{"id":"https://openalex.org/W3149703629","doi":"https://doi.org/10.1109/icse.2012.6227055","title":"Using machine learning to enhance automated requirements model transformation","display_name":"Using machine learning to enhance automated requirements model transformation","publication_year":2012,"publication_date":"2012-06-01","ids":{"openalex":"https://openalex.org/W3149703629","doi":"https://doi.org/10.1109/icse.2012.6227055","mag":"3149703629"},"language":"en","primary_location":{"id":"doi:10.1109/icse.2012.6227055","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icse.2012.6227055","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2012 34th International Conference on Software Engineering (ICSE)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5021315787","display_name":"Erol-Valeriu Chioasca","orcid":null},"institutions":[{"id":"https://openalex.org/I28407311","display_name":"University of Manchester","ror":"https://ror.org/027m9bs27","country_code":"GB","type":"education","lineage":["https://openalex.org/I28407311"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"Erol-Valeriu Chioasca","raw_affiliation_strings":["School of Computer Science, University of Manchester, Institute of Science and Technology, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science, University of Manchester, Institute of Science and Technology, UK","institution_ids":["https://openalex.org/I28407311"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5021315787"],"corresponding_institution_ids":["https://openalex.org/I28407311"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":8,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":"48","issue":null,"first_page":"1487","last_page":"1490"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10260","display_name":"Software Engineering Research","score":0.9998000264167786,"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":0.9998000264167786,"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/T10430","display_name":"Software Engineering Techniques and Practices","score":0.9988999962806702,"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/T10679","display_name":"Service-Oriented Architecture and Web Services","score":0.9988999962806702,"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":0.8386663198471069},{"id":"https://openalex.org/keywords/abstraction","display_name":"Abstraction","score":0.6748905181884766},{"id":"https://openalex.org/keywords/ambiguity","display_name":"Ambiguity","score":0.5679969787597656},{"id":"https://openalex.org/keywords/model-transformation","display_name":"Model transformation","score":0.546381950378418},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.5444823503494263},{"id":"https://openalex.org/keywords/software-requirements-specification","display_name":"Software requirements specification","score":0.5275118947029114},{"id":"https://openalex.org/keywords/formal-specification","display_name":"Formal specification","score":0.5147181153297424},{"id":"https://openalex.org/keywords/natural-language","display_name":"Natural language","score":0.5079739689826965},{"id":"https://openalex.org/keywords/software-engineering","display_name":"Software engineering","score":0.4948226809501648},{"id":"https://openalex.org/keywords/transformation","display_name":"Transformation (genetics)","score":0.4925735592842102},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.48685139417648315},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.46214187145233154},{"id":"https://openalex.org/keywords/specification-language","display_name":"Specification language","score":0.4184149205684662},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.4159584045410156},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3854311406612396},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.35281866788864136},{"id":"https://openalex.org/keywords/software-development","display_name":"Software development","score":0.34745973348617554},{"id":"https://openalex.org/keywords/software-design","display_name":"Software design","score":0.21955740451812744}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8386663198471069},{"id":"https://openalex.org/C124304363","wikidata":"https://www.wikidata.org/wiki/Q673661","display_name":"Abstraction","level":2,"score":0.6748905181884766},{"id":"https://openalex.org/C2780522230","wikidata":"https://www.wikidata.org/wiki/Q1140419","display_name":"Ambiguity","level":2,"score":0.5679969787597656},{"id":"https://openalex.org/C2779791154","wikidata":"https://www.wikidata.org/wiki/Q258040","display_name":"Model transformation","level":3,"score":0.546381950378418},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.5444823503494263},{"id":"https://openalex.org/C102780508","wikidata":"https://www.wikidata.org/wiki/Q1761598","display_name":"Software requirements