{"id":"https://openalex.org/W3045595366","doi":"https://doi.org/10.1109/iwcmc48107.2020.9148286","title":"Scalable and Cost Efficient Resource Allocation Algorithms Using Deep Reinforcement Learning","display_name":"Scalable and Cost Efficient Resource Allocation Algorithms Using Deep Reinforcement Learning","publication_year":2020,"publication_date":"2020-06-01","ids":{"openalex":"https://openalex.org/W3045595366","doi":"https://doi.org/10.1109/iwcmc48107.2020.9148286","mag":"3045595366"},"language":"en","primary_location":{"id":"doi:10.1109/iwcmc48107.2020.9148286","doi":"https://doi.org/10.1109/iwcmc48107.2020.9148286","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iwcmc48107.2020.9148286","pdf_url":null,"source":{"id":"https://openalex.org/S4363605313","display_name":"International Wireless Communications and Mobile Computing Conference (IWCMC)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 International Wireless Communications and Mobile Computing (IWCMC)","raw_type":"proceedings-article"},"volume":null,"type":"conference-paper","is_traditional":true,"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/A5073517495","display_name":"Mohammed Laroui","orcid":"https://orcid.org/0000-0002-6761-8417","observed_orcids":["https://orcid.org/0000-0002-6761-8417"]},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I4210125514","display_name":"Universit\u00e9 Djilali de Sidi Bel Abb\u00e8s","ror":"https://ror.org/0378szg41","country_code":"DZ","type":"education","lineage":["https://openalex.org/I4210125514"]},{"id":"https://openalex.org/I4210145102","display_name":"Institut Polytechnique de Paris","ror":"https://ror.org/042tfbd02","country_code":"FR","type":"education","lineage":["https://openalex.org/I4210145102"]},{"id":"https://openalex.org/I4387153010","display_name":"T\u00e9l\u00e9com SudParis","ror":"https://ror.org/05xvk4r52","country_code":"FR","type":"education","lineage":["https://openalex.org/I205703379","https://openalex.org/I4210145102","https://openalex.org/I4387153010"]},{"id":"https://openalex.org/I4403386760","display_name":"Laboratoire Informatique Paris Descartes","ror":"https://ror.org/04s80ef73","country_code":"FR","type":"facility","lineage":["https://openalex.org/I204730241","https://openalex.org/I4403386760"]},{"id":"https://openalex.org/I4405255857","display_name":"Evolutionary Engineering & Distributed Information Systems Laboratory","ror":"https://ror.org/03gewjm80","country_code":"DZ","type":"education","lineage":["https://openalex.org/I4210125514","https://openalex.org/I4405255857"]},{"id":"https://openalex.org/I4405261500","display_name":"Services r\u00e9partis, Architectures, MOd\u00e9lisation, Validation, Administration des R\u00e9seaux","ror":"https://ror.org/05d29yv45","country_code":"FR","type":"facility","lineage":["https://openalex.org/I205703379","https://openalex.org/I4210145102","https://openalex.org/I4387153010","https://openalex.org/I4405261500"]}],"countries":["DZ","FR"],"is_corresponding":false,"raw_author_name":"Mohammed Laroui","raw_affiliation_strings":["UMR 5157, CNRS, Institut Polytechnique de Paris, Telecom SudParis Saclay, France","EEDIS Laboratory (Algeria)","LIPADE (URP_2517) - Laboratoire d'Informatique Paris Descartes (Centre universitaire des Saints P\u00e8res\r\n45 rue des Saints-Peres\r\n75270 PARIS CEDEX 06 - France)","R3S-SAMOVAR - R\u00e9seaux, Syst\u00e8mes, Services, S\u00e9curit\u00e9 (TELECOM Sudparis\r\n 9 rue Charles Fourier\r\n 91011 EVRY - France)","UDL - \u062c\u0627\u0645\u0639\u0629 \u062c\u064a\u0644\u0627\u0644\u064a \u0627\u0644\u064a\u0627\u0628\u0633 [\u0633\u064a\u062f\u064a \u0628\u0644\u0639\u0628\u0627\u0633\u060c \u0627\u0644\u062c\u0632\u0627\u0626\u0631] = Universit\u00e9 Djillali Liab\u00e8s [Sidi Bel Abb\u00e8s, Alg\u00e9rie] = Djillali Liabes University [Sidi Bel Abb\u00e8s, Algeria] (BP 89, Sidi Bel Abbes 22000, Alg\u00e9rie - Algeria)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"UMR 5157, CNRS, Institut Polytechnique de Paris, Telecom SudParis Saclay, France","institution_ids":["https://openalex.org/I1294671590","https://openalex.org/I4210145102","https://openalex.org/I4387153010"]},{"raw_affiliation_string":"EEDIS Laboratory (Algeria)","institution_ids":["https://openalex.org/I4405255857"]},{"raw_affiliation_string":"LIPADE (URP_2517) - Laboratoire d'Informatique Paris Descartes (Centre universitaire des Saints P\u00e8res\r\n45 rue des Saints-Peres\r\n75270 PARIS CEDEX 06 - France)","institution_ids":["https://openalex.org/I4403386760"]},{"raw_affiliation_string":"R3S-SAMOVAR - R\u00e9seaux, Syst\u00e8mes, Services, S\u00e9curit\u00e9 (TELECOM Sudparis\r\n 9 rue Charles Fourier\r\n 91011 EVRY - France)","institution_ids":["https://openalex.org/I4387153010","https://openalex.org/I4405261500"]},{"raw_affiliation_string":"UDL - \u062c\u0627\u0645\u0639\u0629 \u062c\u064a\u0644\u0627\u0644\u064a \u0627\u0644\u064a\u0627\u0628\u0633 [\u0633\u064a\u062f\u064a \u0628\u0644\u0639\u0628\u0627\u0633\u060c \u0627\u0644\u062c\u0632\u0627\u0626\u0631] = Universit\u00e9 Djillali Liab\u00e8s [Sidi Bel Abb\u00e8s, Alg\u00e9rie] = Djillali Liabes University [Sidi Bel Abb\u00e8s, Algeria] (BP 89, Sidi Bel Abbes 22000, Alg\u00e9rie - Algeria)","institution_ids":["https://openalex.org/I4210125514"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5006656334","display_name":"Moussa Ali Cherif","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4210125514","display_name":"Universit\u00e9 Djilali de Sidi Bel Abb\u00e8s","ror":"https://ror.org/0378szg41","country_code":"DZ","type":"education","lineage":["https://openalex.org/I4210125514"]},{"id":"https://openalex.org/I4405255857","display_name":"Evolutionary Engineering & Distributed Information Systems Laboratory","ror":"https://ror.org/03gewjm80","country_code":"DZ","type":"education","lineage":["https://openalex.org/I4210125514","https://openalex.org/I4405255857"]}],"countries":["DZ"],"is_corresponding":false,"raw_author_name":"Moussa Ali Cherif","raw_affiliation_strings":["Computer Science Departement, EEDIS Laboratory, Djillali Liabes University, Sidi Bel Abbes, Algeria","EEDIS Laboratory (Algeria)","UDL - \u062c\u0627\u0645\u0639\u0629 \u062c\u064a\u0644\u0627\u0644\u064a \u0627\u0644\u064a\u0627\u0628\u0633 [\u0633\u064a\u062f\u064a \u0628\u0644\u0639\u0628\u0627\u0633\u060c \u0627\u0644\u062c\u0632\u0627\u0626\u0631] = Universit\u00e9 Djillali Liab\u00e8s [Sidi Bel Abb\u00e8s, Alg\u00e9rie] = Djillali Liabes University [Sidi Bel Abb\u00e8s, Algeria] (BP 89, Sidi Bel Abbes 22000, Alg\u00e9rie - Algeria)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Computer Science Departement, EEDIS Laboratory, Djillali Liabes University, Sidi Bel Abbes, Algeria","institution_ids":["https://openalex.org/I4210125514","https://openalex.org/I4405255857"]},{"raw_affiliation_string":"EEDIS Laboratory (Algeria)","institution_ids":["https://openalex.org/I4405255857"]},{"raw_affiliation_string":"UDL - \u062c\u0627\u0645\u0639\u0629 \u062c\u064a\u0644\u0627\u0644\u064a \u0627\u0644\u064a\u0627\u0628\u0633 [\u0633\u064a\u062f\u064a \u0628\u0644\u0639\u0628\u0627\u0633\u060c \u0627\u0644\u062c\u0632\u0627\u0626\u0631] = Universit\u00e9 Djillali Liab\u00e8s [Sidi Bel Abb\u00e8s, Alg\u00e9rie] = Djillali Liabes University [Sidi Bel Abb\u00e8s, Algeria] (BP 89, Sidi Bel Abbes 22000, Alg\u00e9rie - Algeria)","institution_ids":["https://openalex.org/I4210125514"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015034863","display_name":"Hatem Ibn Khedher","orcid":"https://orcid.org/0000-0001-5792-1386","observed_orcids":["https://orcid.org/0000-0001-5792-1386"]},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I4210145102","display_name":"Institut Polytechnique de