{"id":"https://openalex.org/W2338816041","doi":"https://doi.org/10.3233/ica-160513","title":"Interpreting tree-based prediction models and their data in machining processes","display_name":"Interpreting tree-based prediction models and their data in machining processes","publication_year":2016,"publication_date":"2016-09-23","ids":{"openalex":"https://openalex.org/W2338816041","doi":"https://doi.org/10.3233/ica-160513","mag":"2338816041"},"language":"en","primary_location":{"id":"doi:10.3233/ica-160513","is_oa":false,"landing_page_url":"https://doi.org/10.3233/ica-160513","pdf_url":null,"source":{"id":"https://openalex.org/S107631664","display_name":"Integrated Computer-Aided Engineering","issn_l":"1069-2509","issn":["1069-2509","1875-8835"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Integrated Computer-Aided 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/A5064369563","display_name":"Andr\u00e9s Bustillo","orcid":"https://orcid.org/0000-0003-2855-7532"},"institutions":[{"id":"https://openalex.org/I46176106","display_name":"Universidad de Burgos","ror":"https://ror.org/049da5t36","country_code":"ES","type":"education","lineage":["https://openalex.org/I46176106"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Andres Bustillo","raw_affiliation_strings":["University of Burgos","Department of Civil Engineering, University of Burgos, Burgos, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Burgos","institution_ids":["https://openalex.org/I46176106"]},{"raw_affiliation_string":"Department of Civil Engineering, University of Burgos, Burgos, Spain","institution_ids":["https://openalex.org/I46176106"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029759780","display_name":"Maciej Grzenda","orcid":"https://orcid.org/0000-0002-5440-4954"},"institutions":[{"id":"https://openalex.org/I108403487","display_name":"Warsaw University of Technology","ror":"https://ror.org/00y0xnp53","country_code":"PL","type":"education","lineage":["https://openalex.org/I108403487"]}],"countries":["PL"],"is_corresponding":true,"raw_author_name":"Maciej Grzenda","raw_affiliation_strings":["Warsaw University of Technology","Faculty of Mathematics and Information Science, Warsaw University of Technology, Warszawa, Poland","E-mail:","Fax: +48 22 625 74 60"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Warsaw University of Technology","institution_ids":["https://openalex.org/I108403487"]},{"raw_affiliation_string":"Faculty of Mathematics and Information Science, Warsaw University of Technology, Warszawa, Poland","institution_ids":["https://openalex.org/I108403487"]},{"raw_affiliation_string":"E-mail:","institution_ids":[]},{"raw_affiliation_string":"Fax: +48 22 625 74 60","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5020159416","display_name":"Bohdan Macukow","orcid":"https://orcid.org/0000-0003-2974-6570"},"institutions":[{"id":"https://openalex.org/I108403487","display_name":"Warsaw University of Technology","ror":"https://ror.org/00y0xnp53","country_code":"PL","type":"education","lineage":["https://openalex.org/I108403487"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"Bohdan Macukow","raw_affiliation_strings":["Warsaw University of Technology","E-mail:","Fax: +48 22 625 74 60","Faculty of Mathematics and Information Science, Warsaw University of Technology, Warszawa, Poland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Warsaw University of Technology","institution_ids":["https://openalex.org/I108403487"]},{"raw_affiliation_string":"E-mail:","institution_ids":[]},{"raw_affiliation_string":"Fax: +48 22 625 74 60","institution_ids":[]},{"raw_affiliation_string":"Faculty of Mathematics and Information Science, Warsaw University of Technology, Warszawa, Poland","institution_ids":["https://openalex.org/I108403487"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5029759780"],"corresponding_institution_ids":["https://openalex.org/I108403487"],"apc_list":null,"apc_paid":null,"fwci":1.6039,"has_fulltext":false,"cited_by_count":18,"citation_normalized_percentile":{"value":0.82576725,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":"23","issue":"4","first_page":"349","last_page":"367"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10188","display_name":"Advanced