specification","level":5,"score":0.5275118947029114},{"id":"https://openalex.org/C116253237","wikidata":"https://www.wikidata.org/wiki/Q1437424","display_name":"Formal specification","level":2,"score":0.5147181153297424},{"id":"https://openalex.org/C195324797","wikidata":"https://www.wikidata.org/wiki/Q33742","display_name":"Natural language","level":2,"score":0.5079739689826965},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.4948226809501648},{"id":"https://openalex.org/C204241405","wikidata":"https://www.wikidata.org/wiki/Q461499","display_name":"Transformation (genetics)","level":3,"score":0.4925735592842102},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.48685139417648315},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.46214187145233154},{"id":"https://openalex.org/C201677973","wikidata":"https://www.wikidata.org/wiki/Q1209840","display_name":"Specification language","level":2,"score":0.4184149205684662},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.4159584045410156},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3854311406612396},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.35281866788864136},{"id":"https://openalex.org/C529173508","wikidata":"https://www.wikidata.org/wiki/Q638608","display_name":"Software development","level":3,"score":0.34745973348617554},{"id":"https://openalex.org/C52913732","wikidata":"https://www.wikidata.org/wiki/Q857102","display_name":"Software design","level":4,"score":0.21955740451812744},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C2776436953","wikidata":"https://www.wikidata.org/wiki/Q5163215","display_name":"Consistency (knowledge bases)","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}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icse.2012.6227055","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icse.2012.6227055","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2012 34th International Conference on Software Engineering (ICSE)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.7599999904632568,"display_name":"Quality Education","id":"https://metadata.un.org/sdg/4"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":13,"referenced_works":["https://openalex.org/W207431025","https://openalex.org/W1663587272","https://openalex.org/W2048074122","https://openalex.org/W2083153963","https://openalex.org/W2102740905","https://openalex.org/W2117545199","https://openalex.org/W2118020653","https://openalex.org/W2172046358","https://openalex.org/W2338335491","https://openalex.org/W4243792559","https://openalex.org/W4249687233","https://openalex.org/W6608419828","https://openalex.org/W6636808696"],"related_works":["https://openalex.org/W3048422056","https://openalex.org/W2294190091","https://openalex.org/W2158159493","https://openalex.org/W2378785653","https://openalex.org/W2225205441","https://openalex.org/W2086075944","https://openalex.org/W2313419847","https://openalex.org/W2073649501","https://openalex.org/W2204176978","https://openalex.org/W1571393348"],"abstract_inverted_index":{"Textual":[0],"specification":[1,116],"documents":[2],"do":[3],"not":[4],"represent":[5],"a":[6,73,119],"suitable":[7,154],"starting":[8],"point":[9],"for":[10,92],"software":[11],"development.":[12],"This":[13,130],"issue":[14],"is":[15,62],"due":[16],"to":[17,32,51],"the":[18,55,60,67,83,93,111,114,136,143,149,152],"inherent":[19],"problems":[20],"of":[21,57,59,85,95,113,122,138,145,151,156],"natural":[22,96],"language":[23,97],"such":[24,40],"as":[25,41,90],"ambiguity,":[26],"impreciseness":[27],"and":[28,49,105,124,127,141],"incompleteness.":[29],"In":[30],"order":[31],"overcome":[33],"these":[34,45],"shortcomings,":[35],"experts":[36],"derive":[37],"analysis":[38],"models":[39,46,61,81],"requirements":[42,80],"models.":[43],"However,":[44],"are":[47],"difficult":[48],"costly":[50],"create":[52],"manually.":[53],"Furthermore,":[54],"level":[56],"abstraction":[58,79],"too":[63],"low,":[64],"thus":[65],"hindering":[66],"automated":[68],"transformation":[69,94],"process.":[70],"We":[71],"propose":[72],"novel":[74],"approach":[75,131],"which":[76],"uses":[77],"high":[78],"in":[82,99,142],"form":[84],"Object":[86],"System":[87],"Models":[88],"(OSMs)":[89],"targets":[91],"specifications":[98,147],"conjunction":[100],"with":[101],"appropriate":[102],"text":[103],"mining":[104],"machine":[106],"learning":[107],"techniques.":[108],"OSMs":[109],"allow":[110,133],"interpretation":[112],"textual":[115],"based":[117],"on":[118],"small":[120],"set":[121],"facts":[123],"provide":[125],"structural":[126],"behavioral":[128],"information.":[129],"will":[132],"both":[134],"(1)":[135],"enhancement":[137],"minimal":[139],"specifications,":[140],"case":[144],"comprehensive":[146],"(2)":[148],"determination":[150],"most":[153],"structure":[155],"reusable":[157],"requirements.":[158]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":1},{"year":2018,"cited_by_count":1},{"year":2013,"cited_by_count":2}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
