{"id":"https://openalex.org/W2067573368","doi":"https://doi.org/10.1109/pimrc.2011.6140043","title":"Spectrum markets for service provider spectrum trading with reinforcement learning","display_name":"Spectrum markets for service provider spectrum trading with reinforcement learning","publication_year":2011,"publication_date":"2011-09-01","ids":{"openalex":"https://openalex.org/W2067573368","doi":"https://doi.org/10.1109/pimrc.2011.6140043","mag":"2067573368"},"language":"en","primary_location":{"id":"doi:10.1109/pimrc.2011.6140043","is_oa":false,"landing_page_url":"https://doi.org/10.1109/pimrc.2011.6140043","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2011 IEEE 22nd International Symposium on Personal, Indoor and Mobile Radio Communications","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/A5110237610","display_name":"Nadeem Abji","orcid":null},"institutions":[{"id":"https://openalex.org/I185261750","display_name":"University of Toronto","ror":"https://ror.org/03dbr7087","country_code":"CA","type":"education","lineage":["https://openalex.org/I185261750"]}],"countries":["CA"],"is_corresponding":true,"raw_author_name":"Nadeem Abji","raw_affiliation_strings":["University of Toronto, Toronto, ON, CA","University of Toronto, Canada"],"affiliations":[{"raw_affiliation_string":"University of Toronto, Toronto, ON, CA","institution_ids":[]},{"raw_affiliation_string":"University of Toronto, Canada","institution_ids":["https://openalex.org/I185261750"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5055726968","display_name":"Alberto Leon\u2010Garcia","orcid":"https://orcid.org/0000-0002-9888-0389"},"institutions":[{"id":"https://openalex.org/I185261750","display_name":"University of Toronto","ror":"https://ror.org/03dbr7087","country_code":"CA","type":"education","lineage":["https://openalex.org/I185261750"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Alberto Leon-Garcia","raw_affiliation_strings":["University of Toronto, Toronto, ON, CA","University of Toronto, Canada"],"affiliations":[{"raw_affiliation_string":"University of Toronto, Toronto, ON, CA","institution_ids":[]},{"raw_affiliation_string":"University of Toronto, Canada","institution_ids":["https://openalex.org/I185261750"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5110237610"],"corresponding_institution_ids":["https://openalex.org/I185261750"],"apc_list":null,"apc_paid":null,"fwci":1.2445,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.81500916,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":"17","issue":null,"first_page":"650","last_page":"655"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11182","display_name":"Auction Theory and Applications","score":0.9998000264167786,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T11182","display_name":"Auction Theory and Applications","score":0.9998000264167786,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11437","display_name":"Digital Platforms and Economics","score":0.9959999918937683,"subfield":{"id":"https://openalex.org/subfields/1408","display_name":"Strategy and Management"},"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":0.9954000115394592,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/service-provider","display_name":"Service provider","score":0.7186686396598816},{"id":"https://openalex.org/keywords/flexibility","display_name":"Flexibility (engineering)","score":0.6349015235900879},{"id":"https://openalex.org/keywords/reinforcement-learning","display_name":"Reinforcement learning","score":0.6209998726844788},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5571079850196838},{"id":"https://openalex.org/keywords/competition","display_name":"Competition (biology)","score":0.5416856408119202},{"id":"https://openalex.org/keywords/service","display_name":"Service (business)","score":0.4718118906021118},{"id":"https://openalex.org/keywords/spectrum-management","display_name":"Spectrum management","score":0.43960073590278625},{"id":"https://openalex.org/keywords/spectrum","display_name":"Spectrum (functional analysis)","score":0.43445029854774475},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.40254807472229004},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.2934604585170746},{"id":"https://openalex.org/keywords/marketing","display_name":"Marketing","score":0.16795769333839417},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.0995042622089386},{"id":"https://openalex.org/keywords/wireless","display_name":"Wireless","score":0.09658744931221008},{"id":"https://openalex.org/keywords/economics","display_name":"Economics","score":0.06126958131790161}],"concepts":[{"id":"https://openalex.org/C116537","wikidata":"https://www.wikidata.org/wiki/Q2169973","display_name":"Service