{"id":"https://openalex.org/W4386834029","doi":"https://doi.org/10.4108/eetsis.3822","title":"RBOIRA: Integrating Rules and Reinforcement Learning to Improve Index Recommendation","display_name":"RBOIRA: Integrating Rules and Reinforcement Learning to Improve Index Recommendation","publication_year":2023,"publication_date":"2023-09-18","ids":{"openalex":"https://openalex.org/W4386834029","doi":"https://doi.org/10.4108/eetsis.3822"},"language":"en","primary_location":{"id":"doi:10.4108/eetsis.3822","doi":"https://doi.org/10.4108/eetsis.3822","is_oa":true,"landing_page_url":"https://doi.org/10.4108/eetsis.3822","pdf_url":"https://publications.eai.eu/index.php/sis/article/download/3822/2505","source":{"id":"https://openalex.org/S4210240886","display_name":"ICST Transactions on Scalable Information Systems","issn_l":"2032-9407","issn":["2032-9407"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","dongbi-d","norway-1","poland-20","russia-white-list-3"],"host_organization":"https://openalex.org/P4310321145","host_organization_name":"European Alliance for Innovation","host_organization_lineage":["https://openalex.org/P4310321145"],"host_organization_lineage_names":["European Alliance for Innovation"],"type":"journal"},"license":"cc-by-nc-sa","license_id":"https://openalex.org/licenses/cc-by-nc-sa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ICST Transactions on Scalable Information Systems","raw_type":"journal-article"},"volume":null,"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://publications.eai.eu/index.php/sis/article/download/3822/2505","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5056788762","display_name":"Wenbo Yu","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I10660446","display_name":"Kunming University of Science and Technology","ror":"https://ror.org/00xyeez13","country_code":"CN","type":"education","lineage":["https://openalex.org/I10660446"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wenbo Yu","raw_affiliation_strings":["Kunming University of Science and Technology"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Kunming University of Science and Technology","institution_ids":["https://openalex.org/I10660446"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101734204","display_name":"Jinguo You","orcid":"https://orcid.org/0000-0002-9118-3775","observed_orcids":["https://orcid.org/0000-0002-9118-3775"]},"institutions":[{"id":"https://openalex.org/I10660446","display_name":"Kunming University of Science and Technology","ror":"https://ror.org/00xyeez13","country_code":"CN","type":"education","lineage":["https://openalex.org/I10660446"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jinguo You","raw_affiliation_strings":["Kunming University of Science and Technology"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Kunming University of Science and Technology","institution_ids":["https://openalex.org/I10660446"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084521469","display_name":"Xiangyu Niu","orcid":"https://orcid.org/0000-0002-4134-7292","observed_orcids":["https://orcid.org/0000-0002-4134-7292"]},"institutions":[{"id":"https://openalex.org/I10660446","display_name":"Kunming University of Science and Technology","ror":"https://ror.org/00xyeez13","country_code":"CN","type":"education","lineage":["https://openalex.org/I10660446"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiangyu Niu","raw_affiliation_strings":["Kunming University of Science and Technology"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Kunming University of Science and Technology","institution_ids":["https://openalex.org/I10660446"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103096924","display_name":"Jianfeng He","orcid":"https://orcid.org/0000-0002-7700-788X","observed_orcids":["https://orcid.org/0000-0002-7700-788X","https://orcid.org/0009-0009-5152-6786"]},"institutions":[{"id":"https://openalex.org/I10660446","display_name":"Kunming University of Science and Technology","ror":"https://ror.org/00xyeez13","country_code":"CN","type":"education","lineage":["https://openalex.org/I10660446"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jianfeng He","raw_affiliation_strings":["Kunming University of Science and Technology"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Kunming University of Science and Technology","institution_ids":["https://openalex.org/I10660446"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5081203552","display_name":"Yunwei Zhang","orcid":"https://orcid.org/0000-0002-8203-9157","observed_orcids":["https://orcid.org/0000-0002-8203-9157"]},"institutions":[{"id":"https://openalex.org/I10660446","display_name":"Kunming