{"id":"https://openalex.org/W1490923747","doi":"https://doi.org/10.1109/med.2015.7158895","title":"A Q-Learning based approach to Quality of Experience control in cognitive Future Internet networks","display_name":"A Q-Learning based approach to Quality of Experience control in cognitive Future Internet networks","publication_year":2015,"publication_date":"2015-06-01","ids":{"openalex":"https://openalex.org/W1490923747","doi":"https://doi.org/10.1109/med.2015.7158895","mag":"1490923747"},"language":"en","primary_location":{"id":"doi:10.1109/med.2015.7158895","is_oa":false,"landing_page_url":"https://doi.org/10.1109/med.2015.7158895","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2015 23rd Mediterranean Conference on Control and Automation (MED)","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/A5081098143","display_name":"Lorenzo Ricciardi Celsi","orcid":"https://orcid.org/0000-0003-3809-8886"},"institutions":[{"id":"https://openalex.org/I861853513","display_name":"Sapienza University of Rome","ror":"https://ror.org/02be6w209","country_code":"IT","type":"education","lineage":["https://openalex.org/I861853513"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Lorenzo Ricciardi Celsi","raw_affiliation_strings":["Department of Computer, University of Rome La Sapienza, Rome, Italy","Department of Computer, Control and Management Engineering Antonio Ruberti, University of Rome La Sapienza, via Ariosto 25, 00185, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer, University of Rome La Sapienza, Rome, Italy","institution_ids":["https://openalex.org/I861853513"]},{"raw_affiliation_string":"Department of Computer, Control and Management Engineering Antonio Ruberti, University of Rome La Sapienza, via Ariosto 25, 00185, Italy","institution_ids":["https://openalex.org/I861853513"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060184602","display_name":"Stefano Battilotti","orcid":"https://orcid.org/0000-0002-6223-9290"},"institutions":[{"id":"https://openalex.org/I861853513","display_name":"Sapienza University of Rome","ror":"https://ror.org/02be6w209","country_code":"IT","type":"education","lineage":["https://openalex.org/I861853513"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Stefano Battilotti","raw_affiliation_strings":["Department of Computer, University of Rome La Sapienza, Rome, Italy","Department of Computer, Control and Management Engineering Antonio Ruberti, University of Rome La Sapienza, via Ariosto 25, 00185, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer, University of Rome La Sapienza, Rome, Italy","institution_ids":["https://openalex.org/I861853513"]},{"raw_affiliation_string":"Department of Computer, Control and Management Engineering Antonio Ruberti, University of Rome La Sapienza, via Ariosto 25, 00185, Italy","institution_ids":["https://openalex.org/I861853513"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087040009","display_name":"Federico Cimorelli","orcid":null},"institutions":[{"id":"https://openalex.org/I861853513","display_name":"Sapienza University of Rome","ror":"https://ror.org/02be6w209","country_code":"IT","type":"education","lineage":["https://openalex.org/I861853513"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Federico Cimorelli","raw_affiliation_strings":["Department of Computer, University of Rome La Sapienza, Rome, Italy","Department of Computer, Control and Management Engineering Antonio Ruberti, University of Rome La Sapienza, via Ariosto 25, 00185, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer, University of Rome La Sapienza, Rome, Italy","institution_ids":["https://openalex.org/I861853513"]},{"raw_affiliation_string":"Department of Computer, Control and Management Engineering Antonio Ruberti, University of Rome La Sapienza, via Ariosto 25, 00185, Italy","institution_ids":["https://openalex.org/I861853513"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000652798","display_name":"Claudio Gori Giorgi","orcid":null},"institutions":[{"id":"https://openalex.org/I861853513","display_name":"Sapienza University of Rome","ror":"https://ror.org/02be6w209","country_code":"IT","type":"education","lineage":["https://openalex.org/I861853513"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Claudio Gori Giorgi","raw_affiliation_strings":["Department of Computer, University of Rome La Sapienza, Rome, Italy","Department of Computer, Control and Management Engineering Antonio Ruberti, University of Rome La Sapienza, via Ariosto 25, 00185, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer, University of Rome La