machining processes and optimization","score":0.9833999872207642,"subfield":{"id":"https://openalex.org/subfields/2210","display_name":"Mechanical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10188","display_name":"Advanced machining processes and optimization","score":0.9833999872207642,"subfield":{"id":"https://openalex.org/subfields/2210","display_name":"Mechanical 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/T11159","display_name":"Manufacturing Process and Optimization","score":0.9613999724388123,"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/T12111","display_name":"Industrial Vision Systems and Defect Detection","score":0.9585999846458435,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6840981245040894},{"id":"https://openalex.org/keywords/visualization","display_name":"Visualization","score":0.6767805218696594},{"id":"https://openalex.org/keywords/machining","display_name":"Machining","score":0.6030799150466919},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.5954709649085999},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.5771467685699463},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5098975896835327},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.49038124084472656},{"id":"https://openalex.org/keywords/credibility","display_name":"Credibility","score":0.4658658504486084},{"id":"https://openalex.org/keywords/inference","display_name":"Inference","score":0.43019527196884155},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.42010441422462463},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.17918959259986877}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6840981245040894},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.6767805218696594},{"id":"https://openalex.org/C523214423","wikidata":"https://www.wikidata.org/wiki/Q192047","display_name":"Machining","level":2,"score":0.6030799150466919},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.5954709649085999},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.5771467685699463},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5098975896835327},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.49038124084472656},{"id":"https://openalex.org/C2780224610","wikidata":"https://www.wikidata.org/wiki/Q1530061","display_name":"Credibility","level":2,"score":0.4658658504486084},{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.43019527196884155},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.42010441422462463},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.17918959259986877},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.3233/ica-160513","is_oa":false,"landing_page_url":"https://doi.org/10.3233/ica-160513","pdf_url":null,"source":{"id":"https://openalex.org/S107631664","display_name":"Integrated Computer-Aided Engineering","issn_l":"1069-2509","issn":["1069-2509","1875-8835"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Integrated Computer-Aided Engineering","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure","score":0.44999998807907104}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":71,"referenced_works":["https://openalex.org/W2971507","https://openalex.org/W1505943987","https://openalex.org/W1526441817","https://openalex.org/W1571593100","https://openalex.org/W1585565515","https://openalex.org/W1589899107","https://openalex.org/W1594031697","https://openalex.org/W1636374184","https://openalex.org/W1643203446","https://openalex.org/W1705571462","https://openalex.org/W1824158590","https://openalex.org/W1963864252","https://openalex.org/W1970197622","https://openalex.org/W1970715810","https://openalex.org/W1971424746","https://openalex.org/W1977191041","https://openalex.org/W1982542997","https://openalex.org/W1983192485","https://openalex.org/W1996118950","https://openalex.org/W1999276292","https://openalex.org/W2002803086","https://openalex.org/W2002809112","https://openalex.org/W2002983392","https://openalex.org/W2003874761","https://openalex.org/W2004554503","https://openalex.org/W2008081575","https://openalex.org/W2012625307","https://openalex.org/W2016831238","https://openalex.org/W2021224446","https://openalex.org/W2024714169","https://openalex.org/W2025867049","https://openalex.org/W2026869578