University of Science and Technology","ror":"https://ror.org/00xyeez13","country_code":"CN","type":"education","lineage":["https://openalex.org/I10660446"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yunwei Zhang","raw_affiliation_strings":["Kunming University of Science and Technology"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Kunming University of Science and Technology","institution_ids":["https://openalex.org/I10660446"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I10660446"],"apc_list":null,"apc_paid":null,"fwci":0.3336,"has_fulltext":true,"cited_by_count":3,"citation_normalized_percentile":{"value":0.57730651,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":93,"max":96},"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10317","display_name":"Advanced Database Systems and Queries","score":0.9955999851226807,"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/T10317","display_name":"Advanced Database Systems and Queries","score":0.9955999851226807,"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/T11106","display_name":"Data Management and Algorithms","score":0.001500000013038516,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/T10538","display_name":"Data Mining Algorithms and Applications","score":0.00019999999494757503,"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/reinforcement-learning","display_name":"reinforcement learning","score":0.8519999980926514},{"id":"https://openalex.org/keywords/heuristic-rules","display_name":"heuristic rules","score":0.8690000176429749},{"id":"https://openalex.org/keywords/database-query-performance","display_name":"database query performance","score":0.7620000243186951},{"id":"https://openalex.org/keywords/dynamic-databases","display_name":"dynamic databases","score":0.7250000238418579},{"id":"https://openalex.org/keywords/tpc-h","display_name":"TPC-H","score":0.6940000057220459},{"id":"https://openalex.org/keywords/workload-optimization","display_name":"workload optimization","score":0.39500001072883606}],"concepts":[{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.8287352323532104},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8095604777336121},{"id":"https://openalex.org/C2777382242","wikidata":"https://www.wikidata.org/wiki/Q6017816","display_name":"Index (typography)","level":2,"score":0.6407061219215393},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.6138626933097839},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.6017498970031738},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.5502297878265381},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5214633345603943},{"id":"https://openalex.org/C173801870","wikidata":"https://www.wikidata.org/wiki/Q201413","display_name":"Heuristic","level":2,"score":0.4931935667991638},{"id":"https://openalex.org/C67203356","wikidata":"https://www.wikidata.org/wiki/Q1321905","display_name":"Reinforcement","level":2,"score":0.47675785422325134},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.47557392716407776},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.46152418851852417},{"id":"https://openalex.org/C108010975","wikidata":"https://www.wikidata.org/wiki/Q500094","display_name":"Pruning","level":2,"score":0.44545841217041016},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.09878700971603394},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0},{"id":"https://openalex.org/C6557445","wikidata":"https://www.wikidata.org/wiki/Q173113","display_name":"Agronomy","level":1,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C13280743","wikidata":"https://www.wikidata.org/wiki/Q131089","display_name":"Geodesy","level":1,"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/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"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},{"id":"https://openalex.org/C66938386","wikidata":"https://www.wikidata.org/wiki/Q633538","display_name":"Structural engineering","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.4108/eetsis.3822","doi":"https://doi.org/10.4108/eetsis.3822","is_oa":true,"landing_page_url":"https://doi.org/10.4108/eetsis.3822","pdf_url":"https://publications.eai.eu/index.php/sis/article/download/3822/2505","source":{"id":"https://openalex.org/S4210240886","display_name":"ICST Transactions on Scalable Information Systems","issn_l":"2032-9407","issn":["2032-9407"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","dongbi-d","norway-1","poland-20","russia-white-list-3"],"host_organization":"https://openalex.org/P4310321145","host_organization_name":"European Alliance for Innovation","host_organization_lineage":["https://openalex.org/P4310321145"],"host_organization_lineage_names":["European