Paris","ror":"https://ror.org/042tfbd02","country_code":"FR","type":"education","lineage":["https://openalex.org/I4210145102"]},{"id":"https://openalex.org/I4387153010","display_name":"T\u00e9l\u00e9com SudParis","ror":"https://ror.org/05xvk4r52","country_code":"FR","type":"education","lineage":["https://openalex.org/I205703379","https://openalex.org/I4210145102","https://openalex.org/I4387153010"]},{"id":"https://openalex.org/I4403386760","display_name":"Laboratoire Informatique Paris Descartes","ror":"https://ror.org/04s80ef73","country_code":"FR","type":"facility","lineage":["https://openalex.org/I204730241","https://openalex.org/I4403386760"]},{"id":"https://openalex.org/I4405261500","display_name":"Services r\u00e9partis, Architectures, MOd\u00e9lisation, Validation, Administration des R\u00e9seaux","ror":"https://ror.org/05d29yv45","country_code":"FR","type":"facility","lineage":["https://openalex.org/I205703379","https://openalex.org/I4210145102","https://openalex.org/I4387153010","https://openalex.org/I4405261500"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Hatem Ibn Khedher","raw_affiliation_strings":["UMR 5157, CNRS, Institut Polytechnique de Paris, Telecom SudParis Saclay, France","LIPADE (URP_2517) - Laboratoire d'Informatique Paris Descartes (Centre universitaire des Saints P\u00e8res\r\n45 rue des Saints-Peres\r\n75270 PARIS CEDEX 06 - France)","R3S-SAMOVAR - R\u00e9seaux, Syst\u00e8mes, Services, S\u00e9curit\u00e9 (TELECOM Sudparis\r\n 9 rue Charles Fourier\r\n 91011 EVRY - France)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"UMR 5157, CNRS, Institut Polytechnique de Paris, Telecom SudParis Saclay, France","institution_ids":["https://openalex.org/I1294671590","https://openalex.org/I4210145102","https://openalex.org/I4387153010"]},{"raw_affiliation_string":"LIPADE (URP_2517) - Laboratoire d'Informatique Paris Descartes (Centre universitaire des Saints P\u00e8res\r\n45 rue des Saints-Peres\r\n75270 PARIS CEDEX 06 - France)","institution_ids":["https://openalex.org/I4403386760"]},{"raw_affiliation_string":"R3S-SAMOVAR - R\u00e9seaux, Syst\u00e8mes, Services, S\u00e9curit\u00e9 (TELECOM Sudparis\r\n 9 rue Charles Fourier\r\n 91011 EVRY - France)","institution_ids":["https://openalex.org/I4387153010","https://openalex.org/I4405261500"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000563829","display_name":"Hassine Moungla","orcid":"https://orcid.org/0000-0002-0325-6680","observed_orcids":["https://orcid.org/0000-0002-0325-6680"]},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I4210145102","display_name":"Institut Polytechnique de Paris","ror":"https://ror.org/042tfbd02","country_code":"FR","type":"education","lineage":["https://openalex.org/I4210145102"]},{"id":"https://openalex.org/I4387153010","display_name":"T\u00e9l\u00e9com SudParis","ror":"https://ror.org/05xvk4r52","country_code":"FR","type":"education","lineage":["https://openalex.org/I205703379","https://openalex.org/I4210145102","https://openalex.org/I4387153010"]},{"id":"https://openalex.org/I4403386760","display_name":"Laboratoire Informatique Paris Descartes","ror":"https://ror.org/04s80ef73","country_code":"FR","type":"facility","lineage":["https://openalex.org/I204730241","https://openalex.org/I4403386760"]},{"id":"https://openalex.org/I4405261500","display_name":"Services r\u00e9partis, Architectures, MOd\u00e9lisation, Validation, Administration des R\u00e9seaux","ror":"https://ror.org/05d29yv45","country_code":"FR","type":"facility","lineage":["https://openalex.org/I205703379","https://openalex.org/I4210145102","https://openalex.org/I4387153010","https://openalex.org/I4405261500"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Hassine Moungla","raw_affiliation_strings":["UMR 5157, CNRS, Institut Polytechnique de Paris, Telecom SudParis Saclay, France","LIPADE (URP_2517) - Laboratoire d'Informatique Paris Descartes (Centre universitaire des Saints P\u00e8res\r\n45 rue des Saints-Peres\r\n75270 PARIS CEDEX 06 - France)","R3S-SAMOVAR - R\u00e9seaux, Syst\u00e8mes, Services, S\u00e9curit\u00e9 (TELECOM Sudparis\r\n 9 rue Charles Fourier\r\n 91011 EVRY - France)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"UMR 5157, CNRS, Institut Polytechnique de Paris, Telecom SudParis Saclay, France","institution_ids":["https://openalex.org/I1294671590","https://openalex.org/I4210145102","https://openalex.org/I4387153010"]},{"raw_affiliation_string":"LIPADE (URP_2517) - Laboratoire d'Informatique Paris Descartes (Centre universitaire des Saints P\u00e8res\r\n45 rue des Saints-Peres\r\n75270 PARIS CEDEX 06 - France)","institution_ids":["https://openalex.org/I4403386760"]},{"raw_affiliation_string":"R3S-SAMOVAR - R\u00e9seaux, Syst\u00e8mes, Services, S\u00e9curit\u00e9 (TELECOM Sudparis\r\n 9 rue Charles Fourier\r\n 91011 EVRY - France)","institution_ids":["https://openalex.org/I4387153010","https://openalex.org/I4405261500"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5080428009","display_name":"Hossam Afifi","orcid":"https://orcid.org/0000-0002-1723-7536","observed_orcids":["https://orcid.org/0000-0002-1723-7536"]},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I4210145102","display_name":"Institut Polytechnique de Paris","ror":"https://ror.org/042tfbd02","country_code":"FR","type":"education","lineage":["https://openalex.org/I4210145102"]},{"id":"https://openalex.org/I4387153010","display_name":"T\u00e9l\u00e9com SudParis","ror":"https://ror.org/05xvk4r52","country_code":"FR","type":"education","lineage":["https://openalex.org/I205703379","https://openalex.org/I4210145102","https://openalex.org/I4387153010"]},{"id":"https://openalex.org/I4405261500","display_name":"Services r\u00e9partis, Architectures, MOd\u00e9lisation, Validation, Administration des R\u00e9seaux","ror":"https://ror.org/05d29yv45","country_code":"FR","type":"facility","lineage":["https://openalex.org/I205703379","https://openalex.org/I4210145102","https://openalex.org/I4387153010","https://openalex.org/I4405261500"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Hossam Afifi","raw_affiliation_strings":["UMR 5157, CNRS, Institut Polytechnique de Paris, Telecom SudParis Saclay, France","IP Paris - Institut Polytechnique de Paris (Route de Saclay, 91120 Palaiseau Cedex, France - France)","R3S-SAMOVAR - R\u00e9seaux, Syst\u00e8mes, Services, S\u00e9curit\u00e9 (TELECOM Sudparis\r\n 9 rue Charles Fourier\r\n 91011 EVRY - France)","TSP - RST - D\u00e9partement R\u00e9seaux et Services de T\u00e9l\u00e9communications (T\u00e9l\u00e9com SudParis - 9 rue Charles Fourier - 91011 \u00c9vry cedex - France)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"UMR 5157, CNRS, Institut Polytechnique de Paris, Telecom SudParis Saclay, France","institution_ids":["https://openalex.org/I1294671590","https://openalex.org/I4210145102","https://openalex.org/I4387153010"]},{"raw_affiliation_string":"IP Paris - Institut Polytechnique de Paris (Route de Saclay, 91120 Palaiseau Cedex, France - France)","institution_ids":["https://openalex.org/I4210145102"]},{"raw_affiliation_string":"R3S-SAMOVAR - R\u00e9seaux, Syst\u00e8mes, Services, S\u00e9curit\u00e9 (TELECOM Sudparis\r\n 9 rue Charles Fourier\r\n 91011 EVRY - France)","institution_ids":["https://openalex.org/I4387153010","https://openalex.org/I4405261500"]},{"raw_affiliation_string":"TSP - RST - D\u00e9partement R\u00e9seaux et Services de T\u00e9l\u00e9communications (T\u00e9l\u00e9com SudParis - 9 rue Charles Fourier - 91011 \u00c9vry cedex - France)","institution_ids":["https://openalex.org/I4387153010"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":7,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.5413,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.55046778,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":87,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"946","last_page":"951"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10714","display_name":"Software-Defined