{"id":"https://openalex.org/W2991131628","doi":"https://doi.org/10.3390/proceedings2019031026","title":"Machine Learning Methods for Inferring Interaction Design Patterns from Textual Requirements","display_name":"Machine Learning Methods for Inferring Interaction Design Patterns from Textual Requirements","publication_year":2019,"publication_date":"2019-11-20","ids":{"openalex":"https://openalex.org/W2991131628","doi":"https://doi.org/10.3390/proceedings2019031026","mag":"2991131628"},"language":"en","primary_location":{"id":"doi:10.3390/proceedings2019031026","is_oa":true,"landing_page_url":"https://doi.org/10.3390/proceedings2019031026","pdf_url":"https://www.mdpi.com/2504-3900/31/1/26/pdf?version=1606869861","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"13th International Conference on Ubiquitous Computing and Ambient \u202aIntelligence UCAmI 2019\u202c","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2504-3900/31/1/26/pdf?version=1606869861","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5073111020","display_name":"Viridiana Silva\u2010Rodr\u00edguez","orcid":"https://orcid.org/0000-0003-2700-9876"},"institutions":[{"id":"https://openalex.org/I196664497","display_name":"Autonomous University of San Luis Potos\u00ed","ror":"https://ror.org/000917t60","country_code":"MX","type":"education","lineage":["https://openalex.org/I196664497"]}],"countries":["MX"],"is_corresponding":true,"raw_author_name":"Viridiana Silva-Rodr\u00edguez","raw_affiliation_strings":["Autonomous University of San Luis Potos\u00ed, 78300 San Luis Potos\u00ed, Mexico"],"raw_orcid":"https://orcid.org/0000-0003-2700-9876","affiliations":[{"raw_affiliation_string":"Autonomous University of San Luis Potos\u00ed, 78300 San Luis Potos\u00ed, Mexico","institution_ids":["https://openalex.org/I196664497"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5085867496","display_name":"Sandra Nava-Mu\u00f1oz","orcid":"https://orcid.org/0000-0001-9345-4391"},"institutions":[{"id":"https://openalex.org/I196664497","display_name":"Autonomous University of San Luis Potos\u00ed","ror":"https://ror.org/000917t60","country_code":"MX","type":"education","lineage":["https://openalex.org/I196664497"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"Sandra Nava-Mu\u00f1oz","raw_affiliation_strings":["Autonomous University of San Luis Potos\u00ed, 78300 San Luis Potos\u00ed, Mexico"],"raw_orcid":"https://orcid.org/0000-0001-9345-4391","affiliations":[{"raw_affiliation_string":"Autonomous University of San Luis Potos\u00ed, 78300 San Luis Potos\u00ed, Mexico","institution_ids":["https://openalex.org/I196664497"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5064269765","display_name":"Lu\u00eds A. Castro","orcid":"https://orcid.org/0000-0002-1196-4919"},"institutions":[{"id":"https://openalex.org/I36020712","display_name":"Sonora Institute of Technology","ror":"https://ror.org/01v10fv91","country_code":"MX","type":"education","lineage":["https://openalex.org/I36020712"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"Luis Castro","raw_affiliation_strings":["Sonora Institute of Technology (ITSON), 85000 Ciudad Obreg\u00f3n, Mexico"],"raw_orcid":"https://orcid.org/0000-0002-1196-4919","affiliations":[{"raw_affiliation_string":"Sonora Institute of Technology (ITSON), 85000 Ciudad Obreg\u00f3n, Mexico","institution_ids":["https://openalex.org/I36020712"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075161820","display_name":"Francisco Mart\u00ednez\u2010P\u00e9rez","orcid":"https://orcid.org/0000-0003-1668-7671"},"institutions":[{"id":"https://openalex.org/I196664497","display_name":"Autonomous University of San Luis Potos\u00ed","ror":"https://ror.org/000917t60","country_code":"MX","type":"education","lineage":["https://openalex.org/I196664497"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"Francisco Mart\u00ednez-P\u00e9rez","raw_affiliation_strings":["Autonomous University of San Luis Potos\u00ed, 78300 San Luis Potos\u00ed, Mexico"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Autonomous University of San Luis Potos\u00ed, 78300 San Luis