{"id":"https://openalex.org/W2899381723","doi":"https://doi.org/10.1155/2018/2691759","title":"Feature Reduction Based on Hybrid Efficient Weighted Gene Genetic Algorithms with Artificial Neural Network for Machine Learning Problems in the Big Data","display_name":"Feature Reduction Based on Hybrid Efficient Weighted Gene Genetic Algorithms with Artificial Neural Network for Machine Learning Problems in the Big Data","publication_year":2018,"publication_date":"2018-10-30","ids":{"openalex":"https://openalex.org/W2899381723","doi":"https://doi.org/10.1155/2018/2691759","mag":"2899381723"},"language":"en","primary_location":{"id":"doi:10.1155/2018/2691759","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2018/2691759","pdf_url":"https://downloads.hindawi.com/journals/sp/2018/2691759.pdf","source":{"id":"https://openalex.org/S166774750","display_name":"Scientific Programming","issn_l":"1058-9244","issn":["1058-9244","1875-919X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Scientific Programming","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://downloads.hindawi.com/journals/sp/2018/2691759.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5101825527","display_name":"Tareq Abed Mohammed","orcid":"https://orcid.org/0000-0003-3690-4098"},"institutions":[{"id":"https://openalex.org/I42317466","display_name":"Alt\u0131nba\u015f University","ror":"https://ror.org/0145w8333","country_code":"TR","type":"education","lineage":["https://openalex.org/I42317466"]},{"id":"https://openalex.org/I102254642","display_name":"University of Kirkuk","ror":"https://ror.org/01pk8rb11","country_code":"IQ","type":"education","lineage":["https://openalex.org/I102254642"]}],"countries":["IQ","TR"],"is_corresponding":true,"raw_author_name":"Tareq Abed Mohammed","raw_affiliation_strings":["Altinbas University, College of Engineering, Istanbul, Turkey","Kirkuk University, College of Science, Kirkuk, Iraq"],"affiliations":[{"raw_affiliation_string":"Altinbas University, College of Engineering, Istanbul, Turkey","institution_ids":["https://openalex.org/I42317466"]},{"raw_affiliation_string":"Kirkuk University, College of Science, Kirkuk, Iraq","institution_ids":["https://openalex.org/I102254642"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5019674232","display_name":"Shaymaa Alhayali","orcid":"https://orcid.org/0000-0003-1547-2900"},"institutions":[{"id":"https://openalex.org/I42317466","display_name":"Alt\u0131nba\u015f University","ror":"https://ror.org/0145w8333","country_code":"TR","type":"education","lineage":["https://openalex.org/I42317466"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Shaymaa Alhayali","raw_affiliation_strings":["Altinbas University, College of Engineering, Istanbul, Turkey"],"affiliations":[{"raw_affiliation_string":"Altinbas University, College of Engineering, Istanbul, Turkey","institution_ids":["https://openalex.org/I42317466"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051085428","display_name":"O\u011fuz Bayat","orcid":"https://orcid.org/0000-0001-5988-8882"},"institutions":[{"id":"https://openalex.org/I42317466","display_name":"Alt\u0131nba\u015f University","ror":"https://ror.org/0145w8333","country_code":"TR","type":"education","lineage":["https://openalex.org/I42317466"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Oguz Bayat","raw_affiliation_strings":["Altinbas University, College of Engineering, Istanbul, Turkey"],"affiliations":[{"raw_affiliation_string":"Altinbas University, College of Engineering, Istanbul, Turkey","institution_ids":["https://openalex.org/I42317466"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5034393779","display_name":"Osman Nuri U\u00e7an","orcid":"https://orcid.org/0000-0001-6578-1969"},"institutions":[{"id":"https://openalex.org/I42317466","display_name":"Alt\u0131nba\u015f University","ror":"https://ror.org/0145w8333","country_code":"TR","type":"education","lineage":["https://openalex.org/I42317466"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Osman N. U\u00e7an","raw_affiliation_strings":["Altinbas University, College of Engineering, Istanbul, Turkey"],"affiliations":[{"raw_affiliation_string":"Altinbas University, College of Engineering, Istanbul, Turkey","institution_ids":["https://openalex.org/I42317466"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5101825527"],"corresponding_institution_ids":["https://openalex.org/I102254642","https://openalex.org/I42317466"],"apc_list":{"value":1800,"currency":"USD","value_usd":1800},"apc_paid":{"value":1800,"currency":"USD","value_usd":1800},"fwci":1.9405,"has_fulltext":true,"cited_by_count":12,"citation_normalized_percentile":{"value":0.88065965,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":97},"biblio":{"volume":"2018","issue":null,"first_page":"1","last_page":"10"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11891","display_name":"Big Data and Business Intelligence","score":0.9980999827384949,"subfield":{"id":"https://openalex.org/subfields/1404","display_name":"Management Information Systems"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T11891","display_name":"Big Data and Business Intelligence","score":0.9980999827384949,"subfield":{"id":"https://openalex.org/subfields/1404","display_name":"Management Information Systems"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T12535","display_name":"Machine Learning and Data Classification","score":0.9944999814033508,"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/T10538","display_name":"Data Mining Algorithms and Applications","score":0.992900013923645,"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/computer-science","display_name":"Computer science","score":0.7713967561721802},{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.658535897731781},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.6510184407234192},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6428783535957336},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5989320278167725},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.5654447078704834},{"id":"https://openalex.org/keywords/reduction","display_name":"Reduction (mathematics)","score":0.5474052429199219},{"id":"https://openalex.org/keywords/genetic-algorithm","display_name":"Genetic algorithm","score":0.514560878276825},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.49017056822776794},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.4726085960865021},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.46817320585250854},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.466171532869339},{"id":"https://openalex.org/keywords/data-set","display_name":"Data