{"id":"https://openalex.org/W4321597874","doi":"https://doi.org/10.3390/sym15030577","title":"Prediction Model of a Generative Adversarial Network Using the Concept of Complex Picture Fuzzy Soft Information","display_name":"Prediction Model of a Generative Adversarial Network Using the Concept of Complex Picture Fuzzy Soft Information","publication_year":2023,"publication_date":"2023-02-22","ids":{"openalex":"https://openalex.org/W4321597874","doi":"https://doi.org/10.3390/sym15030577"},"language":"en","primary_location":{"id":"doi:10.3390/sym15030577","is_oa":true,"landing_page_url":"https://doi.org/10.3390/sym15030577","pdf_url":"https://www.mdpi.com/2073-8994/15/3/577/pdf?version=1677665975","source":{"id":"https://openalex.org/S190787756","display_name":"Symmetry","issn_l":"2073-8994","issn":["2073-8994"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Symmetry","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2073-8994/15/3/577/pdf?version=1677665975","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5101675637","display_name":"Sami Ullah Khan","orcid":"https://orcid.org/0000-0002-9185-5682"},"institutions":[{"id":"https://openalex.org/I172324550","display_name":"Gomal University","ror":"https://ror.org/0241b8f19","country_code":"PK","type":"education","lineage":["https://openalex.org/I172324550"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Sami Ullah Khan","raw_affiliation_strings":["Department of Mathematics, Institute of Numerical Sciences, Gomal University, Dera Ismail Khan 29050, KPK, Pakistan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Mathematics, Institute of Numerical Sciences, Gomal University, Dera Ismail Khan 29050, KPK, Pakistan","institution_ids":["https://openalex.org/I172324550"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015548153","display_name":"Esmail Hassan Abdullatif Al-Sabri","orcid":"https://orcid.org/0000-0003-0418-193X"},"institutions":[{"id":"https://openalex.org/I78137547","display_name":"Ibb University","ror":"https://ror.org/00fhcxc56","country_code":"YE","type":"education","lineage":["https://openalex.org/I78137547"]},{"id":"https://openalex.org/I82952536","display_name":"King Khalid University","ror":"https://ror.org/052kwzs30","country_code":"SA","type":"education","lineage":["https://openalex.org/I82952536"]}],"countries":["SA","YE"],"is_corresponding":false,"raw_author_name":"Esmail Hassan Abdullatif Al-Sabri","raw_affiliation_strings":["Department of Mathematics and Computer, Faculty of Science, Ibb University, Ibb 70270, Yemen","Department of Mathematics, Faculty of Science and Arts, Muhayl Assir, King Khalid University, Abha 62529, Saudi Arabia"],"raw_orcid":"https://orcid.org/0000-0003-0418-193X","affiliations":[{"raw_affiliation_string":"Department of Mathematics and Computer, Faculty of Science, Ibb University, Ibb 70270, Yemen","institution_ids":["https://openalex.org/I78137547"]},{"raw_affiliation_string":"Department of Mathematics, Faculty of Science and Arts, Muhayl Assir, King Khalid University, Abha 62529, Saudi Arabia","institution_ids":["https://openalex.org/I82952536"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055781248","display_name":"Rashad Ismail","orcid":"https://orcid.org/0000-0002-7080-3824"},"institutions":[{"id":"https://openalex.org/I78137547","display_name":"Ibb University","ror":"https://ror.org/00fhcxc56","country_code":"YE","type":"education","lineage":["https://openalex.org/I78137547"]},{"id":"https://openalex.org/I82952536","display_name":"King Khalid University","ror":"https://ror.org/052kwzs30","country_code":"SA","type":"education","lineage":["https://openalex.org/I82952536"]}],"countries":["SA","YE"],"is_corresponding":false,"raw_author_name":"Rashad Ismail","raw_affiliation_strings":["Department of Mathematics and Computer, Faculty of Science, Ibb University, Ibb 70270, Yemen","Department of Mathematics, Faculty of Science and Arts, Muhayl Assir, King Khalid University, Abha 62529, Saudi