Sapienza, Rome, Italy","institution_ids":["https://openalex.org/I861853513"]},{"raw_affiliation_string":"Department of Computer, Control and Management Engineering Antonio Ruberti, University of Rome La Sapienza, via Ariosto 25, 00185, Italy","institution_ids":["https://openalex.org/I861853513"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5077368544","display_name":"S. Monaco","orcid":"https://orcid.org/0000-0002-2723-5737"},"institutions":[{"id":"https://openalex.org/I861853513","display_name":"Sapienza University of Rome","ror":"https://ror.org/02be6w209","country_code":"IT","type":"education","lineage":["https://openalex.org/I861853513"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Salvatore Monaco","raw_affiliation_strings":["Department of Computer, University of Rome La Sapienza, Rome, Italy","Department of Computer, Control and Management Engineering Antonio Ruberti, University of Rome La Sapienza, via Ariosto 25, 00185, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer, University of Rome La Sapienza, Rome, Italy","institution_ids":["https://openalex.org/I861853513"]},{"raw_affiliation_string":"Department of Computer, Control and Management Engineering Antonio Ruberti, University of Rome La Sapienza, via Ariosto 25, 00185, Italy","institution_ids":["https://openalex.org/I861853513"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062830911","display_name":"Martina Panfili","orcid":null},"institutions":[{"id":"https://openalex.org/I861853513","display_name":"Sapienza University of Rome","ror":"https://ror.org/02be6w209","country_code":"IT","type":"education","lineage":["https://openalex.org/I861853513"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Martina Panfili","raw_affiliation_strings":["Department of Computer, University of Rome La Sapienza, Rome, Italy","Department of Computer, Control and Management Engineering Antonio Ruberti, University of Rome La Sapienza, via Ariosto 25, 00185, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer, University of Rome La Sapienza, Rome, Italy","institution_ids":["https://openalex.org/I861853513"]},{"raw_affiliation_string":"Department of Computer, Control and Management Engineering Antonio Ruberti, University of Rome La Sapienza, via Ariosto 25, 00185, Italy","institution_ids":["https://openalex.org/I861853513"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039490047","display_name":"Vincenzo Suraci","orcid":"https://orcid.org/0000-0003-3136-4782"},"institutions":[{"id":"https://openalex.org/I167322064","display_name":"Universit\u00e0 degli Studi eCampus","ror":"https://ror.org/006maft66","country_code":"IT","type":"education","lineage":["https://openalex.org/I167322064"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Vincenzo Suraci","raw_affiliation_strings":["eCampus University, Novedrate, Italy","eCampus University, via Isimbardi 10, 22060 Novedrate, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"eCampus University, Novedrate, Italy","institution_ids":["https://openalex.org/I167322064"]},{"raw_affiliation_string":"eCampus University, via Isimbardi 10, 22060 Novedrate, Italy","institution_ids":["https://openalex.org/I167322064"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5022725761","display_name":"Francesco Delli Priscoli","orcid":"https://orcid.org/0000-0001-6140-3661"},"institutions":[{"id":"https://openalex.org/I861853513","display_name":"Sapienza University of Rome","ror":"https://ror.org/02be6w209","country_code":"IT","type":"education","lineage":["https://openalex.org/I861853513"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Francesco Delli Priscoli","raw_affiliation_strings":["Department of Computer, University of Rome La Sapienza, Rome, Italy","Department of Computer, Control and Management Engineering Antonio Ruberti, University of Rome La Sapienza, via Ariosto 25, 00185, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer, University of Rome La Sapienza, Rome, Italy","institution_ids":["https://openalex.org/I861853513"]},{"raw_affiliation_string":"Department of Computer, Control and Management Engineering Antonio Ruberti, University of Rome La Sapienza, via Ariosto 25, 00185, Italy","institution_ids":["https://openalex.org/I861853513"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":8,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":4.2079,"has_fulltext":false,"cited_by_count":14,"citation_normalized_percentile":{"value":0.94306168,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":98},"biblio":{"volume":"6656","issue":null,"first_page":"1045","last_page":"1052"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10714","display_name":"Software-Defined