Potos\u00ed, Mexico","institution_ids":["https://openalex.org/I196664497"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089625515","display_name":"H\u00e9ctor G. P\u00e9rez\u2010Gonz\u00e1lez","orcid":"https://orcid.org/0000-0003-3331-2230"},"institutions":[{"id":"https://openalex.org/I196664497","display_name":"Autonomous University of San Luis Potos\u00ed","ror":"https://ror.org/000917t60","country_code":"MX","type":"education","lineage":["https://openalex.org/I196664497"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"H\u00e9ctor P\u00e9rez-Gonz\u00e1lez","raw_affiliation_strings":["Autonomous University of San Luis Potos\u00ed, 78300 San Luis Potos\u00ed, Mexico"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Autonomous University of San Luis Potos\u00ed, 78300 San Luis Potos\u00ed, Mexico","institution_ids":["https://openalex.org/I196664497"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5028730297","display_name":"Francisco Torres\u2010Reyes","orcid":"https://orcid.org/0000-0001-5273-4848"},"institutions":[{"id":"https://openalex.org/I196664497","display_name":"Autonomous University of San Luis Potos\u00ed","ror":"https://ror.org/000917t60","country_code":"MX","type":"education","lineage":["https://openalex.org/I196664497"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"Francisco Torres-Reyes","raw_affiliation_strings":["Autonomous University of San Luis Potos\u00ed, 78300 San Luis Potos\u00ed, Mexico"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Autonomous University of San Luis Potos\u00ed, 78300 San Luis Potos\u00ed, Mexico","institution_ids":["https://openalex.org/I196664497"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5073111020"],"corresponding_institution_ids":["https://openalex.org/I196664497"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.13886394,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"26","last_page":"26"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10444","display_name":"Context-Aware Activity Recognition Systems","score":0.9818999767303467,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T10444","display_name":"Context-Aware Activity Recognition Systems","score":0.9818999767303467,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T14074","display_name":"Persona Design and Applications","score":0.9370999932289124,"subfield":{"id":"https://openalex.org/subfields/1709","display_name":"Human-Computer Interaction"},"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":0.8038917779922485},{"id":"https://openalex.org/keywords/correctness","display_name":"Correctness","score":0.7490841150283813},{"id":"https://openalex.org/keywords/ambient-intelligence","display_name":"Ambient intelligence","score":0.60259610414505},{"id":"https://openalex.org/keywords/requirements-analysis","display_name":"Requirements analysis","score":0.5191437602043152},{"id":"https://openalex.org/keywords/software-requirements-specification","display_name":"Software requirements specification","score":0.4888969957828522},{"id":"https://openalex.org/keywords/software-engineering","display_name":"Software engineering","score":0.4814526438713074},{"id":"https://openalex.org/keywords/functional-requirement","display_name":"Functional requirement","score":0.4512171745300293},{"id":"https://openalex.org/keywords/requirements-engineering","display_name":"Requirements engineering","score":0.4482805132865906},{"id":"https://openalex.org/keywords/software-design","display_name":"Software design","score":0.4379030764102936},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.42760375142097473},{"id":"https://openalex.org/keywords/software-requirements","display_name":"Software requirements","score":0.4207615852355957},{"id":"https://openalex.org/keywords/user-requirements-document","display_name":"User requirements document","score":0.41551434993743896},{"id":"https://openalex.org/keywords/non-functional-requirement","display_name":"Non-functional requirement","score":0.4113808274269104},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.33272844552993774},{"id":"https://openalex.org/keywords/software-system","display_name":"Software system","score":0.25980252027511597},{"id":"https://openalex.org/keywords/software-development","display_name":"Software