{"id":"https://openalex.org/W1988951155","doi":"https://doi.org/10.1109/icsmc.2010.5642486","title":"On the parallelization and optimization of the genetic-based ANN classifier for the diagnosis of students with learning disabilities","display_name":"On the parallelization and optimization of the genetic-based ANN classifier for the diagnosis of students with learning disabilities","publication_year":2010,"publication_date":"2010-10-01","ids":{"openalex":"https://openalex.org/W1988951155","doi":"https://doi.org/10.1109/icsmc.2010.5642486","mag":"1988951155"},"language":"en","primary_location":{"id":"doi:10.1109/icsmc.2010.5642486","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icsmc.2010.5642486","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2010 IEEE International Conference on Systems, Man and Cybernetics","raw_type":"proceedings-article"},"type":"conference-paper","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/A5067207581","display_name":"T-K Wu","orcid":null},"institutions":[{"id":"https://openalex.org/I70522481","display_name":"National Changhua University of Education","ror":"https://ror.org/005gkfa10","country_code":"TW","type":"education","lineage":["https://openalex.org/I70522481"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"T-K Wu","raw_affiliation_strings":["National Changhua University of Education, Changhua, Taiwan","Nat. Changhua Univ. of Educ., Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Changhua University of Education, Changhua, Taiwan","institution_ids":["https://openalex.org/I70522481"]},{"raw_affiliation_string":"Nat. Changhua Univ. of Educ., Taiwan","institution_ids":["https://openalex.org/I70522481"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088524571","display_name":"Huang Sc","orcid":"https://orcid.org/0000-0001-8622-4838"},"institutions":[{"id":"https://openalex.org/I70522481","display_name":"National Changhua University of Education","ror":"https://ror.org/005gkfa10","country_code":"TW","type":"education","lineage":["https://openalex.org/I70522481"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"S-C Huang","raw_affiliation_strings":["National Changhua University of Education, Changhua, Taiwan","Nat. Changhua Univ. of Educ., Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Changhua University of Education, Changhua, Taiwan","institution_ids":["https://openalex.org/I70522481"]},{"raw_affiliation_string":"Nat. Changhua Univ. of Educ., Taiwan","institution_ids":["https://openalex.org/I70522481"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100835950","display_name":"Y-L Lin","orcid":null},"institutions":[{"id":"https://openalex.org/I70522481","display_name":"National Changhua University of Education","ror":"https://ror.org/005gkfa10","country_code":"TW","type":"education","lineage":["https://openalex.org/I70522481"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Y-L Lin","raw_affiliation_strings":["National Changhua University of Education, Changhua, Taiwan","Nat. Changhua Univ. of Educ., Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Changhua University of Education, Changhua, Taiwan","institution_ids":["https://openalex.org/I70522481"]},{"raw_affiliation_string":"Nat. Changhua Univ. of Educ., Taiwan","institution_ids":["https://openalex.org/I70522481"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5003419255","display_name":"H. H. Chang","orcid":"https://orcid.org/0000-0002-8793-664X"},"institutions":[{"id":"https://openalex.org/I70522481","display_name":"National Changhua University of Education","ror":"https://ror.org/005gkfa10","country_code":"TW","type":"education","lineage":["https://openalex.org/I70522481"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"H. Chang","raw_affiliation_strings":["National Changhua University of Education, Changhua, Taiwan","Nat. Changhua Univ. of Educ., Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Changhua University of Education, Changhua, Taiwan","institution_ids":["https://openalex.org/I70522481"]},{"raw_affiliation_string":"Nat. Changhua Univ. of Educ., Taiwan","institution_ids":["https://openalex.org/I70522481"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5081607404","display_name":"Y-R Meng","orcid":null},"institutions":[{"id":"https://openalex.org/I4210154699","display_name":"National Hsinchu University of Education","ror":"https://ror.org/05prep819","country_code":"TW","type":"education","lineage":["https://openalex.org/I4210154699"]},{"id":"https://openalex.org/I70522481","display_name":"National Changhua University of Education","ror":"https://ror.org/005gkfa10","country_code":"TW","type":"education","lineage":["https://openalex.org/I70522481"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Y-R Meng","raw_affiliation_strings":["National HsinChu University of Education, Hsinchu, Taiwan","Nat. Changhua Univ. of Educ., Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National HsinChu University of Education, Hsinchu, Taiwan","institution_ids":["https://openalex.org/I4210154699"]},{"raw_affiliation_string":"Nat. Changhua Univ. of Educ., Taiwan","institution_ids":["https://openalex.org/I70522481"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"4263","last_page":"4269"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.8924000263214111,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"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/T11122","display_name":"Online Learning and Analytics","score":0.8924000263214111,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"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/T12423","display_name":"Software Reliability and Analysis Research","score":0.8543999791145325,"subfield":{"id":"https://openalex.org/subfields/1712","display_name":"Software"},"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/T10323","display_name":"Analog and Mixed-Signal Circuit