017-4870-z","pdf_url":null,"source":{"id":"https://openalex.org/S4377196293","display_name":"UNICA IRIS Institutional Research Information System (University of Cagliari)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I172446870","host_organization_name":"University of Cagliari","host_organization_lineage":["https://openalex.org/I172446870"],"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":"","raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:oai:pearl.plymouth.ac.uk:10026.1/9869","is_oa":false,"landing_page_url":"http://hdl.handle.net/10026.1/9869","pdf_url":null,"source":{"id":"https://openalex.org/S4306402507","display_name":"PEARL (University of Plymouth)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I897542642","host_organization_name":"University of Plymouth","host_organization_lineage":["https://openalex.org/I897542642"],"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"}],"best_oa_location":{"id":"doi:10.1007/s11042-017-4870-z","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s11042-017-4870-z","pdf_url":"https://link.springer.com/content/pdf/10.1007%2Fs11042-017-4870-z.pdf","source":{"id":"https://openalex.org/S110206669","display_name":"Multimedia Tools and Applications","issn_l":"1380-7501","issn":["1380-7501","1573-7721"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Multimedia Tools and Applications","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","score":0.5099999904632568,"display_name":"Industry, innovation and infrastructure"}],"awards":[{"id":"https://openalex.org/G7012648042","display_name":null,"funder_award_id":"643072","funder_id":"https://openalex.org/F4320335254","funder_display_name":"Horizon 2020"},{"id":"https://openalex.org/G8200247950","display_name":null,"funder_award_id":"643072","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"}],"funders":[{"id":"https://openalex.org/F4320320300","display_name":"European Commission","ror":"https://ror.org/00k4n6c32"},{"id":"https://openalex.org/F4320335254","display_name":"Horizon 2020","ror":null}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2620788719.pdf","grobid_xml":"https://content.openalex.org/works/W2620788719.grobid-xml"},"referenced_works_count":42,"referenced_works":["https://openalex.org/W51844010","https://openalex.org/W153995308","https://openalex.org/W1497068597","https://openalex.org/W1522316283","https://openalex.org/W1556206354","https://openalex.org/W1606440235","https://openalex.org/W1813449438","https://openalex.org/W1951165008","https://openalex.org/W1991312813","https://openalex.org/W1995973276","https://openalex.org/W1999535464","https://openalex.org/W2009156671","https://openalex.org/W2026549660","https://openalex.org/W2040340473","https://openalex.org/W2053550965","https://openalex.org/W2069672109","https://openalex.org/W2070876461","https://openalex.org/W2071718127","https://openalex.org/W2075149513","https://openalex.org/W2089194229","https://openalex.org/W2093240766","https://openalex.org/W2135343563","https://openalex.org/W2138319404","https://openalex.org/W2140952319","https://openalex.org/W2141669903","https://openalex.org/W2198054298","https://openalex.org/W2253903290","https://openalex.org/W2260783129","https://openalex.org/W2296530527","https://openalex.org/W2444629220","https://openalex.org/W2524914692","https://openalex.org/W2555248751","https://openalex.org/W2566053671","https://openalex.org/W2571083530","https://openalex.org/W2586119175","https://openalex.org/W2590497237","https://openalex.org/W2603473862","https://openalex.org/W2737487719","https://openalex.org/W2740985439","https://openalex.org/W2964335157","https://openalex.org/W3149580572","https://openalex.org/W4237359804"],"related_works":["https://openalex.org/W83469131","https://openalex.org/W1998565590","https://openalex.org/W3217474284","https://openalex.org/W2095994403","https://openalex.org/W2067168877","https://openalex.org/W2351041948","https://openalex.org/W2181965928","https://openalex.org/W2737478463","https://openalex.org/W1500246799","https://openalex.org/W2044415708"],"abstract_inverted_index":{"The":[0],"ever-increasing":[1],"network":[2],"traffic":[3],"and":[4,73,76,106,109],"user":[5,65],"expectations":[6],"at":[7],"reduced":[8],"cost":[9],"make":[10],"the":[11,27,41,47,58,62,67,74,89,111],"delivery":[12],"of":[13,16,29,53,64,70,78,101],"high":[14,54,123],"Quality":[15],"Experience":[17],"(QoE)":[18],"for":[19,126],"multimedia":[20],"services":[21],"more":[22],"vital":[23],"than":[24],"ever":[25],"in":[26,50,61],"eyes":[28],"Internet":[30,92],"Service":[31],"Providers":[32],"(ISPs).":[33],"Real-time":[34],"quality":[35,55,103,125],"monitoring,":[36],"with":[37],"a":[38],"focus":[39],"on":[40],"user,":[42],"has":[43],"become":[44],"essential":[45],"as":[46],"first":[48],"step":[49],"cost-effective":[51],"provisioning":[52],"services.":[56],"With":[57],"recent":[59],"changes":[60],"perception":[63],"privacy,":[66],"rising":[68],"level":[69],"application-layer":[71],"encryption":[72],"introduction":[75],"deployment":[77],"virtualized":[79],"networks,":[80],"QoE":[81],"monitoring":[82,104],"solutions":[83],"need":[84],"to":[85,88,116,121],"be":[86],"adapted":[87],"fast":[90],"changing":[91],"landscape.":[93],"In":[94],"this":[95],"contribution,":[96],"we":[97],"provide":[98],"an":[99],"overview":[100],"state-of-the-art":[102],"models":[105],"probing":[107],"technologies,":[108],"highlight":[110],"major":[112],"challenges":[113],"ISPs":[114],"have":[115],"face":[117],"when":[118],"they":[119],"want":[120],"ensure":[122],"service":[124],"their":[127],"customers.":[128]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":4},{"year":2022,"cited_by_count":11},{"year":2021,"cited_by_count":8},{"year":2020,"cited_by_count":7},{"year":2019,"cited_by_count":10},{"year":2018,"cited_by_count":9},{"year":2017,"cited_by_count":1}],"updated_date":"2026-05-23T08:51:43.019350","created_date":"2025-10-10T00:00:00"}
