{"id":"https://openalex.org/W2087847916","doi":"https://doi.org/10.1142/s0218194001000736","title":"A METRIC-BASED APPROACH FOR PREDICTING CONCEPTUAL DATA MODELS MAINTAINABILITY","display_name":"A METRIC-BASED APPROACH FOR PREDICTING CONCEPTUAL DATA MODELS MAINTAINABILITY","publication_year":2001,"publication_date":"2001-12-01","ids":{"openalex":"https://openalex.org/W2087847916","doi":"https://doi.org/10.1142/s0218194001000736","mag":"2087847916"},"language":"en","primary_location":{"id":"doi:10.1142/s0218194001000736","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s0218194001000736","pdf_url":null,"source":{"id":"https://openalex.org/S131442419","display_name":"International Journal of Software Engineering and Knowledge Engineering","issn_l":"0218-1940","issn":["0218-1940","1793-6403"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Software Engineering and Knowledge Engineering","raw_type":"journal-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/A5083263115","display_name":"Mario Piattini","orcid":"https://orcid.org/0000-0002-7212-8279"},"institutions":[{"id":"https://openalex.org/I79189158","display_name":"University of Castilla-La Mancha","ror":"https://ror.org/05r78ng12","country_code":"ES","type":"education","lineage":["https://openalex.org/I79189158"]}],"countries":["ES"],"is_corresponding":true,"raw_author_name":"MARIO PIATTINI","raw_affiliation_strings":["ALARCOS Research Group, University of Castilla-La Mancha, Ronda de Calatrava, 5, 13071, Ciudad Real, Spain"],"affiliations":[{"raw_affiliation_string":"ALARCOS Research Group, University of Castilla-La Mancha, Ronda de Calatrava, 5, 13071, Ciudad Real, Spain","institution_ids":["https://openalex.org/I79189158"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5091258408","display_name":"Marcela Genero","orcid":"https://orcid.org/0000-0002-6868-7465"},"institutions":[{"id":"https://openalex.org/I79189158","display_name":"University of Castilla-La Mancha","ror":"https://ror.org/05r78ng12","country_code":"ES","type":"education","lineage":["https://openalex.org/I79189158"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"MARCELA GENERO","raw_affiliation_strings":["ALARCOS Research Group, University of Castilla-La Mancha, Ronda de Calatrava, 5, 13071, Ciudad Real, Spain"],"affiliations":[{"raw_affiliation_string":"ALARCOS Research Group, University of Castilla-La Mancha, Ronda de Calatrava, 5, 13071, Ciudad Real, Spain","institution_ids":["https://openalex.org/I79189158"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5021872378","display_name":"Luis Jim\u00e9nez","orcid":"https://orcid.org/0000-0002-2737-5887"},"institutions":[{"id":"https://openalex.org/I79189158","display_name":"University of Castilla-La Mancha","ror":"https://ror.org/05r78ng12","country_code":"ES","type":"education","lineage":["https://openalex.org/I79189158"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"LUIS JIM\u00c9NEZ","raw_affiliation_strings":["ORETO Research Group, University of Castilla-La Mancha, Ronda de Calatrava, 5, 13071, Ciudad Real, Spain"],"affiliations":[{"raw_affiliation_string":"ORETO Research Group, University of Castilla-La Mancha, Ronda de Calatrava, 5, 13071, Ciudad Real, Spain","institution_ids":["https://openalex.org/I79189158"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5083263115"],"corresponding_institution_ids":["https://openalex.org/I79189158"],"apc_list":null,"apc_paid":null,"fwci":1.0417,"has_fulltext":false,"cited_by_count":24,"citation_normalized_percentile":{"value":0.79662416,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":"11","issue":"06","first_page":"703","last_page":"729"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11719","display_name":"Data Quality and Management","score":0.9861999750137329,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T11719","display_name":"Data Quality and Management","score":0.9861999750137329,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10317","display_name":"Advanced Database Systems and Queries","score":0.9824000000953674,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/T10703","display_name":"Business Process Modeling and Analysis","score":0.9811000227928162,"subfield":{"id":"https://openalex.org/subfields/1404","display_name":"Management Information Systems"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/maintainability","display_name":"Maintainability","score":0.8879622220993042},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6909676790237427},{"id":"https://openalex.org/keywords/metric","display_name":"Metric (unit)","score":0.6105248928070068},{"id":"https://openalex.org/keywords/conceptual-model","display_name":"Conceptual model","score":0.5967356562614441},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.5517730116844177},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.5341799259185791},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.5124976634979248},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.4714549481868744},{"id":"https://openalex.org/keywords/fuzzy-logic","display_name":"Fuzzy logic","score":0.4516351819038391},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.25501304864883423},{"id":"https://openalex.org/keywords/software-engineering","display_name":"Software engineering","score":0.2358330488204956},{"id":"https://openalex.org/keywords/systems-engineering","display_name":"Systems engineering","score":0.20164033770561218},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.17979031801223755},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.13274875283241272},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.12510451674461365},{"id":"https://openalex.org/keywords/operations-management","display_name":"Operations