development","score":0.225603848695755},{"id":"https://openalex.org/keywords/software-construction","display_name":"Software construction","score":0.16085073351860046},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.15753713250160217}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8038917779922485},{"id":"https://openalex.org/C55439883","wikidata":"https://www.wikidata.org/wiki/Q360812","display_name":"Correctness","level":2,"score":0.7490841150283813},{"id":"https://openalex.org/C201638289","wikidata":"https://www.wikidata.org/wiki/Q457396","display_name":"Ambient intelligence","level":2,"score":0.60259610414505},{"id":"https://openalex.org/C59488412","wikidata":"https://www.wikidata.org/wiki/Q187147","display_name":"Requirements analysis","level":3,"score":0.5191437602043152},{"id":"https://openalex.org/C102780508","wikidata":"https://www.wikidata.org/wiki/Q1761598","display_name":"Software requirements specification","level":5,"score":0.4888969957828522},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.4814526438713074},{"id":"https://openalex.org/C62235348","wikidata":"https://www.wikidata.org/wiki/Q3264234","display_name":"Functional requirement","level":2,"score":0.4512171745300293},{"id":"https://openalex.org/C6604083","wikidata":"https://www.wikidata.org/wiki/Q376937","display_name":"Requirements engineering","level":3,"score":0.4482805132865906},{"id":"https://openalex.org/C52913732","wikidata":"https://www.wikidata.org/wiki/Q857102","display_name":"Software design","level":4,"score":0.4379030764102936},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.42760375142097473},{"id":"https://openalex.org/C54534927","wikidata":"https://www.wikidata.org/wiki/Q4462275","display_name":"Software requirements","level":5,"score":0.4207615852355957},{"id":"https://openalex.org/C143267671","wikidata":"https://www.wikidata.org/wiki/Q7901856","display_name":"User requirements document","level":2,"score":0.41551434993743896},{"id":"https://openalex.org/C199747065","wikidata":"https://www.wikidata.org/wiki/Q3254666","display_name":"Non-functional requirement","level":5,"score":0.4113808274269104},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.33272844552993774},{"id":"https://openalex.org/C149091818","wikidata":"https://www.wikidata.org/wiki/Q2429814","display_name":"Software system","level":3,"score":0.25980252027511597},{"id":"https://openalex.org/C529173508","wikidata":"https://www.wikidata.org/wiki/Q638608","display_name":"Software development","level":3,"score":0.225603848695755},{"id":"https://openalex.org/C186846655","wikidata":"https://www.wikidata.org/wiki/Q3398377","display_name":"Software construction","level":4,"score":0.16085073351860046},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.15753713250160217}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.3390/proceedings2019031026","is_oa":true,"landing_page_url":"https://doi.org/10.3390/proceedings2019031026","pdf_url":"https://www.mdpi.com/2504-3900/31/1/26/pdf?version=1606869861","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"13th International Conference on Ubiquitous Computing and Ambient \u202aIntelligence UCAmI 2019\u202c","raw_type":"proceedings-article"},{"id":"pmh:oai:doaj.org/article:b069c18b72b94cacaf2449eacca231b1","is_oa":true,"landing_page_url":"https://doaj.org/article/b069c18b72b94cacaf2449eacca231b1","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Proceedings, Vol 31, Iss 1, p 26 (2019)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/2504-3900/31/1/26/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/proceedings2019031026","pdf_url":null,"source":{"id":"https://openalex.org/S4306400947","display_name":"MDPI (MDPI AG)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210097602","host_organization_name":"Multidisciplinary Digital Publishing Institute (Switzerland)","host_organization_lineage":["https://openalex.org/I4210097602"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Proceedings; Volume 31; Issue 1; Pages: 