{"id":"https://openalex.org/W2088751282","doi":"https://doi.org/10.1016/j.procs.2014.05.402","title":"Performance Improvement of Data Mining in Weka through GPU Acceleration","display_name":"Performance Improvement of Data Mining in Weka through GPU Acceleration","publication_year":2014,"publication_date":"2014-01-01","ids":{"openalex":"https://openalex.org/W2088751282","doi":"https://doi.org/10.1016/j.procs.2014.05.402","mag":"2088751282"},"language":"en","primary_location":{"is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.procs.2014.05.402","pdf_url":null,"source":{"id":"https://openalex.org/S120348307","display_name":"Procedia Computer Science","issn_l":"1877-0509","issn":["1877-0509"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true},"type":"article","type_crossref":"journal-article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1016/j.procs.2014.05.402","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5099941414","display_name":"Tiago Augusto Engel","orcid":null},"institutions":[{"id":"https://openalex.org/I33501960","display_name":"Universidade Federal de Santa Maria","ror":"https://ror.org/01b78mz79","country_code":"BR","type":"education","lineage":["https://openalex.org/I33501960"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Tiago Augusto Engel","raw_affiliation_strings":["Universidade Federal de Santa Mar\u00eda, Santa Mar\u00eda, Brazil"],"affiliations":[{"raw_affiliation_string":"Universidade Federal de Santa Mar\u00eda, Santa Mar\u00eda, Brazil","institution_ids":["https://openalex.org/I33501960"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058784082","display_name":"Andr\u00e9a Schwertner Char\u00e3o","orcid":"https://orcid.org/0000-0003-3695-8547"},"institutions":[{"id":"https://openalex.org/I33501960","display_name":"Universidade Federal de Santa Maria","ror":"https://ror.org/01b78mz79","country_code":"BR","type":"education","lineage":["https://openalex.org/I33501960"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Andrea Schwertner Char\u00e3o","raw_affiliation_strings":["Universidade Federal de Santa Mar\u00eda, Santa Mar\u00eda, Brazil"],"affiliations":[{"raw_affiliation_string":"Universidade Federal de Santa Mar\u00eda, Santa Mar\u00eda, Brazil","institution_ids":["https://openalex.org/I33501960"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110233600","display_name":"Manuele Kirsch-Pinheiro","orcid":null},"institutions":[{"id":"https://openalex.org/I204730241","display_name":"Universit\u00e9 Paris Cit\u00e9","ror":"https://ror.org/05f82e368","country_code":"FR","type":"education","lineage":["https://openalex.org/I204730241"]},{"id":"https://openalex.org/I51101395","display_name":"Universit\u00e9 Paris 1 Panth\u00e9on-Sorbonne","ror":"https://ror.org/002t25c44","country_code":"FR","type":"education","lineage":["https://openalex.org/I51101395"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Manuele Kirsch-Pinheiro","raw_affiliation_strings":[" Universit\u00e9 Paris 1 Panth\u00e9on-Sorbonne, Paris, France"],"affiliations":[{"raw_affiliation_string":" Universit\u00e9 Paris 1 Panth\u00e9on-Sorbonne, Paris, France","institution_ids":["https://openalex.org/I204730241","https://openalex.org/I51101395"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5078044114","display_name":"Luiz Angelo Steffenel","orcid":"https://orcid.org/0000-0003-3670-4088"},"institutions":[{"id":"https://openalex.org/I96226040","display_name":"Universit\u00e9 de Reims Champagne-Ardenne","ror":"https://ror.org/03hypw319","country_code":"FR","type":"education","lineage":["https://openalex.org/I96226040"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Luiz-Angelo Steffenel","raw_affiliation_strings":["Universit\u00e9 de Reims Champagne-Ardenne, Reims, France."],"affiliations":[{"raw_affiliation_string":"Universit\u00e9 de Reims Champagne-Ardenne, Reims, France.","institution_ids":["https://openalex.org/I96226040"]}]}],"institution_assertions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":2.095,"has_fulltext":true,"fulltext_origin":"pdf","cited_by_count":22,"citation_normalized_percentile":{"value":0.951188,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":91,"max":92},"biblio":{"volume":"32","issue":null,"first_page":"93","last_page":"100"},"is_retracted":false,"is_paratext":false,"primary_topic":{"id":"https://openalex.org/T10054","display_name":"Parallel Computing and Optimization Techniques","score":0.9975,"subfield":{"id":"https://openalex.org/subfields/1708","display_name":"Hardware and Architecture"},"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/T10054","display_name":"Parallel Computing and Optimization Techniques","score":0.9975,"subfield":{"id":"https://openalex.org/subfields/1708","display_name":"Hardware and Architecture"},"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/T11975","display_name":"Evolutionary