management","score":0.10029950737953186}],"concepts":[{"id":"https://openalex.org/C160713754","wikidata":"https://www.wikidata.org/wiki/Q1389965","display_name":"Maintainability","level":2,"score":0.8879622220993042},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6909676790237427},{"id":"https://openalex.org/C176217482","wikidata":"https://www.wikidata.org/wiki/Q860554","display_name":"Metric (unit)","level":2,"score":0.6105248928070068},{"id":"https://openalex.org/C13606891","wikidata":"https://www.wikidata.org/wiki/Q2623243","display_name":"Conceptual model","level":2,"score":0.5967356562614441},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.5517730116844177},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.5341799259185791},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.5124976634979248},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.4714549481868744},{"id":"https://openalex.org/C58166","wikidata":"https://www.wikidata.org/wiki/Q224821","display_name":"Fuzzy logic","level":2,"score":0.4516351819038391},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.25501304864883423},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.2358330488204956},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.20164033770561218},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.17979031801223755},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.13274875283241272},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.12510451674461365},{"id":"https://openalex.org/C21547014","wikidata":"https://www.wikidata.org/wiki/Q1423657","display_name":"Operations management","level":1,"score":0.10029950737953186},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1142/s0218194001000736","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s0218194001000736","pdf_url":null,"source":{"id":"https://openalex.org/S131442419","display_name":"International Journal of Software Engineering and Knowledge Engineering","issn_l":"0218-1940","issn":["0218-1940","1793-6403"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Software Engineering and Knowledge Engineering","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/12","score":0.5299999713897705,"display_name":"Responsible consumption and production"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":19,"referenced_works":["https://openalex.org/W1604011940","https://openalex.org/W1605697306","https://openalex.org/W1966363240","https://openalex.org/W1966536765","https://openalex.org/W1987785917","https://openalex.org/W2010851896","https://openalex.org/W2049624350","https://openalex.org/W2064327161","https://openalex.org/W2075886324","https://openalex.org/W2111167768","https://openalex.org/W2111562224","https://openalex.org/W2117646274","https://openalex.org/W2122519137","https://openalex.org/W2135093973","https://openalex.org/W2158335989","https://openalex.org/W2161477496","https://openalex.org/W2167926541","https://openalex.org/W2945526390","https://openalex.org/W4245152641"],"related_works":["https://openalex.org/W2160765347","https://openalex.org/W2372410743","https://openalex.org/W2064378805","https://openalex.org/W2505444316","https://openalex.org/W214375095","https://openalex.org/W2367316285","https://openalex.org/W2386133149","https://openalex.org/W2371482553","https://openalex.org/W2370448681","https://openalex.org/W1784325190"],"abstract_inverted_index":{"It":[0],"is":[1,13,32,150],"generally":[2],"accepted":[3],"in":[4,21,80,90],"the":[5,17,22,43,55,59,84,102,125,134,138,156],"information":[6],"system":[7],"(IS)":[8],"field":[9],"that":[10,140],"IS":[11,60],"quality":[12,44,56,63,85],"highly":[14],"dependent":[15],"on":[16],"decisions":[18],"made":[19],"early":[20,39],"development":[23],"life":[24],"cycle.":[25],"The":[26],"construction":[27],"of":[28,37,45,58,74,86,107,136,155,170],"conceptual":[29,46,66,87],"data":[30,47,67,88],"models":[31,48,68,89],"often":[33],"an":[34,91],"important":[35],"task":[36],"this":[38,95],"development.":[40,61],"Therefore,":[41],"improving":[42],"will":[49,98,122,145],"be":[50],"a":[51,160,165],"major":[52],"step":[53],"towards":[54],"improvement":[57],"Several":[62],"frameworks":[64],"for":[65,101,115,168],"have":[69],"been":[70],"proposed,":[71],"but":[72],"most":[73],"them":[75,114],"lack":[76],"valid":[77],"quantitative":[78],"measures":[79,100],"order":[81],"to":[82,152],"evaluate":[83],"objective":[92],"way.":[93],"In":[94],"article":[96],"we":[97],"define":[99],"structural":[103],"complexity":[104],"(internal":[105],"attribute)":[106],"entity":[108],"relationship":[109],"diagrams":[110],"(ERD)":[111],"and":[112],"use":[113],"predicting":[116],"their":[117],"maintainability":[118,157],"(external":[119],"attribute).":[120],"We":[121,144],"theoretically":[123],"validate":[124],"proposed":[126],"metrics":[127],"following":[128],"Briand":[129],"et":[130],"al.'s":[131],"framework":[132],"with":[133],"goal":[135],"demonstrating":[137],"properties":[139],"characterise":[141],"each":[142,154],"metric.":[143],"also":[146],"show":[147],"how":[148],"it":[149],"possible":[151],"predict":[153],"sub-characteristics":[158],"using":[159,164],"prediction":[161],"model":[162],"generated":[163],"novel":[166],"method":[167],"induction":[169],"fuzzy":[171],"rules.":[172]},"counts_by_year":[{"year":2021,"cited_by_count":1},{"year":2019,"cited_by_count":1},{"year":2018,"cited_by_count":2},{"year":2016,"cited_by_count":1},{"year":2015,"cited_by_count":1},{"year":2014,"cited_by_count":1},{"year":2012,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