Networks and 5G","score":0.9980000257492065,"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":0.9980000257492065,"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/T10273","display_name":"IoT and Edge/Fog Computing","score":0.0007999999797903001,"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/T10101","display_name":"Cloud Computing and Resource Management","score":0.000699999975040555,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/network-slicing","display_name":"network slicing","score":0.8309999704360962},{"id":"https://openalex.org/keywords/virtual-network-functions","display_name":"virtual network functions","score":0.7300000190734863},{"id":"https://openalex.org/keywords/edge-computing","display_name":"edge computing","score":0.9639999866485596},{"id":"https://openalex.org/keywords/5g","display_name":"5G","score":0.8029999732971191},{"id":"https://openalex.org/keywords/deep-reinforcement-learning","display_name":"deep reinforcement learning","score":0.9369999766349792},{"id":"https://openalex.org/keywords/integer-linear-programming","display_name":"integer linear programming","score":0.9210000038146973},{"id":"https://openalex.org/keywords/resource-allocation","display_name":"resource allocation","score":0.9509999752044678},{"id":"https://openalex.org/keywords/energy-consumption","display_name":"energy consumption","score":0.7630000114440918},{"id":"https://openalex.org/keywords/server-utilization","display_name":"server utilization","score":0.8100000023841858},{"id":"https://openalex.org/keywords/scalability","display_name":"scalability","score":0.43299999833106995}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.844619631767273},{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.7966304421424866},{"id":"https://openalex.org/C127705205","wikidata":"https://www.wikidata.org/wiki/Q5748245","display_name":"Heuristics","level":2,"score":0.6071003079414368},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.5968003869056702},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.5267842411994934},{"id":"https://openalex.org/C2778456923","wikidata":"https://www.wikidata.org/wiki/Q5337692","display_name":"Edge computing","level":3,"score":0.48451679944992065},{"id":"https://openalex.org/C2776061582","wikidata":"https://www.wikidata.org/wiki/Q25325231","display_name":"Mobile edge computing","level":3,"score":0.44984644651412964},{"id":"https://openalex.org/C2776190703","wikidata":"https://www.wikidata.org/wiki/Q488148","display_name":"Slicing","level":2,"score":0.4390111267566681},{"id":"https://openalex.org/C56086750","wikidata":"https://www.wikidata.org/wiki/Q6042592","display_name":"Integer programming","level":2,"score":0.43458127975463867},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.3832798898220062},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2901133894920349},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.20769155025482178},{"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/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.0},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/iwcmc48107.2020.9148286","doi":"https://doi.org/10.1109/iwcmc48107.2020.9148286","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iwcmc48107.2020.9148286","pdf_url":null,"source":{"id":"https://openalex.org/S4363605313","display_name":"International Wireless Communications and Mobile Computing Conference (IWCMC)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 International Wireless Communications and Mobile Computing (IWCMC)","raw_type":"proceedings-article"},{"id":"pmh:oai:HAL:hal-03135751v1","doi":null,"is_oa":false,"landing_page_url":"https://hal.science/hal-03135751","pdf_url":null,"source":{"id":"https://openalex.org/S4306402512","display_name":"HAL","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I4405252976","host_organization_name":"Centre