provider","level":3,"score":0.7186686396598816},{"id":"https://openalex.org/C2780598303","wikidata":"https://www.wikidata.org/wiki/Q65921492","display_name":"Flexibility (engineering)","level":2,"score":0.6349015235900879},{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.6209998726844788},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5571079850196838},{"id":"https://openalex.org/C91306197","wikidata":"https://www.wikidata.org/wiki/Q45767","display_name":"Competition (biology)","level":2,"score":0.5416856408119202},{"id":"https://openalex.org/C2780378061","wikidata":"https://www.wikidata.org/wiki/Q25351891","display_name":"Service (business)","level":2,"score":0.4718118906021118},{"id":"https://openalex.org/C63029442","wikidata":"https://www.wikidata.org/wiki/Q6504978","display_name":"Spectrum management","level":4,"score":0.43960073590278625},{"id":"https://openalex.org/C156778621","wikidata":"https://www.wikidata.org/wiki/Q1365748","display_name":"Spectrum (functional analysis)","level":2,"score":0.43445029854774475},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.40254807472229004},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.2934604585170746},{"id":"https://openalex.org/C162853370","wikidata":"https://www.wikidata.org/wiki/Q39809","display_name":"Marketing","level":1,"score":0.16795769333839417},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.0995042622089386},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.09658744931221008},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.06126958131790161},{"id":"https://openalex.org/C149946192","wikidata":"https://www.wikidata.org/wiki/Q3235733","display_name":"Cognitive radio","level":3,"score":0.0},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"score":0.0},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","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/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","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}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/pimrc.2011.6140043","is_oa":false,"landing_page_url":"https://doi.org/10.1109/pimrc.2011.6140043","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2011 IEEE 22nd International Symposium on Personal, Indoor and Mobile Radio Communications","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Partnerships for the goals","score":0.41999998688697815,"id":"https://metadata.un.org/sdg/17"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":13,"referenced_works":["https://openalex.org/W2010233039","https://openalex.org/W2075242159","https://openalex.org/W2122439207","https://openalex.org/W2126077013","https://openalex.org/W2138362680","https://openalex.org/W2143233961","https://openalex.org/W2146983105","https://openalex.org/W2171090088","https://openalex.org/W2911283634","https://openalex.org/W2914656440","https://openalex.org/W4301630257","https://openalex.org/W6680197816","https://openalex.org/W6689723076"],"related_works":["https://openalex.org/W4306904969","https://openalex.org/W2138720691","https://openalex.org/W4362501864","https://openalex.org/W4380318855","https://openalex.org/W2031695474","https://openalex.org/W3084456289","https://openalex.org/W2024136090","https://openalex.org/W4391331176","https://openalex.org/W2586732548","https://openalex.org/W2481965596"],"abstract_inverted_index":{"We":[0,54],"present":[1],"an":[2],"auction-based":[3],"spectrum":[4,10,17,23,73,95],"market":[5,24],"approach":[6,91],"to":[7,47,87],"service":[8,45,80],"provider":[9],"trading.":[11],"Service":[12],"providers":[13,46,81],"buy":[14],"and":[15,25,44,65,76,79],"sell":[16],"amongst":[18],"one":[19],"another":[20],"in":[21,40,51],"a":[22,31],"simultaneously":[26],"compete":[27],"for":[28],"customers":[29],"from":[30,89],"common":[32],"pool.":[33],"Multi-agent":[34],"reinforcement":[35],"learning":[36],"solutions":[37],"are":[38,85],"applied":[39],"both":[41],"customer":[42],"nodes":[43],"dynamically":[48],"manage":[49],"participation":[50],"the":[52,70,93],"market.":[53],"outline":[55],"four":[56],"possible":[57],"regulatory":[58],"scenarios":[59],"with":[60],"varying":[61,83],"degrees":[62],"of":[63,72,82],"flexibility":[64],"competition.":[66],"Simulations":[67],"demonstrate":[68],"that":[69],"allocation":[71],"is":[74,97],"efficient":[75],"fair.":[77],"Customers":[78],"size":[84],"shown":[86],"benefit":[88],"this":[90],"while":[92],"system":[94],"efficiency":[96],"also":[98],"significantly":[99],"improved.":[100]},"counts_by_year":[{"year":2015,"cited_by_count":1},{"year":2013,"cited_by_count":1},{"year":2012,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
