{"id":"https://openalex.org/W3202893618","doi":"https://doi.org/10.1109/inista52262.2021.9548402","title":"Artificial Neural Network Architecture and Orthogonal Arrays in Estimation of Software Projects Efforts","display_name":"Artificial Neural Network Architecture and Orthogonal Arrays in Estimation of Software Projects Efforts","publication_year":2021,"publication_date":"2021-08-25","ids":{"openalex":"https://openalex.org/W3202893618","doi":"https://doi.org/10.1109/inista52262.2021.9548402","mag":"3202893618"},"language":"en","primary_location":{"id":"doi:10.1109/inista52262.2021.9548402","is_oa":false,"landing_page_url":"https://doi.org/10.1109/inista52262.2021.9548402","pdf_url":null,"source":{"id":"https://openalex.org/S4306498847","display_name":"2021 International Conference on INnovations in Intelligent SysTems and Applications (INISTA)","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 International Conference on INnovations in Intelligent SysTems and Applications (INISTA)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://research.tilburguniversity.edu/en/publications/43087f0b-57b3-4796-9fc7-fab10ce2fd77","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5064302239","display_name":"Nevena Rankovi\u0107","orcid":"https://orcid.org/0000-0002-9910-5886"},"institutions":[{"id":"https://openalex.org/I4210105304","display_name":"Union University","ror":"https://ror.org/01p8d4t94","country_code":"RS","type":"education","lineage":["https://openalex.org/I4210105304"]}],"countries":["RS"],"is_corresponding":false,"raw_author_name":"Nevena Rankovic","raw_affiliation_strings":["Chair of Computer Science, School of Computing Union University, Belgrade, Serbia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Chair of Computer Science, School of Computing Union University, Belgrade, Serbia","institution_ids":["https://openalex.org/I4210105304"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5006083376","display_name":"Dragica Rankovi\u0107","orcid":"https://orcid.org/0000-0002-4464-0726"},"institutions":[{"id":"https://openalex.org/I4210105304","display_name":"Union University","ror":"https://ror.org/01p8d4t94","country_code":"RS","type":"education","lineage":["https://openalex.org/I4210105304"]}],"countries":["RS"],"is_corresponding":false,"raw_author_name":"Dragica Rankovic","raw_affiliation_strings":["Chair of Mathematics, School of Computing Union University, Belgrade, Serbia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Chair of Mathematics, School of Computing Union University, Belgrade, Serbia","institution_ids":["https://openalex.org/I4210105304"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000856508","display_name":"Mirjana Ivanovi\u0107","orcid":"https://orcid.org/0000-0003-1946-0384"},"institutions":[{"id":"https://openalex.org/I170726198","display_name":"University of Novi Sad","ror":"https://ror.org/00xa57a59","country_code":"RS","type":"education","lineage":["https://openalex.org/I170726198"]}],"countries":["RS"],"is_corresponding":false,"raw_author_name":"Mirjana Ivanovic","raw_affiliation_strings":["Faculty of Sciences University of Novi Sad, Novi Sad, Serbia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Sciences University of Novi Sad, Novi Sad, Serbia","institution_ids":["https://openalex.org/I170726198"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5076051478","display_name":"Ljubomir Lazi\u0107","orcid":"https://orcid.org/0000-0001-9839-1238"},"institutions":[{"id":"https://openalex.org/I4210105304","display_name":"Union University","ror":"https://ror.org/01p8d4t94","country_code":"RS","type":"education","lineage":["https://openalex.org/I4210105304"]}],"countries":["RS"],"is_corresponding":false,"raw_author_name":"Ljubomir Lazic","raw_affiliation_strings":["Chair of Computer Engineering, School of Computing Union University, Belgrade, Serbia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Chair of Computer Engineering, School of Computing Union University, Belgrade, Serbia","institution_ids":["https://openalex.org/I4210105304"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.8548,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.71125581,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10260","display_name":"Software Engineering