Algorithms and Applications","score":0.9929,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T10829","display_name":"Interconnection Networks and Systems","score":0.9659,"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/speedup","display_name":"Speedup","score":0.79351926},{"id":"https://openalex.org/keywords/profiling","display_name":"Profiling (computer programming)","score":0.5478225},{"id":"https://openalex.org/keywords/code","display_name":"Code (set theory)","score":0.4544511},{"id":"https://openalex.org/keywords/graphics-processing-unit","display_name":"Graphics processing unit","score":0.45223895}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.9180715},{"id":"https://openalex.org/C68339613","wikidata":"https://www.wikidata.org/wiki/Q1549489","display_name":"Speedup","level":2,"score":0.79351926},{"id":"https://openalex.org/C2778119891","wikidata":"https://www.wikidata.org/wiki/Q477690","display_name":"CUDA","level":2,"score":0.5482316},{"id":"https://openalex.org/C187191949","wikidata":"https://www.wikidata.org/wiki/Q1138496","display_name":"Profiling (computer programming)","level":2,"score":0.5478225},{"id":"https://openalex.org/C21442007","wikidata":"https://www.wikidata.org/wiki/Q1027879","display_name":"Graphics","level":2,"score":0.53185314},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.52609384},{"id":"https://openalex.org/C17349429","wikidata":"https://www.wikidata.org/wiki/Q1049914","display_name":"Matrix multiplication","level":3,"score":0.479736},{"id":"https://openalex.org/C2776760102","wikidata":"https://www.wikidata.org/wiki/Q5139990","display_name":"Code (set theory)","level":3,"score":0.4544511},{"id":"https://openalex.org/C2779851693","wikidata":"https://www.wikidata.org/wiki/Q183484","display_name":"Graphics processing unit","level":2,"score":0.45223895},{"id":"https://openalex.org/C50630238","wikidata":"https://www.wikidata.org/wiki/Q971505","display_name":"General-purpose computing on graphics processing units","level":3,"score":0.43891978},{"id":"https://openalex.org/C165696696","wikidata":"https://www.wikidata.org/wiki/Q11287","display_name":"Exploit","level":2,"score":0.43749163},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4123097},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.17574865},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.12787247},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.08303249},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","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/C84114770","wikidata":"https://www.wikidata.org/wiki/Q46344","display_name":"Quantum","level":2,"score":0.0}],"mesh":[],"locations_count":7,"locations":[{"is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.procs.2014.05.402","pdf_url":null,"source":{"id":"https://openalex.org/S120348307","display_name":"Procedia Computer Science","issn_l":"1877-0509","issn":["1877-0509"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true},{"is_oa":true,"landing_page_url":"https://paris1.hal.science/hal-01020994","pdf_url":"https://paris1.hal.science/hal-01020994/document","source":null,"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"publishedVersion","is_accepted":true,"is_published":true},{"is_oa":false,"landing_page_url":"https://hal-paris1.archives-ouvertes.fr/hal-01003008","pdf_url":null,"source":{"id":"https://openalex.org/S4306402512","display_name":"HAL (Le Centre pour la Communication Scientifique Directe)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1294671590","host_organization_name":"Centre National de la Recherche Scientifique","host_organization_lineage":["https://openalex.org/I1294671590"],"host_organization_lineage_names":["Centre National de la Recherche Scientifique"],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false},{"is_oa":false,"landing_page_url":"https://paris1.hal.science/hal-01003008","pdf_url":null,"source":null,"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false},{"is_oa":true,"landing_page_url":"https://paris1.hal.science/hal-01020994/file/FinalVersionManuscript-A_new_approach_for_service_discovery_and_prediction_on_Pervasive_Information_System.pdf","pdf_url":"https://paris1.hal.science/hal-01020994/file/FinalVersionManuscript-A_new_approach_for_service_discovery_and_prediction_on_Pervasive_Information_System.pdf","source":null,"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"publishedVersion","is_accepted":true,"is_published":true},{"is_oa":true,"landing_page_url":"https://hal-paris1.archives-ouvertes.fr/hal-01020994/document","pdf_url":"https://hal-paris1.archives-ouvertes.fr/hal-01020994/document","source":{"id":"https://openalex.org/S4306402512","display_name":"HAL (Le Centre pour la Communication Scientifique