{"id":"https://openalex.org/W4296448983","doi":"https://doi.org/10.1186/s13677-022-00322-5","title":"CLQLMRS: improving cache locality in MapReduce job scheduling using Q-learning","display_name":"CLQLMRS: improving cache locality in MapReduce job scheduling using Q-learning","publication_year":2022,"publication_date":"2022-09-19","ids":{"openalex":"https://openalex.org/W4296448983","doi":"https://doi.org/10.1186/s13677-022-00322-5"},"language":"en","primary_location":{"id":"doi:10.1186/s13677-022-00322-5","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s13677-022-00322-5","pdf_url":"https://journalofcloudcomputing.springeropen.com/counter/pdf/10.1186/s13677-022-00322-5","source":{"id":"https://openalex.org/S2486819371","display_name":"Journal of Cloud Computing Advances Systems and Applications","issn_l":"2192-113X","issn":["2192-113X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["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":"Journal of Cloud Computing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://journalofcloudcomputing.springeropen.com/counter/pdf/10.1186/s13677-022-00322-5","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5015729399","display_name":"Rana Ghazali","orcid":"https://orcid.org/0009-0001-7857-2231"},"institutions":[{"id":"https://openalex.org/I183067279","display_name":"Islamic Azad University North Tehran Branch","ror":"https://ror.org/00sb1nr29","country_code":"IR","type":"education","lineage":["https://openalex.org/I110525433","https://openalex.org/I183067279"]}],"countries":["IR"],"is_corresponding":false,"raw_author_name":"Rana Ghazali","raw_affiliation_strings":["Department of Computer Engineering, North Tehran Branch, Islamic Azad University, Tehran, Iran"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Engineering, North Tehran Branch, Islamic Azad University, Tehran, Iran","institution_ids":["https://openalex.org/I183067279"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080683142","display_name":"Sahar Adabi","orcid":"https://orcid.org/0000-0003-3511-9725"},"institutions":[{"id":"https://openalex.org/I183067279","display_name":"Islamic Azad University North Tehran Branch","ror":"https://ror.org/00sb1nr29","country_code":"IR","type":"education","lineage":["https://openalex.org/I110525433","https://openalex.org/I183067279"]}],"countries":["IR"],"is_corresponding":false,"raw_author_name":"Sahar Adabi","raw_affiliation_strings":["Department of Computer Engineering, North Tehran Branch, Islamic Azad University, Tehran, Iran"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Engineering, North Tehran Branch, Islamic Azad University, Tehran, Iran","institution_ids":["https://openalex.org/I183067279"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5066397293","display_name":"Ali Rezaee","orcid":"https://orcid.org/0000-0002-6007-7929"},"institutions":[{"id":"https://openalex.org/I155419210","display_name":"Islamic Azad University, Science and Research Branch","ror":"https://ror.org/03187yj51","country_code":"IR","type":"education","lineage":["https://openalex.org/I110525433","https://openalex.org/I155419210"]}],"countries":["IR"],"is_corresponding":false,"raw_author_name":"Ali Rezaee","raw_affiliation_strings":["Department of Computer Engineering, Science and Research Branch, Islamic Azad University, Tehran, Iran"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Engineering, Science and Research Branch, Islamic Azad University, Tehran, Iran","institution_ids":["https://openalex.org/I155419210"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000267488","display_name":"Douglas G. Down","orcid":"https://orcid.org/0000-0003-0881-831X"},"institutions":[{"id":"https://openalex.org/I98251732","display_name":"McMaster University","ror":"https://ror.org/02fa3aq29","country_code":"CA","type":"education","lineage":["https://openalex.org/I98251732"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Douglas G. Down","raw_affiliation_strings":["Department of Computing and Software, McMaster University, 1280 Main St W, Hamilton, ON, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computing and Software, McMaster University, 1280 Main St W, Hamilton, ON, Canada","institution_ids":["https://openalex.org/I98251732"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5089228487","display_name":"Ali Movaghar","orcid":"https://orcid.org/0000-0002-6803-6750"},"institutions":[{"id":"https://openalex.org/I133529467","display_name":"Sharif University of Technology","ror":"https://ror.org/024c2fq17","country_code":"IR","type":"education","lineage":["https://openalex.org/I133529467"]}],"countries":["IR"],"is_corresponding":false,"raw_author_name":"Ali Movaghar","raw_affiliation_strings":["Department of Computer Engineering, Sharif University of Technology, Azadi