{"id":"https://openalex.org/W2087313950","doi":"https://doi.org/10.1155/2014/284531","title":"Prediction Model for Object Oriented Software Development Effort Estimation Using One Hidden Layer Feed Forward Neural Network with Genetic Algorithm","display_name":"Prediction Model for Object Oriented Software Development Effort Estimation Using One Hidden Layer Feed Forward Neural Network with Genetic Algorithm","publication_year":2014,"publication_date":"2014-06-03","ids":{"openalex":"https://openalex.org/W2087313950","doi":"https://doi.org/10.1155/2014/284531","mag":"2087313950"},"language":"en","primary_location":{"id":"doi:10.1155/2014/284531","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2014/284531","pdf_url":"https://downloads.hindawi.com/archive/2014/284531.pdf","source":{"id":"https://openalex.org/S78701549","display_name":"Advances in Software Engineering","issn_l":"1687-8655","issn":["1687-8655","1687-8663"],"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":"Advances in Software Engineering","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://downloads.hindawi.com/archive/2014/284531.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5107988314","display_name":"Chandra Shekhar Yadav","orcid":"https://orcid.org/0000-0002-9100-9806"},"institutions":[{"id":"https://openalex.org/I154970844","display_name":"Jaypee Institute of Information Technology","ror":"https://ror.org/05sttyy11","country_code":"IN","type":"education","lineage":["https://openalex.org/I154970844"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"Chandra Shekhar Yadav","raw_affiliation_strings":["Department of Computer Science & Engineering, Noida Institute of Engineering & Technology, Greater Noida 201306, India"],"raw_orcid":"https://orcid.org/0000-0002-9100-9806","affiliations":[{"raw_affiliation_string":"Department of Computer Science & Engineering, Noida Institute of Engineering & Technology, Greater Noida 201306, India","institution_ids":["https://openalex.org/I154970844"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5044982342","display_name":"Raghuraj Singh","orcid":"https://orcid.org/0000-0003-2360-8038"},"institutions":[{"id":"https://openalex.org/I4210090456","display_name":"Harcourt Butler Technical University","ror":"https://ror.org/0181a8730","country_code":"IN","type":"education","lineage":["https://openalex.org/I4210090456"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Raghuraj Singh","raw_affiliation_strings":["Department of Computer Science & Engineering, Harcourt Butler Technological Institute, Kanpur 208002, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science & Engineering, Harcourt Butler Technological Institute, Kanpur 208002, India","institution_ids":["https://openalex.org/I4210090456"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5107988314"],"corresponding_institution_ids":["https://openalex.org/I154970844"],"apc_list":null,"apc_paid":null,"fwci":0.8201,"has_fulltext":true,"cited_by_count":6,"citation_normalized_percentile":{"value":0.83116346,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":"2014","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":0.9994999766349792,"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":0.9994999766349792,"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":0.9764999747276306,"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/T10430","display_name":"Software Engineering Techniques and Practices","score":0.9736999869346619,"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":0.745178759098053},{"id":"https://openalex.org/keywords/schedule","display_name":"Schedule","score":0.6295582056045532},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.5854976773262024},{"id":"https://openalex.org/keywords/software-development","display_name":"Software development","score":0.5852717757225037},{"id":"https://openalex.org/keywords/cocomo","display_name":"COCOMO","score":0.5696908831596375},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5655155181884766},{"id":"https://openalex.org/keywords/genetic-algorithm","display_name":"Genetic algorithm","score":0.5346943736076355},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.48258697986602783},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.43163567781448364},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.35832127928733826},{"id":"https://openalex.org/keywords/software-construction","display_name":"Software construction","score":0.20880842208862305}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.745178759098053},{"id":"https://openalex.org/C68387754","wikidata":"https://www.wikidata.org/wiki/Q7271585","display_name":"Schedule","level":2,"score":0.6295582056045532},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.5854976773262024},{"id":"https://openalex.org/C529173508","wikidata":"https://www.wikidata.org/wiki/Q638608","display_name":"Software