Networks and 5G","score":0.9987000226974487,"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"}},"topics":[{"id":"https://openalex.org/T10714","display_name":"Software-Defined Networks and 5G","score":0.9987000226974487,"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":0.9983000159263611,"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":0.9939000010490417,"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":0.7754446268081665},{"id":"https://openalex.org/keywords/quality-of-experience","display_name":"Quality of experience","score":0.7720792293548584},{"id":"https://openalex.org/keywords/quality-of-service","display_name":"Quality of service","score":0.6947757005691528},{"id":"https://openalex.org/keywords/the-internet","display_name":"The Internet","score":0.6859305500984192},{"id":"https://openalex.org/keywords/control","display_name":"Control (management)","score":0.5362287163734436},{"id":"https://openalex.org/keywords/architecture","display_name":"Architecture","score":0.5246356129646301},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.5170539021492004},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.4992043972015381},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.4952646791934967},{"id":"https://openalex.org/keywords/perspective","display_name":"Perspective (graphical)","score":0.44154438376426697},{"id":"https://openalex.org/keywords/service","display_name":"Service (business)","score":0.4410816431045532},{"id":"https://openalex.org/keywords/class","display_name":"Class (philosophy)","score":0.42945390939712524},{"id":"https://openalex.org/keywords/cognitive-network","display_name":"Cognitive network","score":0.41702383756637573},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.37176698446273804},{"id":"https://openalex.org/keywords/cognitive-radio","display_name":"Cognitive radio","score":0.3339686989784241},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.3309706449508667},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.30842071771621704},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.1748589277267456},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.14402544498443604},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.11643382906913757}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7754446268081665},{"id":"https://openalex.org/C2779333187","wikidata":"https://www.wikidata.org/wiki/Q3132648","display_name":"Quality of experience","level":3,"score":0.7720792293548584},{"id":"https://openalex.org/C5119721","wikidata":"https://www.wikidata.org/wiki/Q220501","display_name":"Quality of service","level":2,"score":0.6947757005691528},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.6859305500984192},{"id":"https://openalex.org/C2775924081","wikidata":"https://www.wikidata.org/wiki/Q55608371","display_name":"Control (management)","level":2,"score":0.5362287163734436},{"id":"https://openalex.org/C123657996","wikidata":"https://www.wikidata.org/wiki/Q12271","display_name":"Architecture","level":2,"score":0.5246356129646301},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.5170539021492004},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.4992043972015381},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.4952646791934967},{"id":"https://openalex.org/C12713177","wikidata":"https://www.wikidata.org/wiki/Q1900281","display_name":"Perspective (graphical)","level":2,"score":0.44154438376426697},{"id":"https://openalex.org/C2780378061","wikidata":"https://www.wikidata.org/wiki/Q25351891","display_name":"Service (business)","level":2,"score":0.4410816431045532},{"id":"https://openalex.org/C2777212361","wikidata":"https://www.wikidata.org/wiki/Q5127848","display_name":"Class (philosophy)","level":2,"score":0.42945390939712524},{"id":"https://openalex.org/C32542511","wikidata":"https://www.wikidata.org/wiki/Q5141225","display_name":"Cognitive network","level":4,"score":0.41702383756637573},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.37176698446273804},{"id":"https://openalex.org/C149946192","wikidata":"https://www.wikidata.org/wiki/Q3235733","display_name":"Cognitive