Ave, Tehran, Iran"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Engineering, Sharif University of Technology, Azadi Ave, Tehran, Iran","institution_ids":["https://openalex.org/I133529467"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":990,"currency":"GBP","value_usd":1214},"apc_paid":{"value":990,"currency":"GBP","value_usd":1214},"fwci":3.1866,"has_fulltext":true,"cited_by_count":10,"citation_normalized_percentile":{"value":0.930906,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":"11","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10101","display_name":"Cloud Computing and Resource Management","score":0.9997000098228455,"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"}},"topics":[{"id":"https://openalex.org/T10101","display_name":"Cloud Computing and Resource Management","score":0.9997000098228455,"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"}},{"id":"https://openalex.org/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9990000128746033,"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":0.9907000064849854,"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":0.8794354200363159},{"id":"https://openalex.org/keywords/locality","display_name":"Locality","score":0.8700176477432251},{"id":"https://openalex.org/keywords/cache","display_name":"Cache","score":0.8201577663421631},{"id":"https://openalex.org/keywords/locality-of-reference","display_name":"Locality of reference","score":0.6343426704406738},{"id":"https://openalex.org/keywords/parallel-computing","display_name":"Parallel computing","score":0.574749767780304},{"id":"https://openalex.org/keywords/cache-algorithms","display_name":"Cache algorithms","score":0.5503919124603271},{"id":"https://openalex.org/keywords/scheduling","display_name":"Scheduling (production processes)","score":0.5032469630241394},{"id":"https://openalex.org/keywords/fifo-and-lifo-accounting","display_name":"FIFO and LIFO accounting","score":0.48358243703842163},{"id":"https://openalex.org/keywords/fifo","display_name":"FIFO (computing and electronics)","score":0.4597513675689697},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.4385468363761902},{"id":"https://openalex.org/keywords/principle-of-locality","display_name":"Principle of locality","score":0.41501760482788086},{"id":"https://openalex.org/keywords/cpu-cache","display_name":"CPU cache","score":0.41111642122268677},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.25947660207748413}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8794354200363159},{"id":"https://openalex.org/C2779808786","wikidata":"https://www.wikidata.org/wiki/Q6664603","display_name":"Locality","level":2,"score":0.8700176477432251},{"id":"https://openalex.org/C115537543","wikidata":"https://www.wikidata.org/wiki/Q165596","display_name":"Cache","level":2,"score":0.8201577663421631},{"id":"https://openalex.org/C27602214","wikidata":"https://www.wikidata.org/wiki/Q1868547","display_name":"Locality of reference","level":3,"score":0.6343426704406738},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.574749767780304},{"id":"https://openalex.org/C38556500","wikidata":"https://www.wikidata.org/wiki/Q13404475","display_name":"Cache algorithms","level":4,"score":0.5503919124603271},{"id":"https://openalex.org/C206729178","wikidata":"https://www.wikidata.org/wiki/Q2271896","display_name":"Scheduling (production processes)","level":2,"score":0.5032469630241394},{"id":"https://openalex.org/C48721391","wikidata":"https://www.wikidata.org/wiki/Q1265942","display_name":"FIFO and LIFO accounting","level":3,"score":0.48358243703842163},{"id":"https://openalex.org/C2777145635","wikidata":"https://www.wikidata.org/wiki/Q515636","display_name":"FIFO (computing and electronics)","level":2,"score":0.4597513675689697},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.4385468363761902},{"id":"https://openalex.org/C18399536","wikidata":"https://www.wikidata.org/wiki/Q629202","display_name":"Principle of locality","level":5,"score":0.41501760482788086},{"id":"https://openalex.org/C189783530","wikidata":"https://www.wikidata.org/wiki/Q352090","display_name":"CPU cache","level":3,"score":0.41111642122268677},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.25947660207748413},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"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/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C138622882","wikidata":"https://www.wikidata.org/wiki/Q7269079","display_name":"Quantum nonlocality","level":4,"score":0.0},{"id":"https://openalex.org/C21547014","wikidata":"https://www.wikidata.org/wiki/Q1423657","display_name":"Operations management","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/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C121040770","wikidata":"https://www.wikidata.org/wiki/Q215675","display_name":"Quantum