Research","score":0.9937999844551086,"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"}},"topics":[{"id":"https://openalex.org/T10260","display_name":"Software Engineering Research","score":0.9937999844551086,"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"}},{"id":"https://openalex.org/T12423","display_name":"Software Reliability and Analysis Research","score":0.9717000126838684,"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/T11159","display_name":"Manufacturing Process and Optimization","score":0.917900025844574,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing 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/artificial-neural-network","display_name":"Artificial neural network","score":0.741683840751648},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6980311870574951},{"id":"https://openalex.org/keywords/taguchi-methods","display_name":"Taguchi methods","score":0.6374033689498901},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.5974090099334717},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.582140326499939},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.5526045560836792},{"id":"https://openalex.org/keywords/approximation-error","display_name":"Approximation error","score":0.4905173182487488},{"id":"https://openalex.org/keywords/range","display_name":"Range (aeronautics)","score":0.4752790033817291},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.46776527166366577},{"id":"https://openalex.org/keywords/reliability","display_name":"Reliability (semiconductor)","score":0.4399280548095703},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4231272339820862},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.17088234424591064},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.15555167198181152}],"concepts":[{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.741683840751648},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6980311870574951},{"id":"https://openalex.org/C83469408","wikidata":"https://www.wikidata.org/wiki/Q2036525","display_name":"Taguchi methods","level":2,"score":0.6374033689498901},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.5974090099334717},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.582140326499939},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.5526045560836792},{"id":"https://openalex.org/C122383733","wikidata":"https://www.wikidata.org/wiki/Q865920","display_name":"Approximation error","level":2,"score":0.4905173182487488},{"id":"https://openalex.org/C204323151","wikidata":"https://www.wikidata.org/wiki/Q905424","display_name":"Range (aeronautics)","level":2,"score":0.4752790033817291},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.46776527166366577},{"id":"https://openalex.org/C43214815","wikidata":"https://www.wikidata.org/wiki/Q7310987","display_name":"Reliability (semiconductor)","level":3,"score":0.4399280548095703},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4231272339820862},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.17088234424591064},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.15555167198181152},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.0},{"id":"https://openalex.org/C146978453","wikidata":"https://www.wikidata.org/wiki/Q3798668","display_name":"Aerospace engineering","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/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/inista52262.2021.9548402","is_oa":false,"landing_page_url":"https://doi.org/10.1109/inista52262.2021.9548402","pdf_url":null,"source":{"id":"https://openalex.org/S4306498847","display_name":"2021 International Conference on INnovations in Intelligent SysTems and Applications (INISTA)","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 International Conference on INnovations in Intelligent SysTems and Applications (INISTA)","raw_type":"proceedings-article"},{"id":"pmh:uvt:oai:tilburguniversity.edu:publications/43087f0b-57b3-4796-9fc7-fab10ce2fd77","is_oa":true,"landing_page_url":"https://research.tilburguniversity.edu/en/publications/43087f0b-57b3-4796-9fc7-fab10ce2fd77","pdf_url":null,"source":{"id":"https://openalex.org/S4306401843","display_name":"Data Archiving and Networked Services (DANS)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1322597698","host_organization_name":"Royal Netherlands Academy of Arts and