development","level":3,"score":0.5852717757225037},{"id":"https://openalex.org/C53238903","wikidata":"https://www.wikidata.org/wiki/Q1023952","display_name":"COCOMO","level":5,"score":0.5696908831596375},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5655155181884766},{"id":"https://openalex.org/C8880873","wikidata":"https://www.wikidata.org/wiki/Q187787","display_name":"Genetic algorithm","level":2,"score":0.5346943736076355},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.48258697986602783},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.43163567781448364},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.35832127928733826},{"id":"https://openalex.org/C186846655","wikidata":"https://www.wikidata.org/wiki/Q3398377","display_name":"Software construction","level":4,"score":0.20880842208862305},{"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/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1155/2014/284531","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2014/284531","pdf_url":"https://downloads.hindawi.com/archive/2014/284531.pdf","source":{"id":"https://openalex.org/S78701549","display_name":"Advances in Software Engineering","issn_l":"1687-8655","issn":["1687-8655","1687-8663"],"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":"Advances in Software Engineering","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1155/2014/284531","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2014/284531","pdf_url":"https://downloads.hindawi.com/archive/2014/284531.pdf","source":{"id":"https://openalex.org/S78701549","display_name":"Advances in Software Engineering","issn_l":"1687-8655","issn":["1687-8655","1687-8663"],"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":"Advances in Software Engineering","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.4300000071525574,"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure"},{"score":0.4000000059604645,"id":"https://metadata.un.org/sdg/17","display_name":"Partnerships for the goals"}],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2087313950.pdf","grobid_xml":"https://content.openalex.org/works/W2087313950.grobid-xml"},"referenced_works_count":18,"referenced_works":["https://openalex.org/W1588124252","https://openalex.org/W1979880556","https://openalex.org/W1983384382","https://openalex.org/W1986779089","https://openalex.org/W1997587690","https://openalex.org/W2043584165","https://openalex.org/W2044088589","https://openalex.org/W2047363963","https://openalex.org/W2101738026","https://openalex.org/W2109030030","https://openalex.org/W2133300800","https://openalex.org/W2149541376","https://openalex.org/W2155634403","https://openalex.org/W2161944472","https://openalex.org/W2181633260","https://openalex.org/W2970287529","https://openalex.org/W4234497027","https://openalex.org/W4285719527"],"related_works":["https://openalex.org/W2372415543","https://openalex.org/W2354205711","https://openalex.org/W2808717917","https://openalex.org/W2377292223","https://openalex.org/W2366584243","https://openalex.org/W2376563992","https://openalex.org/W2360006733","https://openalex.org/W4304590249","https://openalex.org/W2366368367","https://openalex.org/W2385996327"],"abstract_inverted_index":{"The":[0,58,112],"budget":[1],"computation":[2],"for":[3,40,80],"software":[4,12,31,42,109,121],"development":[5,13,18,43,110],"is":[6,129],"affected":[7],"by":[8,70,88],"the":[9,27,65,81,90,108,119,127,133],"prediction":[10],"of":[11,29,67,92,95,126],"effort":[14,19,44],"and":[15,20,99],"schedule.":[16],"Software":[17],"schedule":[21],"can":[22],"be":[23],"predicted":[24],"precisely":[25],"on":[26,118],"basis":[28],"past":[30],"project":[32],"data":[33],"sets.":[34],"In":[35],"this":[36],"paper,":[37],"a":[38],"model":[39,59,113,128,137],"object-oriented":[41],"estimation":[45],"using":[46],"one":[47],"hidden":[48],"layer":[49],"feed":[50],"forward":[51],"neural":[52],"network":[53],"(OHFNN)":[54],"has":[55,60,85,103,114],"been":[56,61,86,104,115],"developed.":[57],"further":[62],"optimized":[63],"with":[64],"help":[66],"genetic":[68,82],"algorithm":[69],"taking":[71],"weight":[72,101],"vector":[73,98,102],"obtained":[74,87],"from":[75],"OHFNN":[76],"as":[77],"initial":[78],"population":[79],"algorithm.":[83],"Convergence":[84],"minimizing":[89],"sum":[91],"squared":[93],"errors":[94],"each":[96],"input":[97],"optimal":[100],"determined":[105],"to":[106],"predict":[107],"effort.":[111],"empirically":[116],"validated":[117],"PROMISE":[120],"engineering":[122],"repository":[123],"dataset.":[124],"Performance":[125],"more":[130],"accurate":[131],"than":[132],"well-established":[134],"constructive":[135],"cost":[136],"(COCOMO).":[138]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":1},{"year":2016,"cited_by_count":1}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}
