{"id":"https://openalex.org/W3211369934","doi":"https://doi.org/10.1109/icccnt51525.2021.9579968","title":"Learning Automata based Feature Selection for Duplex Output Software Effort Estimation Model","display_name":"Learning Automata based Feature Selection for Duplex Output Software Effort Estimation Model","publication_year":2021,"publication_date":"2021-07-06","ids":{"openalex":"https://openalex.org/W3211369934","doi":"https://doi.org/10.1109/icccnt51525.2021.9579968","mag":"3211369934"},"language":"en","primary_location":{"id":"doi:10.1109/icccnt51525.2021.9579968","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icccnt51525.2021.9579968","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 12th International Conference on Computing Communication and Networking Technologies (ICCCNT)","raw_type":"proceedings-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/A5012361561","display_name":"Kapil Ravi Rathod","orcid":null},"institutions":[{"id":"https://openalex.org/I121750182","display_name":"National Institute of Technology Warangal","ror":"https://ror.org/017ebfz38","country_code":"IN","type":"education","lineage":["https://openalex.org/I121750182"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"Kapil Ravi Rathod","raw_affiliation_strings":["NIT, Warangal, India"],"affiliations":[{"raw_affiliation_string":"NIT, Warangal, India","institution_ids":["https://openalex.org/I121750182"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102500789","display_name":"Shruti Bansal","orcid":null},"institutions":[{"id":"https://openalex.org/I121750182","display_name":"National Institute of Technology Warangal","ror":"https://ror.org/017ebfz38","country_code":"IN","type":"education","lineage":["https://openalex.org/I121750182"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Shruti Bansal","raw_affiliation_strings":["NIT, Warangal, India"],"affiliations":[{"raw_affiliation_string":"NIT, Warangal, India","institution_ids":["https://openalex.org/I121750182"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053007528","display_name":"Yash Harish Chandra Kandpal","orcid":null},"institutions":[{"id":"https://openalex.org/I121750182","display_name":"National Institute of Technology Warangal","ror":"https://ror.org/017ebfz38","country_code":"IN","type":"education","lineage":["https://openalex.org/I121750182"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Yash Harish Chandra Kandpal","raw_affiliation_strings":["NIT, Warangal, India"],"affiliations":[{"raw_affiliation_string":"NIT, Warangal, India","institution_ids":["https://openalex.org/I121750182"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5042719748","display_name":"Manjubala Bisi","orcid":"https://orcid.org/0000-0002-9555-1520"},"institutions":[{"id":"https://openalex.org/I121750182","display_name":"National Institute of Technology Warangal","ror":"https://ror.org/017ebfz38","country_code":"IN","type":"education","lineage":["https://openalex.org/I121750182"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Manjubala Bisi","raw_affiliation_strings":["NIT, Warangal, India"],"affiliations":[{"raw_affiliation_string":"NIT, Warangal, India","institution_ids":["https://openalex.org/I121750182"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5012361561"],"corresponding_institution_ids":["https://openalex.org/I121750182"],"apc_list":null,"apc_paid":null,"fwci":0.5508,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.74115219,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":"20","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":0.9998999834060669,"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":0.9998999834060669,"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":0.9897000193595886,"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/T10743","display_name":"Software Testing and Debugging Techniques","score":0.9771999716758728,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7463735342025757},{"id":"https://openalex.org/keywords/feature-selection","display_name":"Feature selection","score":0.6328161358833313},{"id":"https://openalex.org/keywords/software-development","display_name":"Software development","score":0.5148800611495972},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5079761147499084},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.47228938341140747},{"id":"https://openalex.org/keywords/software-development-process","display_name":"Software development process","score":0.4704177677631378},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.4556349813938141},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.40248408913612366}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7463735342025757},{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.6328161358833313},{"id":"https://openalex.org/C529173508","wikidata":"https://www.wikidata.org/wiki/Q638608","display_name":"Software development","level":3,"score":0.5148800611495972},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5079761147499084},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.47228938341140747},{"id":"https://openalex.org/C180152950","wikidata":"https://www.wikidata.org/wiki/Q2904257","display_name":"Software development process","level":4,"score":0.4704177677631378},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4556349813938141},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.40248408913612366},{"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:10.1109/icccnt51525.2021.9579968","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icccnt51525.2021.9579968","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 12th International Conference on Computing Communication and Networking Technologies (ICCCNT)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/12","display_name":"Responsible consumption and production","score":0.5099999904632568}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":15,"referenced_works":["https://openalex.org/W168970045","https://openalex.org/W2029867649","https://openalex.org/W2070567333","https://openalex.org/W2119862467","https://openalex.org/W2122825543","https://openalex.org/W2166773957","https://openalex.org/W2203366176","https://openalex.org/W2514698551","https://openalex.org/W2517597314","https://openalex.org/W2521291598","https://openalex.org/W2744188981","https://openalex.org/W2760349059","https://openalex.org/W2883740490","https://openalex.org/W3011506415","https://openalex.org/W4255455317"],"related_works":["https://openalex.org/W3105511281","https://openalex.org/W2088382486","https://openalex.org/W983931886","https://openalex.org/W2472680075","https://openalex.org/W4292756589","https://openalex.org/W2566085182","https://openalex.org/W2143191299","https://openalex.org/W2886008366","https://openalex.org/W2778196409","https://openalex.org/W1982511054"],"abstract_inverted_index":{"Software":[0,43],"Effort":[1],"Estimation":[2],"(SEE)":[3],"plays":[4],"an":[5],"instrumental":[6],"role":[7],"in":[8,28,74],"estimating":[9,24],"the":[10,21,25,42,86,115,127],"effort":[11,26,80,88,117],"required":[12,27],"to":[13,30,64,113,150],"complete":[14],"a":[15,54],"software":[16,66,79],"development":[17,67],"project.":[18],"It":[19],"involves":[20],"process":[22],"of":[23,129,137],"order":[29],"meet":[31],"project":[32],"delivery":[33],"deadlines":[34],"by":[35],"appropriately":[36],"scheduling":[37],"and":[38,97,110,118,140,143],"allocating":[39],"resources":[40],"during":[41],"Development":[44],"Life":[45],"Cycle":[46],"(SDLC).":[47],"In":[48],"this":[49],"paper,":[50],"we":[51,83],"have":[52,70,84,101,125],"proposed":[53,131],"feature":[55,138],"selection":[56,139],"technique":[57],"with":[58,133],"regression":[59,104,112,141],"models":[60,105,136],"using":[61],"learning":[62],"automata":[63],"estimate":[65],"effort.":[68],"We":[69,100,124],"validated":[71],"our":[72,130,146],"approach":[73,132,147],"six":[75],"data":[76],"sets":[77],"for":[78,121],"estimation.":[81],"Further,":[82],"discretized":[85],"predicted":[87],"into":[89],"three":[90],"different":[91],"classes:":[92],"High":[93],"(H),":[94],"Moderate":[95],"(M)":[96],"Low":[98],"(L).":[99],"used":[102],"various":[103],"including":[106],"Linear,":[107],"LASSO,":[108],"ElasticNet":[109],"Ridge":[111],"obtain":[114],"estimated":[116],"use":[119],"quartiles":[120],"discretizing":[122],"them.":[123],"compared":[126],"result":[128],"some":[134,156],"existing":[135],"techniques":[142],"found":[144],"that":[145],"is":[148],"able":[149],"provide":[151],"better":[152],"prediction":[153],"performance":[154],"than":[155],"existing-models.":[157]},"counts_by_year":[{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