Sciences","host_organization_lineage":["https://openalex.org/I1322597698"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"International Conference on INnovations in Intelligent SysTems and Applications, Technically Co-Sponsored by the IEEE SMC Society, Kocaeli, Turkey, 1 - 6","raw_type":"info:eu-repo/semantics/conferencepaper"}],"best_oa_location":{"id":"pmh:uvt:oai:tilburguniversity.edu:publications/43087f0b-57b3-4796-9fc7-fab10ce2fd77","is_oa":true,"landing_page_url":"https://research.tilburguniversity.edu/en/publications/43087f0b-57b3-4796-9fc7-fab10ce2fd77","pdf_url":null,"source":{"id":"https://openalex.org/S4306401843","display_name":"Data Archiving and Networked Services (DANS)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1322597698","host_organization_name":"Royal Netherlands Academy of Arts and Sciences","host_organization_lineage":["https://openalex.org/I1322597698"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"International Conference on INnovations in Intelligent SysTems and Applications, Technically Co-Sponsored by the IEEE SMC Society, Kocaeli, Turkey, 1 - 6","raw_type":"info:eu-repo/semantics/conferencepaper"},"sustainable_development_goals":[{"score":0.6100000143051147,"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320311649","display_name":"Ministry of Education","ror":"https://ror.org/036nq5137"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":24,"referenced_works":["https://openalex.org/W882046077","https://openalex.org/W1537033052","https://openalex.org/W2077830866","https://openalex.org/W2080525614","https://openalex.org/W2099908745","https://openalex.org/W2112032657","https://openalex.org/W2178751732","https://openalex.org/W2543460686","https://openalex.org/W2779861017","https://openalex.org/W2793436030","https://openalex.org/W2915189456","https://openalex.org/W2977451384","https://openalex.org/W2991205386","https://openalex.org/W3012312720","https://openalex.org/W3016841774","https://openalex.org/W3017811548","https://openalex.org/W3038456932","https://openalex.org/W3081624553","https://openalex.org/W3082278610","https://openalex.org/W3126778811","https://openalex.org/W3164552197","https://openalex.org/W3177185091","https://openalex.org/W4243179239","https://openalex.org/W6623878749"],"related_works":["https://openalex.org/W2141801573","https://openalex.org/W2042858286","https://openalex.org/W2186534316","https://openalex.org/W1899929387","https://openalex.org/W2104509673","https://openalex.org/W1660662692","https://openalex.org/W778881360","https://openalex.org/W2289064120","https://openalex.org/W2047779624","https://openalex.org/W3124399658"],"abstract_inverted_index":{"Accurate":[0],"assessment":[1],"of":[2,38,53,57,76,89,137],"software":[3,21,32,143],"project":[4,59],"development":[5],"using":[6,34],"the":[7,20,28,35,72,113,125,130,133,138],"proper":[8],"artificial":[9,40],"intelligence":[10],"tools":[11],"can":[12],"be":[13],"a":[14,86],"significant":[15],"challenge":[16],"for":[17,141],"success":[18],"in":[19,31],"industry.":[22],"This":[23],"paper":[24],"aims":[25],"to":[26,110,118],"minimize":[27],"relative":[29,106],"error":[30],"estimation":[33],"proposed":[36,114,139],"model":[37,115,140],"an":[39],"neural":[41],"network":[42],"(ANN)":[43],"based":[44],"on":[45,124,129],"Taguchi's":[46],"orthogonal":[47],"vector":[48],"plan.":[49],"By":[50],"selecting":[51],"methods":[52],"clustering":[54],"and":[55,69,74,84,99,135],"fuzzification":[56],"different":[58],"values":[60],"within":[61],"several":[62],"used":[63,109],"datasets":[64],"such":[65,94],"as":[66,95],"COCOMO2000,":[67],"NASA60,":[68],"Kemerer15,":[70],"reducing":[71],"number":[73],"time":[75],"iterations":[77],"minimizes":[78],"Mean":[79],"Magnitude":[80],"Relative":[81],"Error":[82],"(MMRE)":[83],"include":[85],"wide":[87],"range":[88],"observed":[90,126],"data.":[91],"Additional":[92],"criteria,":[93],"monitoring":[96],"prediction,":[97],"correlation,":[98],"comparison":[100],"with":[101],"RBF":[102],"(Radial":[103],"Basis":[104],"Function)":[105],"error,":[107],"were":[108,145],"confirm":[111],"that":[112],"gives":[116],"two":[117],"three":[119],"times":[120],"better":[121],"results":[122],"depending":[123],"cluster.":[127],"Based":[128],"obtained":[131],"results,":[132],"accuracy":[134],"reliability":[136],"estimating":[142],"projects":[144],"determined.":[146]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