radio","level":3,"score":0.3339686989784241},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.3309706449508667},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.30842071771621704},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.1748589277267456},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.14402544498443604},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.11643382906913757},{"id":"https://openalex.org/C142362112","wikidata":"https://www.wikidata.org/wiki/Q735","display_name":"Art","level":0,"score":0.0},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"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/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C136264566","wikidata":"https://www.wikidata.org/wiki/Q159810","display_name":"Economy","level":1,"score":0.0},{"id":"https://openalex.org/C153349607","wikidata":"https://www.wikidata.org/wiki/Q36649","display_name":"Visual arts","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/med.2015.7158895","is_oa":false,"landing_page_url":"https://doi.org/10.1109/med.2015.7158895","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2015 23rd Mediterranean Conference on Control and Automation (MED)","raw_type":"proceedings-article"},{"id":"pmh:oai:iris.uniroma1.it:11573/801922","is_oa":false,"landing_page_url":"http://hdl.handle.net/11573/801922","pdf_url":null,"source":{"id":"https://openalex.org/S4377196107","display_name":"IRIS Research product catalog (Sapienza University of Rome)","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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/conferenceObject"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9","score":0.6000000238418579}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":35,"referenced_works":["https://openalex.org/W32403112","https://openalex.org/W118453458","https://openalex.org/W1494143702","https://openalex.org/W1524183292","https://openalex.org/W1545469724","https://openalex.org/W1559590285","https://openalex.org/W1560236830","https://openalex.org/W1974623415","https://openalex.org/W1989839955","https://openalex.org/W2019934316","https://openalex.org/W2022359415","https://openalex.org/W2022624789","https://openalex.org/W2024248245","https://openalex.org/W2041411266","https://openalex.org/W2064274234","https://openalex.org/W2064830894","https://openalex.org/W2076666843","https://openalex.org/W2098366185","https://openalex.org/W2099618002","https://openalex.org/W2116715033","https://openalex.org/W2121863487","https://openalex.org/W2133715063","https://openalex.org/W2135752091","https://openalex.org/W2137789333","https://openalex.org/W2148562742","https://openalex.org/W2165259310","https://openalex.org/W2197382943","https://openalex.org/W2469322763","https://openalex.org/W2566053671","https://openalex.org/W2962874535","https://openalex.org/W4214717370","https://openalex.org/W6629499221","https://openalex.org/W6631634961","https://openalex.org/W6632743582","https://openalex.org/W6633769183"],"related_works":["https://openalex.org/W2277261328","https://openalex.org/W2167656028","https://openalex.org/W2610471112","https://openalex.org/W2800372944","https://openalex.org/W2340059876","https://openalex.org/W2044415708","https://openalex.org/W2010464513","https://openalex.org/W2732016385","https://openalex.org/W2915536052","https://openalex.org/W2268952256"],"abstract_inverted_index":{"The":[0,98],"paper":[1],"describes":[2],"an":[3,86],"innovative":[4],"and":[5,88],"fully":[6],"cognitive":[7],"approach":[8,101],"which":[9],"offers":[10],"the":[11,20,27,35,38,46,57,62,67,75,78,94,104,110],"opportunity":[12],"to":[13,120],"cope":[14],"with":[15],"some":[16],"key":[17],"limitations":[18],"of":[19,26,29,37,48,61,71,116,118],"present":[21,79],"telecommunication":[22],"networks":[23],"by":[24,64,74,85],"means":[25],"introduction":[28],"a":[30,113],"novel":[31],"architecture":[32],"design":[33],"in":[34,109],"perspective":[36],"emerging":[39],"Future":[40],"Internet":[41],"framework.":[42],"Within":[43],"this":[44,81],"architecture,":[45],"Quality":[47],"Experience":[49],"(QoE)":[50],"Management":[51],"functionalities":[52],"are":[53],"aimed":[54],"at":[55],"approaching":[56],"desired":[58],"QoE":[59],"level":[60],"applications":[63,121],"dynamically":[65],"selecting":[66],"most":[68],"appropriate":[69],"Class":[70],"Service":[72,119],"supported":[73],"network.":[76],"In":[77],"work,":[80],"selection":[82],"is":[83,122],"driven":[84],"optimal":[87],"adaptive":[89],"control":[90],"strategy":[91],"based":[92],"on":[93],"renowned":[95],"Q-Learning":[96],"algorithm.":[97],"proposed":[99],"dynamic":[100],"differs":[102],"from":[103],"traffic":[105],"classification":[106],"approaches":[107],"found":[108],"literature,":[111],"where":[112],"static":[114],"assignment":[115],"Classes":[117],"performed.":[123]},"counts_by_year":[{"year":2020,"cited_by_count":2},{"year":2018,"cited_by_count":3},{"year":2017,"cited_by_count":3},{"year":2016,"cited_by_count":2},{"year":2015,"cited_by_count":4}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}