{"id":"https://openalex.org/W2473826564","doi":"https://doi.org/10.4018/ijssci.2015100101","title":"Feature Reduction Using Genetic Algorithm for Cognitive Man-Machine Communication","display_name":"Feature Reduction Using Genetic Algorithm for Cognitive Man-Machine Communication","publication_year":2015,"publication_date":"2015-10-01","ids":{"openalex":"https://openalex.org/W2473826564","doi":"https://doi.org/10.4018/ijssci.2015100101","mag":"2473826564"},"language":"en","primary_location":{"id":"doi:10.4018/ijssci.2015100101","is_oa":false,"landing_page_url":"https://doi.org/10.4018/ijssci.2015100101","pdf_url":null,"source":{"id":"https://openalex.org/S201241086","display_name":"International Journal of Software Science and Computational Intelligence","issn_l":"1942-9037","issn":["1942-9037","1942-9045"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320424","host_organization_name":"IGI Global","host_organization_lineage":["https://openalex.org/P4310320424"],"host_organization_lineage_names":["IGI Global"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Software Science and Computational Intelligence","raw_type":"journal-article"},"type":"article","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/A5054480002","display_name":"Naveen Irtiza","orcid":null},"institutions":[{"id":"https://openalex.org/I59225215","display_name":"Bahria University","ror":"https://ror.org/02v8d7770","country_code":"PK","type":"education","lineage":["https://openalex.org/I59225215"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Naveen Irtiza","raw_affiliation_strings":["Electrical Engineering Department, Bahria University, Karachi, Pakistan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Electrical Engineering Department, Bahria University, Karachi, Pakistan","institution_ids":["https://openalex.org/I59225215"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5022466020","display_name":"Humera Farooq","orcid":"https://orcid.org/0000-0002-7636-6522"},"institutions":[{"id":"https://openalex.org/I59225215","display_name":"Bahria University","ror":"https://ror.org/02v8d7770","country_code":"PK","type":"education","lineage":["https://openalex.org/I59225215"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Humera Farooq","raw_affiliation_strings":["Computer Science Department, Bahria University, Karachi, Pakistan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Computer Science Department, Bahria University, Karachi, Pakistan","institution_ids":["https://openalex.org/I59225215"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I59225215"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.18990007,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"7","issue":"4","first_page":"1","last_page":"17"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T11447","display_name":"Blind Source Separation Techniques","score":0.9760000109672546,"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/T10581","display_name":"Neural dynamics and brain function","score":0.9708999991416931,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8277770280838013},{"id":"https://openalex.org/keywords/synchronization","display_name":"Synchronization (alternating current)","score":0.6312990784645081},{"id":"https://openalex.org/keywords/electroencephalography","display_name":"Electroencephalography","score":0.6267687082290649},{"id":"https://openalex.org/keywords/genetic-algorithm","display_name":"Genetic algorithm","score":0.5950718522071838},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5546836853027344},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.5402552485466003},{"id":"https://openalex.org/keywords/reduction","display_name":"Reduction (mathematics)","score":0.5219868421554565},{"id":"https://openalex.org/keywords/cognition","display_name":"Cognition","score":0.5042353868484497},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4825719892978668},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.4754630923271179},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.43735527992248535},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.35635894536972046},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.08789461851119995},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.07003206014633179},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.06994742155075073}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8277770280838013},{"id":"https://openalex.org/C2778562939","wikidata":"https://www.wikidata.org/wiki/Q1298791","display_name":"Synchronization (alternating current)","level":3,"score":0.6312990784645081},{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.6267687082290649},{"id":"https://openalex.org/C8880873","wikidata":"https://www.wikidata.org/wiki/Q187787","display_name":"Genetic algorithm","level":2,"score":0.5950718522071838},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5546836853027344},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.5402552485466003},{"id":"https://openalex.org/C111335779","wikidata":"https://www.wikidata.org/wiki/Q3454686","display_name":"Reduction (mathematics)","level":2,"score":0.5219868421554565},{"id":"https://openalex.org/C169900460","wikidata":"https://www.wikidata.org/wiki/Q2200417","display_name":"Cognition","level":2,"score":0.5042353868484497},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4825719892978668},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.4754630923271179},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.43735527992248535},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.35635894536972046},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.08789461851119995},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.07003206014633179},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.06994742155075073},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","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/C127162648","wikidata":"https://www.wikidata.org/wiki/Q16858953","display_name":"Channel (broadcasting)","level":2,"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/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.4018/ijssci.2015100101","is_oa":false,"landing_page_url":"https://doi.org/10.4018/ijssci.2015100101","pdf_url":null,"source":{"id":"https://openalex.org/S201241086","display_name":"International Journal of Software Science and Computational Intelligence","issn_l":"1942-9037","issn":["1942-9037","1942-9045"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320424","host_organization_name":"IGI Global","host_organization_lineage":["https://openalex.org/P4310320424"],"host_organization_lineage_names":["IGI Global"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Software Science and Computational Intelligence","raw_type":"journal-article"},{"id":"pmh:oai:RePEc:igg:jssci0:v:7:y:2015:i:4:p:1-17","is_oa":false,"landing_page_url":"http://services.igi-global.com/resolvedoi/resolve.aspx?doi=10.4018/IJSSCI.2015100101","pdf_url":null,"source":{"id":"https://openalex.org/S4306401271","display_name":"RePEc: Research Papers in Economics","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I77793887","host_organization_name":"Federal Reserve Bank of St. Louis","host_organization_lineage":["https://openalex.org/I77793887"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":40,"referenced_works":["https://openalex.org/W157468466","https://openalex.org/W1481779455","https://openalex.org/W1505114105","https://openalex.org/W1575023497","https://openalex.org/W1584484353","https://openalex.org/W1767923978","https://openalex.org/W1970195514","https://openalex.org/W1974644309","https://openalex.org/W1985244573","https://openalex.org/W1990527621","https://openalex.org/W2002878116","https://openalex.org/W2005035439","https://openalex.org/W2007062612","https://openalex.org/W2022576213","https://openalex.org/W2034744369","https://openalex.org/W2035820318","https://openalex.org/W2046143942","https://openalex.org/W2053906014","https://openalex.org/W2055332429","https://openalex.org/W2056788097","https://openalex.org/W2070085990","https://openalex.org/W2072735345","https://openalex.org/W2075647286","https://openalex.org/W2091053014","https://openalex.org/W2093952030","https://openalex.org/W2095905361","https://openalex.org/W2099209154","https://openalex.org/W2100147270","https://openalex.org/W2110698016","https://openalex.org/W2128909182","https://openalex.org/W2139564752","https://openalex.org/W2141220295","https://openalex.org/W2148379945","https://openalex.org/W2150412048","https://openalex.org/W2152119085","https://openalex.org/W2153208799","https://openalex.org/W2171079219","https://openalex.org/W2197439094","https://openalex.org/W2201853642","https://openalex.org/W2318115516"],"related_works":["https://openalex.org/W2922348724","https://openalex.org/W200322357","https://openalex.org/W2130428257","https://openalex.org/W4308951944","https://openalex.org/W2057366091","https://openalex.org/W2049513647","https://openalex.org/W2988848585","https://openalex.org/W4233722919","https://openalex.org/W4323929055","https://openalex.org/W4312960290"],"abstract_inverted_index":{"Electroencephalographic":[0],"(EEG)":[1],"signals":[2,75],"are":[3,49,64],"usually":[4],"comprised":[5],"of":[6,17,21,44,69,91,134],"high-dimensional":[7],"feature":[8],"space.":[9],"This":[10],"work":[11],"aims":[12],"to":[13,39,86,129],"assess":[14],"the":[15,19,41,45,61,88,120],"effect":[16],"reducing":[18],"number":[20,90],"features":[22],"extracted":[23],"from":[24,108],"EEG":[25,74],"recordings.":[26],"A":[27],"methodology":[28],"is":[29],"proposed":[30],"that":[31],"combines":[32],"brain":[33,62],"imaging":[34],"and":[35,114],"machine":[36],"learning":[37],"techniques":[38],"predict":[40],"cognitive":[42],"state":[43,63],"subjects":[46],"whether":[47],"they":[48],"feeling":[50],"themselves":[51],"in":[52,60,72,104],"a":[53],"safe":[54],"or":[55],"dangerous":[56],"environment.":[57],"The":[58],"changes":[59],"correlated":[65],"with":[66],"power":[67],"modulations":[68],"oscillatory":[70],"rhythms":[71],"recorded":[73],"called":[76],"ERD":[77],"/":[78,82],"ERS":[79],"(Event-related":[80],"De-synchronization":[81],"Synchronization).":[83],"In":[84,111],"order":[85],"determine":[87],"optimized":[89],"features,":[92],"Genetic":[93],"Algorithm":[94],"(GA)":[95],"will":[96],"be":[97],"used.":[98],"GA":[99],"has":[100,122],"played":[101],"instrumental":[102],"role":[103],"solving":[105],"optimization":[106],"problems":[107],"diverse":[109],"fields.":[110],"various":[112],"studies":[113],"researches":[115],"for":[116],"Cognitive":[117],"Man-Machine":[118],"Communication,":[119],"algorithm":[121],"been":[123],"used":[124],"as":[125],"an":[126,131],"effective":[127],"method":[128],"extract":[130],"optimal":[132],"set":[133],"features.":[135]},"counts_by_year":[],"updated_date":"2026-06-11T06:19:23.411458","created_date":"2025-10-10T00:00:00"}