set","score":0.45457926392555237},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.4511317014694214},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.09171664714813232},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.06852316856384277}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7713967561721802},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.658535897731781},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6510184407234192},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6428783535957336},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5989320278167725},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.5654447078704834},{"id":"https://openalex.org/C111335779","wikidata":"https://www.wikidata.org/wiki/Q3454686","display_name":"Reduction (mathematics)","level":2,"score":0.5474052429199219},{"id":"https://openalex.org/C8880873","wikidata":"https://www.wikidata.org/wiki/Q187787","display_name":"Genetic algorithm","level":2,"score":0.514560878276825},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.49017056822776794},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4726085960865021},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.46817320585250854},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.466171532869339},{"id":"https://openalex.org/C58489278","wikidata":"https://www.wikidata.org/wiki/Q1172284","display_name":"Data set","level":2,"score":0.45457926392555237},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.4511317014694214},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.09171664714813232},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.06852316856384277},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"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/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"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/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1155/2018/2691759","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2018/2691759","pdf_url":"https://downloads.hindawi.com/journals/sp/2018/2691759.pdf","source":{"id":"https://openalex.org/S166774750","display_name":"Scientific Programming","issn_l":"1058-9244","issn":["1058-9244","1875-919X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Scientific Programming","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:429404fca8e747d2ac5aaf51ebca9479","is_oa":true,"landing_page_url":"https://doaj.org/article/429404fca8e747d2ac5aaf51ebca9479","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Scientific Programming, Vol 2018 (2018)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1155/2018/2691759","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2018/2691759","pdf_url":"https://downloads.hindawi.com/journals/sp/2018/2691759.pdf","source":{"id":"https://openalex.org/S166774750","display_name":"Scientific Programming","issn_l":"1058-9244","issn":["1058-9244","1875-919X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Scientific Programming","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2899381723.pdf","grobid_xml":"https://content.openalex.org/works/W2899381723.grobid-xml"},"referenced_works_count":16,"referenced_works":["https://openalex.org/W1488107040","https://openalex.org/W1976516122","https://openalex.org/W2013885787","https://openalex.org/W2014915963","https://openalex.org/W2040263621","https://openalex.org/W2072026441","https://openalex.org/W2087936817","https://openalex.org/W2100253618","https://openalex.org/W2109574129","https://openalex.org/W2120216197","https://openalex.org/W2133462743","https://openalex.org/W2149991085","https://openalex.org/W2525984666","https://openalex.org/W2792304633","https://openalex.org/W2793851108","https://openalex.org/W4285719527"],"related_works":["https://openalex.org/W4390608645","https://openalex.org/W4405901645","https://openalex.org/W4394895745","https://openalex.org/W4247566972","https://openalex.org/W2960264696","https://openalex.org/W3090563135","https://openalex.org/W2497432351","https://openalex.org/W4206777497","https://openalex.org/W2910064364","https://openalex.org/W4200136508"],"abstract_inverted_index":{"A":[0],"large":[1,91],"amount":[2,64],"of":[3,15,28,42,45,50,53,65,78,118,133,138,147],"data":[4,20,32,67,121,125,142],"being":[5],"generated":[6],"from":[7,18,34,159],"different":[8,188],"sources":[9],"and":[10,13,48,80,143,176,195,205],"the":[11,39,54,62,69,87,96,100,115,119,131,136,140,145,148,174,178,192,200,206,216,220],"analyzing":[12],"extracting":[14],"useful":[16],"information":[17,158],"these":[19],"becomes":[21],"a":[22,76,110,166],"very":[23],"complex":[24],"task.":[25],"The":[26,104,162,182],"difficulty":[27],"dealing":[29],"with":[30,99],"big":[31,66,160],"arises":[33],"many":[35],"factors":[36],"such":[37],"as":[38,109],"high":[40],"number":[41,132],"features,":[43],"existence":[44],"lost":[46],"data,":[47],"variety":[49],"data.":[51,161],"One":[52],"most":[55,193],"effective":[56],"solutions":[57],"that":[58,89,124,152,170,209],"used":[59,108,154],"to":[60,85,112,155,190],"overcome":[61],"huge":[63],"is":[68],"feature":[70,92,116],"reduction":[71],"process.":[72],"In":[73],"this":[74],"paper,":[75],"set":[77],"hybrid":[79],"efficient":[81],"algorithms":[82,98,106,151,164,184,212],"are":[83,107,153,185],"proposed":[84,163,183,211],"classify":[86],"datasets":[88,189],"have":[90],"size":[93,117],"by":[94],"merging":[95],"genetic":[97,105],"artificial":[101,201],"neural":[102,202],"networks.":[103],"prestep":[111],"significantly":[113,172],"reduce":[114],"analyzed":[120,141],"before":[122,198],"handling":[123],"using":[126],"machine":[127,149],"learning":[128,150],"techniques.":[129],"Reducing":[130],"features":[134,197],"simplifies":[135],"task":[137],"classifying":[139,217],"enhances":[144],"performance":[146,175,218],"extract":[156],"valuable":[157],"use":[165],"new":[167],"gene-weight":[168],"mechanism":[169],"can":[171,213],"enhance":[173,215],"decrease":[177],"required":[179],"search":[180],"time.":[181],"applied":[186],"on":[187],"pick":[191],"relative":[194],"important":[196],"applying":[199],"networks":[203],"algorithm,":[204],"results":[207],"show":[208],"our":[210],"effectively":[214],"over":[219],"tested":[221],"datasets.":[222]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":3},{"year":2021,"cited_by_count":3},{"year":2020,"cited_by_count":2},{"year":2019,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}