{"id":"https://openalex.org/W3027806095","doi":"https://doi.org/10.5220/0009411205480555","title":"Predicting the Tear Strength of Woven Fabrics Via Automated Machine Learning: An Application of the CRISP-DM Methodology","display_name":"Predicting the Tear Strength of Woven Fabrics Via Automated Machine Learning: An Application of the CRISP-DM Methodology","publication_year":2020,"publication_date":"2020-01-01","ids":{"openalex":"https://openalex.org/W3027806095","doi":"https://doi.org/10.5220/0009411205480555","mag":"3027806095"},"language":"en","primary_location":{"id":"doi:10.5220/0009411205480555","is_oa":true,"landing_page_url":"https://doi.org/10.5220/0009411205480555","pdf_url":null,"source":null,"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 22nd International Conference on Enterprise Information Systems","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.5220/0009411205480555","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5058453570","display_name":"Rui Ribeiro","orcid":"https://orcid.org/0000-0001-8078-4148"},"institutions":[{"id":"https://openalex.org/I99682543","display_name":"University of Minho","ror":"https://ror.org/037wpkx04","country_code":"PT","type":"education","lineage":["https://openalex.org/I99682543"]}],"countries":["PT"],"is_corresponding":true,"raw_author_name":"Rui Ribeiro","raw_affiliation_strings":["EPMQ - IT Engineering Maturity and Quality Lab, CCG ZGDV Institute, Guimar\u00e3es, Portugal, ALGORITMI Centre, Dep. Information Systems, University of Minho, Guimar\u00e3es, Portugal, --- Select a Country ---"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"EPMQ - IT Engineering Maturity and Quality Lab, CCG ZGDV Institute, Guimar\u00e3es, Portugal, ALGORITMI Centre, Dep. Information Systems, University of Minho, Guimar\u00e3es, Portugal, --- Select a Country ---","institution_ids":["https://openalex.org/I99682543"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014796819","display_name":"Andr\u00e9 Pilastri","orcid":"https://orcid.org/0000-0002-4380-3220"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Andr\u00e9 Pilastri","raw_affiliation_strings":["EPMQ - IT Engineering Maturity and Quality Lab, CCG ZGDV Institute, Guimar\u00e3es, Portugal, --- Select a Country ---"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"EPMQ - IT Engineering Maturity and Quality Lab, CCG ZGDV Institute, Guimar\u00e3es, Portugal, --- Select a Country ---","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5104198037","display_name":"Carla Victoria Rodrigues de Moura","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Carla Moura","raw_affiliation_strings":["Riopele, Pousada de Saramagos, Portugal, --- Select a Country ---"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Riopele, Pousada de Saramagos, Portugal, --- Select a Country ---","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078981714","display_name":"Filipe Rodrigues","orcid":"https://orcid.org/0000-0001-6979-6498"},"institutions":[{"id":"https://openalex.org/I4210099170","display_name":"Centro Tecnol\u00f3gico das Ind\u00fastrias T\u00eaxtil e do Vestu\u00e1rio de Portugal","ror":"https://ror.org/011zg5725","country_code":"PT","type":"nonprofit","lineage":["https://openalex.org/I4210099170"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"Filipe Rodrigues","raw_affiliation_strings":["CITEVE - Centro Tecnol\u00f3gico das Ind\u00fastrias T\u00eaxtil e do Vestu\u00e1rio de Portugal, Famalic\u00e3o, Portugal, --- Select a Country ---"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"CITEVE - Centro Tecnol\u00f3gico das Ind\u00fastrias T\u00eaxtil e do Vestu\u00e1rio de Portugal, Famalic\u00e3o, Portugal, --- Select a Country ---","institution_ids":["https://openalex.org/I4210099170"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103248179","display_name":"Rita Rocha","orcid":"https://orcid.org/0000-0001-5463-2650"},"institutions":[{"id":"https://openalex.org/I4210099170","display_name":"Centro Tecnol\u00f3gico das Ind\u00fastrias T\u00eaxtil e do Vestu\u00e1rio de Portugal","ror":"https://ror.org/011zg5725","country_code":"PT","type":"nonprofit","lineage":["https://openalex.org/I4210099170"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"Rita Rocha","raw_affiliation_strings":["CITEVE - Centro Tecnol\u00f3gico das Ind\u00fastrias T\u00eaxtil e do Vestu\u00e1rio de Portugal, Famalic\u00e3o, Portugal, --- Select a Country ---"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"CITEVE - Centro Tecnol\u00f3gico das Ind\u00fastrias T\u00eaxtil e do Vestu\u00e1rio de Portugal, Famalic\u00e3o, Portugal, --- Select a Country ---","institution_ids":["https://openalex.org/I4210099170"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5077829125","display_name":"Paulo Cortez","orcid":"https://orcid.org/0000-0002-7991-2090"},"institutions":[{"id":"https://openalex.org/I99682543","display_name":"University of Minho","ror":"https://ror.org/037wpkx04","country_code":"PT","type":"education","lineage":["https://openalex.org/I99682543"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"Paulo