","https://openalex.org/W2030462641","https://openalex.org/W2033049580","https://openalex.org/W2035034399","https://openalex.org/W2037704238","https://openalex.org/W2037809152","https://openalex.org/W2040584032","https://openalex.org/W2052939368","https://openalex.org/W2055680506","https://openalex.org/W2061746601","https://openalex.org/W2066735789","https://openalex.org/W2068299698","https://openalex.org/W2071909685","https://openalex.org/W2072946433","https://openalex.org/W2074154425","https://openalex.org/W2077246985","https://openalex.org/W2078423146","https://openalex.org/W2088829997","https://openalex.org/W2090024980","https://openalex.org/W2091869966","https://openalex.org/W2091883330","https://openalex.org/W2094761193","https://openalex.org/W2100588753","https://openalex.org/W2109734115","https://openalex.org/W2121753122","https://openalex.org/W2122923860","https://openalex.org/W2123998733","https://openalex.org/W2134023402","https://openalex.org/W2153475291","https://openalex.org/W2160796519","https://openalex.org/W2161524785","https://openalex.org/W2314731977","https://openalex.org/W2498102725","https://openalex.org/W3009948084","https://openalex.org/W3021359550","https://openalex.org/W3100871498","https://openalex.org/W4205930639","https://openalex.org/W4233658473","https://openalex.org/W4234556776","https://openalex.org/W6672888710"],"related_works":["https://openalex.org/W2388687352","https://openalex.org/W2370187191","https://openalex.org/W1990162851","https://openalex.org/W2369854048","https://openalex.org/W2374291020","https://openalex.org/W2355907197","https://openalex.org/W3171042291","https://openalex.org/W2390961115","https://openalex.org/W2388138913","https://openalex.org/W2385288613"],"abstract_inverted_index":{"Machine-learning":[0],"techniques":[1,104,115],"frequently":[2],"predict":[3],"the":[4,37,99,106,158,169,178,192],"results":[5,141],"of":[6,20,39,48,102,108,172,177,183,194],"machining":[7],"processes,":[8],"based":[9],"on":[10,164],"pre-determined":[11],"cutting":[12,91],"tool":[13],"settings.":[14],"By":[15],"doing":[16],"so,":[17],"key":[18],"parameters":[19],"a":[21,31,80,144],"machined":[22],"product":[23],"can":[24],"be":[25,59,148],"predicted":[26],"before":[27],"production":[28],"begins.":[29],"Nevertheless,":[30],"prediction":[32,49],"model":[33,153,173],"cannot":[34],"capture":[35],"all":[36],"features":[38],"interest":[40],"under":[41,89],"real-life":[42],"industrial":[43,109,165],"conditions.":[44,94],"Moreover,":[45,175],"careful":[46],"assessment":[47],"credibility":[50,193],"is":[51,72,84,98],"necessary":[52],"for":[53,186],"accurate":[54],"calibration;":[55],"aspects":[56],"that":[57,86,143],"should":[58],"addressed":[60],"through":[61],"appropriate":[62],"modeling":[63,112,187],"and":[64,92,113,155,168],"visualization":[65,103,114],"techniques.":[66],"A":[67,127],"machine":[68],"process":[69,145,166],"test":[70],"problem":[71],"proposed":[73],"to":[74,119,150,156,160],"analyze":[75],"data-visualization":[76],"techniques,":[77],"in":[78,181],"which":[79,161],"real":[81],"data":[82,179],"set":[83,180],"analyzed":[85],"describes":[87],"deep-drilling":[88],"different":[90],"cooling":[93],"The":[95,140],"main":[96],"objective":[97],"efficient":[100],"fusion":[101],"with":[105,123,134],"knowledge":[107],"engineers.":[110],"Common":[111],"were":[116],"first":[117],"surveyed,":[118],"contrast":[120],"standard":[121],"practice":[122],"our":[124],"novel":[125],"approach.":[126],"hybrid":[128],"technique":[129],"combining":[130],"conditional":[131],"inference":[132],"trees":[133],"dimensionality":[135],"reduction":[136],"was":[137],"then":[138],"examined.":[139],"show":[142],"engineer":[146],"will":[147,189],"able":[149],"estimate":[151],"overall":[152],"accuracy":[154,162],"verify":[157],"extent":[159],"depends":[163],"settings":[167],"statistical":[170],"significance":[171],"predictions.":[174],"evaluation":[176],"terms":[182],"its":[184],"sufficiency":[185],"purposes":[188],"help":[190],"assess":[191],"these":[195],"decisions.":[196]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":8},{"year":2019,"cited_by_count":2},{"year":2018,"cited_by_count":3},{"year":2017,"cited_by_count":1}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}