pour la Communication Scientifique Directe","host_organization_lineage":["https://openalex.org/I4405252976"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IWCMC 2020: 16th International Wireless Communications and Mobile Computing, Jun 2020, Limassol (online), Cyprus. pp.946-951, ⟨10.1109/IWCMC48107.2020.9148286⟩","raw_type":"info:eu-repo/semantics/conferenceObject"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","score":0.4943999946117401,"id":"https://metadata.un.org/sdg/9"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":15,"referenced_works":["https://openalex.org/W41554520","https://openalex.org/W2053017129","https://openalex.org/W2548443469","https://openalex.org/W2768673452","https://openalex.org/W2786348542","https://openalex.org/W2792251914","https://openalex.org/W2906050203","https://openalex.org/W2906687478","https://openalex.org/W2915771847","https://openalex.org/W2918840401","https://openalex.org/W2941088479","https://openalex.org/W2945079025","https://openalex.org/W2959722651","https://openalex.org/W2981388714","https://openalex.org/W2992916570"],"related_works":["https://openalex.org/W3123346421","https://openalex.org/W6999521364","https://openalex.org/W3132526154","https://openalex.org/W4379527149","https://openalex.org/W4283211114","https://openalex.org/W3128820583","https://openalex.org/W3125707874","https://openalex.org/W4313476909","https://openalex.org/W3162724819","https://openalex.org/W4392175520"],"abstract_inverted_index":{"The":[0,187],"emergence":[1],"of":[2,6,12,35,40,53,58,70,83,176,184,194,200],"a":[3,24,50,71,104],"new":[4,13,25,51],"generation":[5,52],"applications":[7],"led":[8],"to":[9,102,172,180],"the":[10,33,38,41,44,56,63,127,174,177,182,190,195],"appearance":[11],"challenges":[14],"that":[15,31,48,66,77,97],"represent":[16],"improvements":[17],"in":[18,74,81,147,198],"current":[19],"communication":[20,54],"technologies.":[21],"For":[22],"this,":[23],"network":[26,46,73,185],"paradigm's":[27],"including":[28],"edge":[29,39,148],"computing":[30,149],"allows":[32,67],"process":[34,125],"data":[36,110],"at":[37],"network.":[42],"And":[43],"5G":[45],"slicing":[47,64],"represents":[49],"increases":[55],"capacity":[57],"mobile":[59],"networks":[60],"by":[61,121],"supporting":[62],"technology":[65],"virtual":[68],"\u201ccutting\u201d":[69],"telecommunications":[72],"several":[75],"slices":[76,145],"provide":[78],"high":[79],"performance":[80],"terms":[82,199],"bandwidth":[84],"and":[85,89,113,157,166,179,192,205],"latency.":[86],"Slice":[87],"allocation":[88],"placement":[90,146,203],"is":[91],"an":[92],"important":[93],"networking":[94],"optimization":[95],"task":[96],"still":[98],"painstakingly":[99],"tune":[100],"heuristics":[101],"get":[103],"sufficient":[105],"solution.":[106],"These":[107],"algorithms":[108,178],"use":[109],"as":[111],"input":[112],"outputs":[114],"near-optimal":[115],"solutions.":[116],"Thus,":[117],"we":[118,136],"are":[119,164,170],"motivated":[120],"replacing":[122],"this":[123,134],"tedious":[124],"with":[126],"recent":[128],"deep":[129,158],"reinforcement":[130,154,159],"learning":[131,155,160],"algorithms.":[132],"In":[133],"paper,":[135],"propose":[137],"three":[138],"approaches":[139],"for":[140],"Virtual":[141],"Network":[142],"Functions":[143],"(VNFs)":[144],"(Integer":[150],"linear":[151],"programming":[152],"(ILP),":[153],"(RL),":[156],"(DRL)).":[161],"Then":[162],"they":[163],"implemented":[165],"evaluated.":[167],"Several":[168],"scenarios":[169],"considered":[171],"study":[173],"behavior":[175],"quantify":[181],"impact":[183],"size.":[186],"results":[188],"show":[189],"feasibility":[191],"efficiency":[193],"proposed":[196],"techniques":[197],"server":[201],"utilization,":[202],"time,":[204],"energy":[206],"consumption.":[207]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":1}],"updated_date":"2026-11-07T11:25:07.637180","created_date":"2020-08-03T00:00:00"}