entanglement","level":3,"score":0.0},{"id":"https://openalex.org/C84114770","wikidata":"https://www.wikidata.org/wiki/Q46344","display_name":"Quantum","level":2,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1186/s13677-022-00322-5","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s13677-022-00322-5","pdf_url":"https://journalofcloudcomputing.springeropen.com/counter/pdf/10.1186/s13677-022-00322-5","source":{"id":"https://openalex.org/S2486819371","display_name":"Journal of Cloud Computing Advances Systems and Applications","issn_l":"2192-113X","issn":["2192-113X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["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":"Journal of Cloud Computing","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:2527e0613e604d8c85096222c873abe2","is_oa":true,"landing_page_url":"https://doaj.org/article/2527e0613e604d8c85096222c873abe2","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","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":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Journal of Cloud Computing: Advances, Systems and Applications, Vol 11, Iss 1, Pp 1-17 (2022)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1186/s13677-022-00322-5","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s13677-022-00322-5","pdf_url":"https://journalofcloudcomputing.springeropen.com/counter/pdf/10.1186/s13677-022-00322-5","source":{"id":"https://openalex.org/S2486819371","display_name":"Journal of Cloud Computing Advances Systems and Applications","issn_l":"2192-113X","issn":["2192-113X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["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":"Journal of Cloud Computing","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Decent work and economic growth","score":0.6600000262260437,"id":"https://metadata.un.org/sdg/8"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4296448983.pdf","grobid_xml":"https://content.openalex.org/works/W4296448983.grobid-xml"},"referenced_works_count":22,"referenced_works":["https://openalex.org/W2096125134","https://openalex.org/W2102748509","https://openalex.org/W2119567691","https://openalex.org/W2155072926","https://openalex.org/W2522680599","https://openalex.org/W2618576559","https://openalex.org/W2623538158","https://openalex.org/W2674963269","https://openalex.org/W2745600517","https://openalex.org/W2771089346","https://openalex.org/W2823319972","https://openalex.org/W2954441379","https://openalex.org/W2973184394","https://openalex.org/W2990298958","https://openalex.org/W3008115759","https://openalex.org/W3039409693","https://openalex.org/W3048357656","https://openalex.org/W3099098707","https://openalex.org/W3173206457","https://openalex.org/W4214717370","https://openalex.org/W4220736952","https://openalex.org/W4229052812"],"related_works":["https://openalex.org/W2168288612","https://openalex.org/W3145739807","https://openalex.org/W2058492552","https://openalex.org/W2485390638","https://openalex.org/W2626729922","https://openalex.org/W2020531283","https://openalex.org/W2322861814","https://openalex.org/W2945758745","https://openalex.org/W2015441043","https://openalex.org/W2147511796"],"abstract_inverted_index":{"Abstract":[0],"Scheduling":[1],"of":[2,9,26,49],"MapReduce":[3,79],"jobs":[4],"is":[5,24,95],"an":[6],"integral":[7],"part":[8],"Hadoop":[10,20],"and":[11,86,115],"effective":[12],"job":[13,71],"scheduling":[14],"has":[15],"a":[16,69,101],"direct":[17],"impact":[18],"on":[19],"performance.":[21],"Data":[22],"locality":[23,85,88],"one":[25],"the":[27,45,116],"most":[28],"important":[29],"factors":[30],"to":[31,36],"be":[32],"considered":[33,61],"in":[34,78,100],"order":[35],"improve":[37],"efficiency,":[38],"as":[39],"it":[40],"affects":[41],"data":[42,56,84],"transmission":[43],"through":[44],"system.":[46],"A":[47],"number":[48],"researchers":[50],"have":[51,60],"suggested":[52],"approaches":[53],"for":[54,81],"improving":[55,82],"locality,":[57],"but":[58],"few":[59],"cache":[62,87],"locality.":[63],"In":[64],"this":[65],"paper,":[66],"we":[67],"present":[68],"state-of-the-art":[70],"scheduler,":[72],"CLQLMRS":[73],"(Cache":[74],"Locality":[75],"with":[76,112],"Q-Learning":[77],"Scheduler)":[80],"both":[83],"using":[89],"reinforcement":[90],"learning.":[91],"The":[92],"proposed":[93],"algorithm":[94],"evaluated":[96],"by":[97],"various":[98],"experiments":[99],"heterogeneous":[102],"environment.":[103],"Experimental":[104],"results":[105],"show":[106],"significantly":[107],"decreased":[108],"execution":[109],"time":[110],"compared":[111],"FIFO,":[113],"Delay,":[114],"Adaptive":[117],"Cache":[118],"Local":[119],"scheduler.":[120]},"counts_by_year":[{"year":2025,"cited_by_count":6},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":2}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}