Alliance for Innovation"],"type":"journal"},"license":"cc-by-nc-sa","license_id":"https://openalex.org/licenses/cc-by-nc-sa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ICST Transactions on Scalable Information Systems","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.4108/eetsis.3822","doi":"https://doi.org/10.4108/eetsis.3822","is_oa":true,"landing_page_url":"https://doi.org/10.4108/eetsis.3822","pdf_url":"https://publications.eai.eu/index.php/sis/article/download/3822/2505","source":{"id":"https://openalex.org/S4210240886","display_name":"ICST Transactions on Scalable Information Systems","issn_l":"2032-9407","issn":["2032-9407"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","dongbi-d","norway-1","poland-20","russia-white-list-3"],"host_organization":"https://openalex.org/P4310321145","host_organization_name":"European Alliance for Innovation","host_organization_lineage":["https://openalex.org/P4310321145"],"host_organization_lineage_names":["European Alliance for Innovation"],"type":"journal"},"license":"cc-by-nc-sa","license_id":"https://openalex.org/licenses/cc-by-nc-sa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ICST Transactions on Scalable Information Systems","raw_type":"journal-article"},"sustainable_development_goals":[],"study_designs":[],"awards":[{"id":"https://openalex.org/G7765730107","display_name":"\u5927\u6570\u636e\u8054\u673a\u5206\u6790\u5904\u7406\u667a\u80fd\u5316\u6280\u672f\u7814\u7a76","funder_award_id":"62062046","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4386834029.pdf","grobid_xml":"https://content.openalex.org/works/W4386834029.grobid-xml"},"referenced_works_count":23,"referenced_works":["https://openalex.org/W121027223","https://openalex.org/W564120599","https://openalex.org/W2072534270","https://openalex.org/W2142644005","https://openalex.org/W2508071492","https://openalex.org/W2534963985","https://openalex.org/W2613206411","https://openalex.org/W2790625403","https://openalex.org/W2806025531","https://openalex.org/W2944240329","https://openalex.org/W2966185412","https://openalex.org/W3011572741","https://openalex.org/W3080317582","https://openalex.org/W3094011786","https://openalex.org/W3095166039","https://openalex.org/W3119448165","https://openalex.org/W3121830976","https://openalex.org/W3173850788","https://openalex.org/W3197592790","https://openalex.org/W4385616961","https://openalex.org/W4385627526","https://openalex.org/W4386262998","https://openalex.org/W6834984320"],"related_works":["https://openalex.org/W7008227145","https://openalex.org/W3011572741","https://openalex.org/W4405266785","https://openalex.org/W3094011786","https://openalex.org/W3194434076","https://openalex.org/W4391743034","https://openalex.org/W4402454086","https://openalex.org/W4414566295","https://openalex.org/W3024860837","https://openalex.org/W4317641440"],"abstract_inverted_index":{"INTRODUCTION:":[0],"The":[1,16],"index":[2,18,24,39,64,83,94,119],"is":[3],"one":[4],"of":[5,69,99],"the":[6,12,23,30,38,42,52,62,92,102,113,126],"most":[7],"effective":[8],"ways":[9],"to":[10,60,90,109,125],"improve":[11,41],"database":[13,115,145],"query":[14],"performance.":[15],"expert-based":[17],"recommendation":[19],"approach":[20],"cannot":[21],"adjust":[22],"configuration":[25,44,65,95],"in":[26,71,101,136,143],"real":[27],"time.":[28],"At":[29],"same":[31],"time,":[32],"reinforcement":[33,58,88,132],"learning":[34,59,89,133],"can":[35],"automatically":[36],"update":[37],"and":[40,57,130,139],"recommended":[43],"by":[45],"leveraging":[46],"expert":[47],"experience.OBJECTIVES:":[48],"This":[49],"paper":[50],"proposes":[51],"RBOIRA,":[53],"which":[54],"combines":[55],"rules":[56,80],"recommend":[61,91],"optimal":[63,93],"for":[66,81,96],"a":[67,72,97],"set":[68,98],"workloads":[70,100],"dynamic":[73],"database.METHODS:":[74],"Firstly,":[75],"RBOIRA":[76,111,117],"designed":[77],"three":[78],"heuristic":[79],"pruning":[82],"candidates.":[84],"Secondly,":[85],"it":[86],"uses":[87],"database.":[103],"Finally,":[104],"we":[105,128],"conducted":[106],"extensive":[107],"experiments":[108],"evaluate":[110],"using":[112],"TPC-H":[114],"benchmark.RESULTS:":[116],"recommends":[118],"configurations":[120],"with":[121],"superior":[122],"performance":[123],"compared":[124],"baselines":[127],"define":[129],"other":[131],"methods":[134],"used":[135],"related":[137],"work":[138],"also":[140],"has":[141],"robustness":[142],"different":[144],"sizes.":[146]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2024,"cited_by_count":2}],"updated_date":"2026-10-16T09:59:22.235173","created_date":"2023-09-19T00:00:00"}