Arabia"],"raw_orcid":"https://orcid.org/0000-0002-7080-3824","affiliations":[{"raw_affiliation_string":"Department of Mathematics and Computer, Faculty of Science, Ibb University, Ibb 70270, Yemen","institution_ids":["https://openalex.org/I78137547"]},{"raw_affiliation_string":"Department of Mathematics, Faculty of Science and Arts, Muhayl Assir, King Khalid University, Abha 62529, Saudi Arabia","institution_ids":["https://openalex.org/I82952536"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047802215","display_name":"Maha Mohammed Saeed","orcid":"https://orcid.org/0000-0001-6416-8097"},"institutions":[{"id":"https://openalex.org/I185163786","display_name":"King Abdulaziz University","ror":"https://ror.org/02ma4wv74","country_code":"SA","type":"education","lineage":["https://openalex.org/I185163786"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Maha Mohammed Saeed Mohammed","raw_affiliation_strings":["Department of Mathematics, Faculty of Sciences, King Abdulaziz University, P.O. Box 80203, Jeddah 21589, Saudi Arabia"],"raw_orcid":"https://orcid.org/0000-0001-6416-8097","affiliations":[{"raw_affiliation_string":"Department of Mathematics, Faculty of Sciences, King Abdulaziz University, P.O. Box 80203, Jeddah 21589, Saudi Arabia","institution_ids":["https://openalex.org/I185163786"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043345214","display_name":"Shoukat Hussain","orcid":null},"institutions":[{"id":"https://openalex.org/I172324550","display_name":"Gomal University","ror":"https://ror.org/0241b8f19","country_code":"PK","type":"education","lineage":["https://openalex.org/I172324550"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Shoukat Hussain","raw_affiliation_strings":["Department of Mathematics, Institute of Numerical Sciences, Gomal University, Dera Ismail Khan 29050, KPK, Pakistan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Mathematics, Institute of Numerical Sciences, Gomal University, Dera Ismail Khan 29050, KPK, Pakistan","institution_ids":["https://openalex.org/I172324550"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101994453","display_name":"Arif Mehmood","orcid":null},"institutions":[{"id":"https://openalex.org/I172324550","display_name":"Gomal University","ror":"https://ror.org/0241b8f19","country_code":"PK","type":"education","lineage":["https://openalex.org/I172324550"]}],"countries":["PK"],"is_corresponding":true,"raw_author_name":"Arif Mehmood","raw_affiliation_strings":["Department of Mathematics, Institute of Numerical Sciences, Gomal University, Dera Ismail Khan 29050, KPK, Pakistan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Mathematics, Institute of Numerical Sciences, Gomal University, Dera Ismail Khan 29050, KPK, Pakistan","institution_ids":["https://openalex.org/I172324550"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5101994453"],"corresponding_institution_ids":["https://openalex.org/I172324550"],"apc_list":{"value":2000,"currency":"CHF","value_usd":2165},"apc_paid":{"value":2000,"currency":"CHF","value_usd":2165},"fwci":1.7084,"has_fulltext":true,"cited_by_count":7,"citation_normalized_percentile":{"value":0.84498884,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":98},"biblio":{"volume":"15","issue":"3","first_page":"577","last_page":"577"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11671","display_name":"Fuzzy and Soft Set Theory","score":0.9976000189781189,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T11671","display_name":"Fuzzy and Soft Set Theory","score":0.9976000189781189,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6499935388565063},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5943445563316345},{"id":"https://openalex.org/keywords/fuzzy-logic","display_name":"Fuzzy logic","score":0.5645472407341003},{"id":"https://openalex.org/keywords/generative-grammar","display_name":"Generative grammar","score":0.5605021715164185},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.43218204379081726},{"id":"https://openalex.org/keywords/relation","display_name":"Relation (database)","score":0.42473304271698},{"id":"https://openalex.org/keywords/fuzzy-set","display_name":"Fuzzy set","score":0.419824481010437},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.36814168095588684},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.33810511231422424},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.25497883558273315}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6499935388565063},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5943445563316345},{"id":"https://openalex.org/C58166","wikidata":"https://www.wikidata.org/wiki/Q224821","display_name":"Fuzzy logic","level":2,"score":0.5645472407341003},{"id":"https://openalex.org/C39890363","wikidata":"https://www.wikidata.org/wiki/Q36108","display_name":"Generative grammar","level":2,"score":0.5605021715164185},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.43218204379081726},{"id":"https://openalex.org/C25343380","wikidata":"https://www.wikidata.org/wiki/Q277521","display_name":"Relation (database)","level":2,"score":0.42473304271698},{"id":"https://openalex.org/C42011625","wikidata":"https://www.wikidata.org/wiki/Q1055058","display_name":"Fuzzy set","level":3,"score":0.419824481010437},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.36814168095588684},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.33810511231422424},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.25497883558273315}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.3390/sym15030577","is_oa":true,"landing_page_url":"https://doi.org/10.3390/sym15030577","pdf_url":"https://www.mdpi.com/2073-8994/15/3/577/pdf?version=1677665975","source":{"id":"https://openalex.org/S190787756","display_name":"Symmetry","issn_l":"2073-8994","issn":["2073-8994"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Symmetry","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:19fd06d18257448296d947b7ad234437","is_oa":false,"landing_page_url":"https://doaj.org/article/19fd06d18257448296d947b7ad234437","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Symmetry, Vol 15, Iss 3, p 577 (2023)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/2073-8994/15/3/577/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/sym15030577","pdf_url":null,"source":{"id":"https://openalex.org/S4306400947","display_name":"MDPI (MDPI AG)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210097602","host_organization_name":"Multidisciplinary Digital Publishing Institute (Switzerland)","host_organization_lineage":["https://openalex.org/I4210097602"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Symmetry","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/sym15030577","is_oa":true,"landing_page_url":"https://doi.org/10.3390/sym15030577","pdf_url":"https://www.mdpi.com/2073-8994/15/3/577/pdf?version=1677665975","source":{"id":"https://openalex.org/S190787756","display_name":"Symmetry","issn_l":"2073-8994","issn":["2073-8994"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Symmetry","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Quality Education","id":"https://metadata.un.org/sdg/4","score":0.7400000095367432}],"awards":[],"funders":[{"id":"https://openalex.org/F4320324433","display_name":"King Khalid University","ror":"https://ror.org/052kwzs30"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4321597874.pdf","grobid_xml":"https://content.openalex.org/works/W4321597874.grobid-xml"},"referenced_works_count":52,"referenced_works":["https://openalex.org/W772218301","https://openalex.org/W1599118602","https://openalex.org/W1845000206","https://openalex.org/W1966808269","https://openalex.org/W1968628872","https://openalex.org/W1969882757","https://openalex.org/W1978352585","https://openalex.org/W1980564456","https://openalex.org/W1981715766","https://openalex.org/W1982907249","https://openalex.org/W2005365081","https://openalex.org/W2012575173","https://openalex.org/W2012680835","https://openalex.org/W2016702480","https://openalex.org/W2032521963","https://openalex.org/W2065016859","https://openalex.org/W2069477530","https://openalex.org/W2071367483","https://openalex.org/W2083267403","https://openalex.org/W2094208309","https://openalex.org/W2125852316","https://openalex.org/W2153478942","https://openalex.org/W2155746294","https://openalex.org/W2159489157","https://openalex.org/W2171844048","https://openalex.org/W2182920995","https://openalex.org/W2331822941","https://openalex.org/W2471690154","https://openalex.org/W2767344862","https://openalex.org/W2884742304","https://openalex.org/W2967529879","https://openalex.org/W2970366710","https://openalex.org/W3029754742","https://openalex.org/W3043586643","https://openalex.org/W3046885329","https://openalex.org/W3093484412","https://openalex.org/W3142721494","https://openalex.org/W3163524384","https://openalex.org/W4200271252","https://openalex.org/W4211007335","https://openalex.org/W4245152641","https://openalex.org/W4312601031","https://openalex.org/W4313454277","https://openalex.org/W6635881059","https://openalex.org/W6645914205","https://openalex.org/W6651557060","https://openalex.org/W6685010257","https://openalex.org/W6686133787","https://openalex.org/W6693091319","https://openalex.org/W6720308619","https://openalex.org/W6778055256","https://openalex.org/W6931463559"],"related_works":["https://openalex.org/W4234874385","https://openalex.org/W2380075625","https://openalex.org/W2323648130","https://openalex.org/W2157140558","https://openalex.org/W2378782423","https://openalex.org/W2388988621","https://openalex.org/W2357797405","https://openalex.org/W2366623913","https://openalex.org/W2374905595","https://openalex.org/W2516693588"],"abstract_inverted_index":{"A":[0],"computer":[1],"vision":[2],"model":[3,80],"known":[4],"as":[5,42,44],"a":[6,177],"generative":[7,33,164],"adversarial":[8,34,165],"network":[9],"(GAN)":[10],"creates":[11],"all":[12],"the":[13,22,55,83,98,109,161,168,170,187,190],"visuals,":[14],"including":[15],"images,":[16],"movies,":[17],"and":[18,29,46,57,67,81,119,138],"sounds.":[19],"One":[20],"of":[21,26,59,101,111,163,180,189],"most":[23],"well-known":[24],"subfields":[25],"deep":[27],"learning":[28,31],"machine":[30],"is":[32,37],"networks.":[35,166],"It":[36],"employed":[38],"for":[39,160],"text-to-image":[40],"translations,":[41],"well":[43],"image-to-image":[45,48],"conceptual":[47],"translations.":[49],"Different":[50],"techniques":[51,182],"are":[52,91,117,122,158,173],"used":[53,159],"in":[54,71,93],"processing":[56],"generation":[58],"visual":[60],"data,":[61],"which":[62,157],"can":[63],"lead":[64],"to":[65,79,185],"confusion":[66],"uncertainty.":[68],"With":[69],"this":[70,94,145],"mind,":[72],"we":[73],"define":[74],"some":[75],"solid":[76],"mathematical":[77],"concepts":[78],"solve":[82],"aforementioned":[84],"problem.":[85],"Complex":[86],"picture":[87,104,113,127,153],"fuzzy":[88,105,114,128,154],"soft":[89,106,115,129,155],"relations":[90,116],"defined":[92],"study":[95],"by":[96],"taking":[97],"Cartesian":[99],"product":[100],"two":[102],"complex":[103,112,126,152],"sets.":[107],"Furthermore,":[108],"types":[110],"explained,":[118],"their":[120],"results":[121],"also":[123,174],"discussed.":[124],"The":[125],"relation":[130],"has":[131],"an":[132],"extensive":[133],"structure":[134],"comprising":[135],"membership,":[136],"abstinence,":[137],"non-membership":[139],"degrees":[140],"with":[141],"multidimensional":[142],"variables.":[143],"Therefore,":[144],"paper":[146],"provides":[147],"modeling":[148],"methodologies":[149],"based":[150],"on":[151],"relations,":[156],"analysis":[162,179],"In":[167],"process,":[169],"score":[171],"functions":[172],"formulated.":[175],"Finally,":[176],"comparative":[178],"existing":[181],"was":[183],"performed":[184],"show":[186],"validity":[188],"proposed":[191],"work.":[192]},"counts_by_year":[{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":5}],"updated_date":"2026-05-06T08:25:59.206177","created_date":"2025-10-10T00:00:00"}