26","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/proceedings2019031026","is_oa":true,"landing_page_url":"https://doi.org/10.3390/proceedings2019031026","pdf_url":"https://www.mdpi.com/2504-3900/31/1/26/pdf?version=1606869861","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"13th International Conference on Ubiquitous Computing and Ambient \u202aIntelligence UCAmI 2019\u202c","raw_type":"proceedings-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","score":0.7099999785423279,"display_name":"Quality Education"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320321739","display_name":"Consejo Nacional de Ciencia y Tecnolog\u00eda","ror":"https://ror.org/059ex5q34"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2991131628.pdf","grobid_xml":"https://content.openalex.org/works/W2991131628.grobid-xml"},"referenced_works_count":21,"referenced_works":["https://openalex.org/W168970045","https://openalex.org/W1985393656","https://openalex.org/W1996942142","https://openalex.org/W2024238769","https://openalex.org/W2075006521","https://openalex.org/W2083514219","https://openalex.org/W2122399740","https://openalex.org/W2122819441","https://openalex.org/W2134606933","https://openalex.org/W2516157674","https://openalex.org/W2594264723","https://openalex.org/W2611585503","https://openalex.org/W2731743750","https://openalex.org/W2799028668","https://openalex.org/W2809707354","https://openalex.org/W2917194774","https://openalex.org/W2917493727","https://openalex.org/W3090556797","https://openalex.org/W4250023757","https://openalex.org/W6678088939","https://openalex.org/W6679795452"],"related_works":["https://openalex.org/W2080089689","https://openalex.org/W2625475396","https://openalex.org/W1002355121","https://openalex.org/W3186880412","https://openalex.org/W2012957645","https://openalex.org/W4386257517","https://openalex.org/W64923018","https://openalex.org/W2009603807","https://openalex.org/W2912613209","https://openalex.org/W2608001814"],"abstract_inverted_index":{"Ambient":[0],"intelligence":[1,67,113],"is":[2,70,100],"one":[3],"of":[4,9,22,34,49,138,154,168],"the":[5,18,50,135,165],"most":[6],"exciting":[7],"fields":[8],"application":[10,107],"for":[11],"pervasive,":[12],"wireless,":[13],"and":[14,20,56,79,96,125],"embedded":[15],"computing.":[16],"However,":[17],"design":[19,97,127,140,155],"implementation":[21],"real-world":[23],"systems":[24],"must":[25],"be":[26],"conducted":[27],"utilizing":[28],"software":[29,81],"engineering":[30],"approaches.":[31],"Some":[32],"types":[33],"environments":[35],"(hospitals,":[36],"older":[37],"adults":[38],"homes,":[39],"emergency":[40],"scenarios,":[41],"etc.)":[42],"are":[43],"particularly":[44],"critical,":[45],"especially":[46],"in":[47,108],"terms":[48],"issues":[51],"concerning":[52],"expressing":[53],"requirements,":[54],"verifying":[55],"validating":[57],"them,":[58],"or":[59],"ensuring":[60],"functional":[61],"correctness.":[62],"To":[63,83],"provide":[64],"adequate":[65],"ambient":[66],"solutions,":[68],"it":[69,158],"necessary":[71],"to":[72,118,134,151],"place":[73],"special":[74],"emphasis":[75],"on":[76],"obtaining,":[77],"specifying,":[78],"documenting":[80],"requirements.":[82],"address":[84],"this":[85,147],"issue,":[86],"our":[87],"paper":[88],"presents":[89],"a":[90,103],"model":[91],"that":[92,146],"integrates":[93],"both":[94],"requirements":[95,124,169],"patterns.":[98,141],"This":[99,115],"done":[101],"through":[102],"natural":[104],"language":[105],"processing":[106],"conjunction":[109],"with":[110],"other":[111],"artificial":[112],"algorithms.":[114],"work":[116],"aims":[117],"support":[119,126],"designers":[120],"when":[121],"analyzing":[122],"text":[123],"decisions.":[128],"Our":[129],"results":[130,143],"were":[131],"evaluated":[132],"according":[133],"cross-validated":[136],"accuracy":[137],"predicting":[139],"The":[142],"obtained":[144],"indicate":[145],"approach":[148],"could":[149],"lead":[150],"good":[152],"recommendations":[153],"patterns,":[156],"as":[157],"demonstrated":[159],"an":[160],"acceptable":[161],"classification":[162],"performance":[163],"over":[164],"balanced":[166],"dataset":[167],"instances.":[170]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-05-06T08:25:59.206177","created_date":"2025-10-10T00:00:00"}