Cortez","raw_affiliation_strings":["ALGORITMI Centre, Dep. Information Systems, University of Minho, Guimar\u00e3es, Portugal, --- Select a Country ---"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"ALGORITMI Centre, Dep. Information Systems, University of Minho, Guimar\u00e3es, Portugal, --- Select a Country ---","institution_ids":["https://openalex.org/I99682543"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5058453570"],"corresponding_institution_ids":["https://openalex.org/I99682543"],"apc_list":null,"apc_paid":null,"fwci":1.1912,"has_fulltext":false,"cited_by_count":23,"citation_normalized_percentile":{"value":0.74437552,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"548","last_page":"555"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11595","display_name":"Textile materials and evaluations","score":0.9947999715805054,"subfield":{"id":"https://openalex.org/subfields/2507","display_name":"Polymers and Plastics"},"field":{"id":"https://openalex.org/fields/25","display_name":"Materials Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11595","display_name":"Textile materials and evaluations","score":0.9947999715805054,"subfield":{"id":"https://openalex.org/subfields/2507","display_name":"Polymers and Plastics"},"field":{"id":"https://openalex.org/fields/25","display_name":"Materials Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12111","display_name":"Industrial Vision Systems and Defect Detection","score":0.9926000237464905,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10333","display_name":"Meat and Animal Product Quality","score":0.920799970626831,"subfield":{"id":"https://openalex.org/subfields/1103","display_name":"Animal Science and Zoology"},"field":{"id":"https://openalex.org/fields/11","display_name":"Agricultural and Biological Sciences"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/textile","display_name":"Textile","score":0.6833524107933044},{"id":"https://openalex.org/keywords/clothing","display_name":"Clothing","score":0.6346859335899353},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.5786095261573792},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5621528029441833},{"id":"https://openalex.org/keywords/textile-industry","display_name":"Textile industry","score":0.5462583303451538},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5381646156311035},{"id":"https://openalex.org/keywords/outlier","display_name":"Outlier","score":0.5176090002059937},{"id":"https://openalex.org/keywords/preprocessor","display_name":"Preprocessor","score":0.5020759105682373},{"id":"https://openalex.org/keywords/clothing-industry","display_name":"Clothing industry","score":0.45110878348350525},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.44559717178344727},{"id":"https://openalex.org/keywords/data-pre-processing","display_name":"Data pre-processing","score":0.4323950409889221},{"id":"https://openalex.org/keywords/industrial-engineering","display_name":"Industrial engineering","score":0.4009536802768707},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3791053891181946},{"id":"https://openalex.org/keywords/manufacturing-engineering","display_name":"Manufacturing engineering","score":0.3527437448501587},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.29223620891571045}],"concepts":[{"id":"https://openalex.org/C164767435","wikidata":"https://www.wikidata.org/wiki/Q28823","display_name":"Textile","level":2,"score":0.6833524107933044},{"id":"https://openalex.org/C530175646","wikidata":"https://www.wikidata.org/wiki/Q11460","display_name":"Clothing","level":2,"score":0.6346859335899353},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.5786095261573792},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5621528029441833},{"id":"https://openalex.org/C518936366","wikidata":"https://www.wikidata.org/wiki/Q607081","display_name":"Textile industry","level":2,"score":0.5462583303451538},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5381646156311035},{"id":"https://openalex.org/C79337645","wikidata":"https://www.wikidata.org/wiki/Q779824","display_name":"Outlier","level":2,"score":0.5176090002059937},{"id":"https://openalex.org/C34736171","wikidata":"https://www.wikidata.org/wiki/Q918333","display_name":"Preprocessor","level":2,"score":0.5020759105682373},{"id":"https://openalex.org/C2983843516","wikidata":"https://www.wikidata.org/wiki/Q11828862","display_name":"Clothing industry","level":3,"score":0.45110878348350525},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.44559717178344727},{"id":"https://openalex.org/C10551718","wikidata":"https://www.wikidata.org/wiki/Q5227332","display_name":"Data pre-processing","level":2,"score":0.4323950409889221},{"id":"https://openalex.org/C13736549","wikidata":"https://www.wikidata.org/wiki/Q4489420","display_name":"Industrial engineering","level":1,"score":0.4009536802768707},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3791053891181946},{"id":"https://openalex.org/C117671659","wikidata":"https://www.wikidata.org/wiki/Q11049265","display_name":"Manufacturing