{"id":"https://openalex.org/W101265855","doi":null,"title":"Revising Rules to Capture Requirements Traceability Relations: A Machine Learning Approach.","display_name":"Revising Rules to Capture Requirements Traceability Relations: A Machine Learning Approach.","publication_year":2003,"publication_date":"2003-01-01","ids":{"openalex":"https://openalex.org/W101265855","mag":"101265855"},"language":"en","primary_location":{"id":"pmh:oai:CiteSeerX.psu:10.1.1.58.3724","doi":null,"is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.58.3724","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://www.soi.city.ac.uk/~aag/papers/seke2003.pdf","raw_type":"text"},"volume":null,"type":"article","is_traditional":true,"indexed_in":[],"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/A5053220738","display_name":"George Spanoudakis","orcid":"https://orcid.org/0000-0002-0037-2600","observed_orcids":["https://orcid.org/0000-0002-0037-2600"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"George Spanoudakis","raw_affiliation_strings":[],"raw_orcid":"https://orcid.org/0000-0002-0037-2600","affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060005929","display_name":"Artur d\u2019Avila Garcez","orcid":"https://orcid.org/0000-0001-7375-9518","observed_orcids":["https://orcid.org/0000-0001-7375-9518","https://orcid.org/0000-0002-6060-0409"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Artur S. d\u2019Avila Garcez","raw_affiliation_strings":[],"raw_orcid":"https://orcid.org/0000-0001-7375-9518","affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5076234894","display_name":"Andrea Zisman","orcid":"https://orcid.org/0000-0002-7459-3967","observed_orcids":["https://orcid.org/0000-0002-7459-3967"]},"institutions":[{"id":"https://openalex.org/I180825142","display_name":"City, University of London","ror":"https://ror.org/04489at23","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I180825142","https://openalex.org/I4401726869"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Andrea Zisman","raw_affiliation_strings":["City Univ London"],"raw_orcid":"https://orcid.org/0000-0002-7459-3967","affiliations":[{"raw_affiliation_string":"City Univ London","institution_ids":["https://openalex.org/I180825142"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.629,"has_fulltext":false,"cited_by_count":27,"citation_normalized_percentile":{"value":0.87639739,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":88,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"570","last_page":"577"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10260","display_name":"Software Engineering Research","score":0.492900013923645,"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":0.492900013923645,"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":0.2280000001192093,"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/T11450","display_name":"Model-Driven Software Engineering Techniques","score":0.1671999990940094,"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/requirements-traceability","display_name":"requirements traceability","score":0.996999979019165},{"id":"https://openalex.org/keywords/rule-learning","display_name":"rule induction","score":0.6420000195503235},{"id":"https://openalex.org/keywords/natural-language-requirements","display_name":"natural language requirements","score":0.7229999899864197},{"id":"https://openalex.org/keywords/object-model","display_name":"object model","score":0.9739999771118164},{"id":"https://openalex.org/keywords/learning-from-examples","display_name":"learning from examples","score":0.628000020980835},{"id":"https://openalex.org/keywords/requirements-engineering","display_name":"requirements engineering","score":0.6340000033378601}],"concepts":[{"id":"https://openalex.org/C153876917","wikidata":"https://www.wikidata.org/wiki/Q899704","display_name":"Traceability","level":2,"score":0.974819540977478},{"id":"https://openalex.org/C35084680","wikidata":"https://www.wikidata.org/wiki/Q848201","display_name":"Requirements traceability","level":5,"score":0.8834905624389648},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7060695290565491},{"id":"https://openalex.org/C2781238097","wikidata":"https://www.wikidata.org/wiki/Q175026","display_name":"Object (grammar)","level":2,"score":0.5074469447135925},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.49854373931884766},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.43544289469718933},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.39831069111824036},{"id":"https://openalex.org/C59488412","wikidata":"https://www.wikidata.org/wiki/Q187147","display_name":"Requirements analysis","level":3,"score":0.2754667103290558},{"id":"https://openalex.org/C135475081","wikidata":"https://www.wikidata.org/wiki/Q774228","display_name":"Requirement","level":4,"score":0.12700513005256653},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"pmh:oai:CiteSeerX.psu:10.1.1.58.3724","doi":null,"is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.58.3724","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://www.soi.city.ac.uk/~aag/papers/seke2003.pdf","raw_type":"text"},{"id":"mag:101265855","doi":null,"is_oa":false,"landing_page_url":"https://www.researchgate.net/profile/George_Spanoudakis2/publication/228929248_Revising_rules_to_capture_requirements_traceability_relations_A_machine_learning_approach/links/0912f511193819ffac000000.pdf","pdf_url":null,"source":{"id":"https://openalex.org/S4220650826","display_name":"Proceedings/Proceedings of the ... International Conference on Software Engineering and Knowledge Engineering","issn_l":"2325-9000","issn":["2325-9000","2325-9086"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","jufo-1","norway-1"],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":"Software Engineering and Knowledge Engineering","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":13,"referenced_works":["https://openalex.org/W1561870354","https://openalex.org/W1601525981","https://openalex.org/W1687987925","https://openalex.org/W1971844566","https://openalex.org/W1980640334","https://openalex.org/W2026032320","https://openalex.org/W2044550963","https://openalex.org/W2045895677","https://openalex.org/W2068149614","https://openalex.org/W2107726111","https://openalex.org/W2121764468","https://openalex.org/W2159420337","https://openalex.org/W2164602322"],"related_works":["https://openalex.org/W4234584914","https://openalex.org/W1991334006","https://openalex.org/W2132604263","https://openalex.org/W7213431076","https://openalex.org/W7095815077","https://openalex.org/W4289743156","https://openalex.org/W6931820100","https://openalex.org/W1919594131","https://openalex.org/W2892497474","https://openalex.org/W3034330510"],"abstract_inverted_index":{"In":[0],"this":[1],"paper":[2],"we":[3],"present":[4],"a":[5,19,67],"machine":[6],"learning":[7,21],"approach":[8,15],"for":[9],"generating":[10],"requirements":[11],"traceability":[12,25,32,48,55,72],"relations.":[13],"This":[14],"is":[16,50,64],"based":[17,65],"on":[18,66],"new":[20],"algorithm":[22],"that":[23],"produces":[24],"rules":[26,49],"which":[27,57],"are":[28,58],"able":[29],"to":[30],"capture":[31],"relations":[33,56],"between":[34],"requirement":[35],"statements":[36],"specified":[37],"in":[38],"natural":[39],"language":[40],"and":[41,63],"object":[42],"models.":[43],"The":[44],"creation":[45],"of":[46,54,69],"these":[47],"informed":[51],"by":[52,60],"examples":[53],"provided":[59],"the":[61],"user":[62],"generalisation":[68],"other":[70],"existing":[71],"rules.":[73]},"counts_by_year":[{"year":2023,"cited_by_count":1},{"year":2020,"cited_by_count":2},{"year":2018,"cited_by_count":1},{"year":2017,"cited_by_count":1},{"year":2016,"cited_by_count":1},{"year":2014,"cited_by_count":2},{"year":2013,"cited_by_count":3},{"year":2012,"cited_by_count":2}],"updated_date":"2026-11-03T10:50:19.383937","created_date":"2016-06-24T00:00:00"}