Design","score":0.8307999968528748,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8225119709968567},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.7753500938415527},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.6686451435089111},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6565812826156616},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.6101606488227844},{"id":"https://openalex.org/keywords/genetic-algorithm","display_name":"Genetic algorithm","score":0.5418989658355713},{"id":"https://openalex.org/keywords/grid","display_name":"Grid","score":0.45283034443855286},{"id":"https://openalex.org/keywords/execution-time","display_name":"Execution time","score":0.4281112849712372},{"id":"https://openalex.org/keywords/computer-engineering","display_name":"Computer engineering","score":0.1892591416835785}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8225119709968567},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.7753500938415527},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.6686451435089111},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6565812826156616},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6101606488227844},{"id":"https://openalex.org/C8880873","wikidata":"https://www.wikidata.org/wiki/Q187787","display_name":"Genetic algorithm","level":2,"score":0.5418989658355713},{"id":"https://openalex.org/C187691185","wikidata":"https://www.wikidata.org/wiki/Q2020720","display_name":"Grid","level":2,"score":0.45283034443855286},{"id":"https://openalex.org/C2989134064","wikidata":"https://www.wikidata.org/wiki/Q288510","display_name":"Execution time","level":2,"score":0.4281112849712372},{"id":"https://openalex.org/C113775141","wikidata":"https://www.wikidata.org/wiki/Q428691","display_name":"Computer engineering","level":1,"score":0.1892591416835785},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icsmc.2010.5642486","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icsmc.2010.5642486","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2010 IEEE International Conference on Systems, Man and Cybernetics","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Quality Education","score":0.8600000143051147,"id":"https://metadata.un.org/sdg/4"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":25,"referenced_works":["https://openalex.org/W105579702","https://openalex.org/W168586859","https://openalex.org/W1554663460","https://openalex.org/W1563088657","https://openalex.org/W1982120517","https://openalex.org/W2020009149","https://openalex.org/W2035470189","https://openalex.org/W2054647787","https://openalex.org/W2057229959","https://openalex.org/W2077783617","https://openalex.org/W2087412438","https://openalex.org/W2098078664","https://openalex.org/W2123416967","https://openalex.org/W2130794005","https://openalex.org/W2135190479","https://openalex.org/W2151419026","https://openalex.org/W2158599982","https://openalex.org/W2165132362","https://openalex.org/W2553054816","https://openalex.org/W3145013517","https://openalex.org/W4241649975","https://openalex.org/W4246282713","https://openalex.org/W4285719527","https://openalex.org/W4298110920","https://openalex.org/W4388297464"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W1629725936","https://openalex.org/W2623427976","https://openalex.org/W3200179079","https://openalex.org/W4249229055","https://openalex.org/W2556319748","https://openalex.org/W2365948580","https://openalex.org/W2091241408","https://openalex.org/W2512018286","https://openalex.org/W3158264953"],"abstract_inverted_index":{"Diagnosis":[0],"of":[1,50,69,101,122,141,157],"students":[2,51],"with":[3,52,76,98,154],"learning":[4,53],"disabilities":[5],"has":[6,40,168],"long":[7,21],"been":[8],"a":[9,20,44,127],"difficult":[10],"issue":[11],"as":[12],"it":[13],"requires":[14],"extensive":[15],"man":[16],"power":[17],"and":[18,30,65,78,115,159,204],"takes":[19],"time.":[22,119],"Through":[23],"genetic":[24,31],"algorithm":[25],"based":[26,32],"feature":[27],"selection":[28],"method":[29,108],"parameters":[33,160],"optimization,":[34],"artificial":[35],"neural":[36],"network":[37],"(ANN)":[38],"classifier":[39,145],"proven":[41],"to":[42,47,110,126],"be":[43,148,197],"good":[45],"predictor":[46],"the":[48,62,71,83,99,106,112,134,139,142,162,170,179],"diagnosis":[49],"disabilities.":[54],"In":[55,104,152],"this":[56],"study,":[57],"we":[58,181],"keep":[59],"focusing":[60],"on":[61],"ANN":[63,72,144],"model":[64,167],"compare":[66],"three":[67,88],"strategies":[68],"parallelizing":[70],"parameter":[73,89],"optimization":[74,90,194],"procedure":[75],"OpenMP":[77],"MPI":[79],"APIs.":[80],"Not":[81],"surprisingly,":[82],"outcomes":[84],"show":[85],"that":[86,189],"all":[87],"procedures":[91],"indeed":[92],"converged":[93],"or":[94],"executed":[95],"more":[96,128],"quickly":[97],"aid":[100],"parallel":[102,136],"processing.":[103],"particular,":[105],"genetic-based":[107,143,190],"tends":[109],"derive":[111],"best":[113,180],"accuracy":[114,140,163],"require":[116],"less":[117],"execution":[118,202],"Most":[120],"important":[121],"all,":[123],"potentially":[124],"due":[125],"diverse":[129],"search":[130],"space":[131],"provided":[132],"by":[133],"distributed":[135],"processing":[137],"environment,":[138],"may":[146,196],"also":[147],"improved":[149],"in":[150,164,200],"general.":[151],"addition,":[153],"appropriate":[155],"combinations":[156],"features":[158],"setting,":[161],"LD":[165],"identification":[166],"exceeded":[169],"90%":[171],"mark":[172],"(using":[173],"5-fold":[174],"cross":[175],"validation),":[176],"which":[177],"is":[178],"have":[182],"achieved":[183],"so":[184],"far.":[185],"The":[186],"result":[187],"suggests":[188],"(or":[191],"perhaps":[192],"similar)":[193],"methods":[195],"benefited,":[198],"both":[199],"reducing":[201],"time":[203],"achieving":[205],"better":[206],"outcome,":[207],"from":[208],"current":[209],"grid-based":[210],"computing":[211],"technologies.":[212]},"counts_by_year":[{"year":2023,"cited_by_count":1},{"year":2015,"cited_by_count":1},{"year":2014,"cited_by_count":1},{"year":2013,"cited_by_count":1}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}