Directe)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1294671590","host_organization_name":"Centre National de la Recherche Scientifique","host_organization_lineage":["https://openalex.org/I1294671590"],"host_organization_lineage_names":["Centre National de la Recherche Scientifique"],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"publishedVersion","is_accepted":true,"is_published":true},{"is_oa":true,"landing_page_url":"https://hal-paris1.archives-ouvertes.fr/hal-01020994/file/FinalVersionManuscript-A_new_approach_for_service_discovery_and_prediction_on_Pervasive_Information_System.pdf","pdf_url":"https://hal-paris1.archives-ouvertes.fr/hal-01020994/file/FinalVersionManuscript-A_new_approach_for_service_discovery_and_prediction_on_Pervasive_Information_System.pdf","source":{"id":"https://openalex.org/S4306402512","display_name":"HAL (Le Centre pour la Communication Scientifique Directe)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1294671590","host_organization_name":"Centre National de la Recherche Scientifique","host_organization_lineage":["https://openalex.org/I1294671590"],"host_organization_lineage_names":["Centre National de la Recherche Scientifique"],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"publishedVersion","is_accepted":true,"is_published":true}],"best_oa_location":{"is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.procs.2014.05.402","pdf_url":null,"source":{"id":"https://openalex.org/S120348307","display_name":"Procedia Computer Science","issn_l":"1877-0509","issn":["1877-0509"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true},"sustainable_development_goals":[],"grants":[],"datasets":[],"versions":[],"referenced_works_count":22,"referenced_works":["https://openalex.org/W144691381","https://openalex.org/W1540602306","https://openalex.org/W1543320899","https://openalex.org/W1567272678","https://openalex.org/W1570448133","https://openalex.org/W1572978214","https://openalex.org/W1975778423","https://openalex.org/W1978069786","https://openalex.org/W2001782903","https://openalex.org/W2022546268","https://openalex.org/W2023116290","https://openalex.org/W2028499920","https://openalex.org/W2053921059","https://openalex.org/W2090593986","https://openalex.org/W2108198717","https://openalex.org/W2117975184","https://openalex.org/W2122137926","https://openalex.org/W2126723467","https://openalex.org/W2132836512","https://openalex.org/W2133990480","https://openalex.org/W3120740533","https://openalex.org/W3138798301"],"related_works":["https://openalex.org/W3104348697","https://openalex.org/W3048701459","https://openalex.org/W2983282793","https://openalex.org/W240129890","https://openalex.org/W2389600408","https://openalex.org/W2370314112","https://openalex.org/W2364044215","https://openalex.org/W2149078538","https://openalex.org/W2080146221","https://openalex.org/W1963859303"],"abstract_inverted_index":{"Data":[0],"mining":[1,39,64],"tools":[2,40],"may":[3],"be":[4],"computationally":[5],"demanding,":[6],"so":[7,95],"there":[8],"is":[9],"an":[10,53],"increasing":[11],"interest":[12],"on":[13,68,105,114],"parallel":[14,103,117],"computing":[15,30],"strategies":[16],"to":[17,55,80,120],"improve":[18,56],"their":[19],"performance.":[20,107],"The":[21,89,108],"popularization":[22],"of":[23,32,47,59,74,102],"Graphics":[24],"Processing":[25],"Units":[26],"(GPUs)":[27],"increased":[28],"the":[29,57,72,100,115,121],"power":[31],"current":[33],"desktop":[34],"computers,":[35],"but":[36],"desktop-based":[37],"data":[38,63],"do":[41],"not":[42],"usually":[43],"take":[44],"full":[45],"advantage":[46],"these":[48],"architectures.":[49],"This":[50],"paper":[51],"exploits":[52],"approach":[54],"performance":[58],"Weka,":[60],"a":[61,82,111],"popular":[62],"tool,":[65],"through":[66],"parallelization":[67],"GPU-accelerated":[69],"machines.":[70],"From":[71],"profiling":[73],"Weka":[75,94,124],"object-oriented":[76],"code,":[77],"we":[78,97],"chose":[79],"parallelize":[81],"matrix":[83],"multiplication":[84],"method":[85],"using":[86],"state-of-the-art":[87],"tools.":[88],"implementation":[90],"was":[91],"merged":[92],"into":[93],"that":[96],"could":[98],"analyze":[99],"impact":[101],"execution":[104],"its":[106],"results":[109],"show":[110],"significant":[112],"speedup":[113],"target":[116],"architectures,":[118],"compared":[119],"original,":[122],"sequential":[123],"code.":[125]},"cited_by_api_url":"https://api.openalex.org/works?filter=cites:W2088751282","counts_by_year":[{"year":2023,"cited_by_count":4},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":2},{"year":2020,"cited_by_count":4},{"year":2019,"cited_by_count":2},{"year":2018,"cited_by_count":2},{"year":2017,"cited_by_count":2},{"year":2015,"cited_by_count":2},{"year":2014,"cited_by_count":2}],"updated_date":"2024-12-29T15:11:56.059738","created_date":"2016-06-24"}