engineering","level":1,"score":0.3527437448501587},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.29223620891571045},{"id":"https://openalex.org/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","level":1,"score":0.0},{"id":"https://openalex.org/C95457728","wikidata":"https://www.wikidata.org/wiki/Q309","display_name":"History","level":0,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.5220/0009411205480555","is_oa":true,"landing_page_url":"https://doi.org/10.5220/0009411205480555","pdf_url":null,"source":null,"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 22nd International Conference on Enterprise Information Systems","raw_type":"proceedings-article"},{"id":"pmh:oai:repositorium.sdum.uminho.pt:1822/68602","is_oa":true,"landing_page_url":"http://hdl.handle.net/1822/68602","pdf_url":null,"source":{"id":"https://openalex.org/S4306400354","display_name":"Reposit\u00f3riUM (Universidade do Minho)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I99682543","host_organization_name":"University of Minho","host_organization_lineage":["https://openalex.org/I99682543"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":null},{"id":"pmh:oai:repositorium.uminho.pt:1822/68602","is_oa":true,"landing_page_url":"https://hdl.handle.net/1822/68602","pdf_url":null,"source":{"id":"https://openalex.org/S4306402433","display_name":"Portuguese National Funding Agency for Science, Research and Technology (RCAAP Project by FCT)","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":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"conference paper"}],"best_oa_location":{"id":"doi:10.5220/0009411205480555","is_oa":true,"landing_page_url":"https://doi.org/10.5220/0009411205480555","pdf_url":null,"source":null,"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 22nd International Conference on Enterprise Information Systems","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":18,"referenced_works":["https://openalex.org/W319539420","https://openalex.org/W1504088411","https://openalex.org/W1550999715","https://openalex.org/W1570448133","https://openalex.org/W1578517626","https://openalex.org/W2041336213","https://openalex.org/W2133148068","https://openalex.org/W2153095534","https://openalex.org/W2161336914","https://openalex.org/W2182361439","https://openalex.org/W2546479897","https://openalex.org/W2549132076","https://openalex.org/W2589641030","https://openalex.org/W2764031900","https://openalex.org/W2898847074","https://openalex.org/W2900850852","https://openalex.org/W2929271699","https://openalex.org/W2955219525"],"related_works":["https://openalex.org/W2989490741","https://openalex.org/W3092506759","https://openalex.org/W2367545121","https://openalex.org/W4248881655","https://openalex.org/W2482165163","https://openalex.org/W3010890513","https://openalex.org/W120741642","https://openalex.org/W138569904","https://openalex.org/W2390914021","https://openalex.org/W2389417819"],"abstract_inverted_index":{"Textile":[0],"and":[1,95,104,148],"clothing":[2],"is":[3,8,57],"an":[4,109],"important":[5,86],"industry":[6],"that":[7,71],"currently":[9],"being":[10],"transformed":[11],"by":[12],"the":[13,16,25,36,50,60,66,90,115,119,124],"adoption":[14],"of":[15,52,68,118,123,136],"Industry":[17],"4.0":[18],"concept.":[19],"In":[20,81],"this":[21],"paper,":[22],"we":[23,83,107],"use":[24],"CRoss-Industry":[26],"Standard":[27],"Process":[28],"for":[29],"Data":[30],"Mining":[31],"(CRISP-DM)":[32],"methodology":[33,126],"to":[34,59,74],"model":[35],"textile":[37,47,55,87],"testing":[38],"process.":[39],"Real-world":[40],"data":[41,105,131],"were":[42,127,142],"collected":[43],"from":[44],"a":[45,53],"Portuguese":[46],"company.":[48],"Predicting":[49],"outcome":[51],"given":[54],"test":[56],"beneficial":[58],"company":[61],"because":[62],"it":[63],"can":[64],"reduce":[65],"number":[67],"physical":[69],"samples":[70],"are":[72],"needed":[73],"be":[75],"produced":[76],"when":[77],"designing":[78],"new":[79],"fabrics.":[80],"particular,":[82],"target":[84],"two":[85],"regression":[88],"tasks:":[89],"tear":[91],"strength":[92],"in":[93],"warp":[94],"weft":[96],"directions.":[97],"To":[98],"better":[99],"focus":[100],"on":[101],"feature":[102],"engineering":[103],"transformations,":[106],"adopt":[108],"Automated":[110],"Machine":[111],"Learning":[112],"(AutoML)":[113],"during":[114],"modeling":[116],"stage":[117],"CRISP-DM.":[120],"Several":[121],"iterations":[122],"CRISP-DM":[125,152],"employed,":[128],"using":[129],"different":[130],"preprocessing":[132],"procedures":[133],"(e.g.,":[134],"removal":[135],"outliers).":[137],"The":[138],"best":[139],"predictive":[140],"models":[141],"achieved":[143],"after":[144],"2":[145],"(for":[146,150],"warp)":[147],"3":[149],"weft)":[151],"iterations.":[153]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":5},{"year":2023,"cited_by_count":6},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":2},{"year":2020,"cited_by_count":2}],"updated_date":"2026-05-20T08:49:12.498775","created_date":"2025-10-10T00:00:00"}
