{"id":"https://openalex.org/W1600064491","doi":"https://doi.org/10.1109/icstw.2015.7107442","title":"Using decision trees to aid algorithm selection in combinatorial interaction tests generation","display_name":"Using decision trees to aid algorithm selection in combinatorial interaction tests generation","publication_year":2015,"publication_date":"2015-04-01","ids":{"openalex":"https://openalex.org/W1600064491","doi":"https://doi.org/10.1109/icstw.2015.7107442","mag":"1600064491"},"language":"en","primary_location":{"id":"doi:10.1109/icstw.2015.7107442","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icstw.2015.7107442","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2015 IEEE Eighth International Conference on Software Testing, Verification and Validation Workshops (ICSTW)","raw_type":"proceedings-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/A5089822604","display_name":"Angelo Gargantini","orcid":"https://orcid.org/0000-0002-4035-0131"},"institutions":[{"id":"https://openalex.org/I11039511","display_name":"University of Bergamo","ror":"https://ror.org/02mbd5571","country_code":"IT","type":"education","lineage":["https://openalex.org/I11039511"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Angelo Gargantini","raw_affiliation_strings":["Dip. di Ingegneria, University of Bergamo, Italy","Dip. di Ingegneria, University of Bergamo-Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dip. di Ingegneria, University of Bergamo, Italy","institution_ids":["https://openalex.org/I11039511"]},{"raw_affiliation_string":"Dip. di Ingegneria, University of Bergamo-Italy","institution_ids":["https://openalex.org/I11039511"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5045857240","display_name":"P. Vavassori","orcid":"https://orcid.org/0000-0002-4735-6640"},"institutions":[{"id":"https://openalex.org/I11039511","display_name":"University of Bergamo","ror":"https://ror.org/02mbd5571","country_code":"IT","type":"education","lineage":["https://openalex.org/I11039511"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Paolo Vavassori","raw_affiliation_strings":["Dip. di Ingegneria, University of Bergamo, Italy","Dip. di Ingegneria, University of Bergamo-Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dip. di Ingegneria, University of Bergamo, Italy","institution_ids":["https://openalex.org/I11039511"]},{"raw_affiliation_string":"Dip. di Ingegneria, University of Bergamo-Italy","institution_ids":["https://openalex.org/I11039511"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I11039511"],"apc_list":null,"apc_paid":null,"fwci":1.0705,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":{"value":0.78246806,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":96},"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10743","display_name":"Software Testing and Debugging Techniques","score":0.9994999766349792,"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"}},"topics":[{"id":"https://openalex.org/T10743","display_name":"Software Testing and Debugging Techniques","score":0.9994999766349792,"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"}},{"id":"https://openalex.org/T10538","display_name":"Data Mining Algorithms and Applications","score":0.9976999759674072,"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/T12127","display_name":"Software System Performance and Reliability","score":0.9909999966621399,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6538017988204956},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.6292917132377625},{"id":"https://openalex.org/keywords/decision-tree","display_name":"Decision tree","score":0.5876103639602661},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.40518003702163696},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.38345709443092346},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.37629225850105286},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.3203338086605072}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6538017988204956},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.6292917132377625},{"id":"https://openalex.org/C84525736","wikidata":"https://www.wikidata.org/wiki/Q831366","display_name":"Decision tree","level":2,"score":0.5876103639602661},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.40518003702163696},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.38345709443092346},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.37629225850105286},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.3203338086605072}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/icstw.2015.7107442","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icstw.2015.7107442","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2015 IEEE Eighth International Conference on Software Testing, Verification and Validation Workshops (ICSTW)","raw_type":"proceedings-article"},{"id":"pmh:oai:CiteSeerX.psu:10.1.1.702.4960","is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.702.4960","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://cs.unibg.it/gargantini/research/papers/IWCT15DecisionTree.pdf","raw_type":"text"},{"id":"pmh:oai:aisberg.unibg.it:10446/54543","is_oa":false,"landing_page_url":"http://hdl.handle.net/10446/54543","pdf_url":null,"source":{"id":"https://openalex.org/S4377196347","display_name":"Aisberg (University of Bergamo)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I11039511","host_organization_name":"University of Bergamo","host_organization_lineage":["https://openalex.org/I11039511"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/conferenceObject"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.6899999976158142,"id":"https://metadata.un.org/sdg/16","display_name":"Peace, Justice and strong institutions"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":19,"referenced_works":["https://openalex.org/W81292911","https://openalex.org/W1492936035","https://openalex.org/W1495061682","https://openalex.org/W1495775210","https://openalex.org/W1529572411","https://openalex.org/W1971233427","https://openalex.org/W1979922504","https://openalex.org/W1983212576","https://openalex.org/W2046482086","https://openalex.org/W2064902266","https://openalex.org/W2075699551","https://openalex.org/W2104911816","https://openalex.org/W2147148915","https://openalex.org/W2171570823","https://openalex.org/W2287361512","https://openalex.org/W2499178474","https://openalex.org/W4247184692","https://openalex.org/W4285719527","https://openalex.org/W6629236817"],"related_works":["https://openalex.org/W2051487156","https://openalex.org/W2073681303","https://openalex.org/W2544423928","https://openalex.org/W2053286651","https://openalex.org/W2181743346","https://openalex.org/W2187401768","https://openalex.org/W4384470695","https://openalex.org/W3134840015","https://openalex.org/W3036095178","https://openalex.org/W4366979180"],"abstract_inverted_index":{"It":[0],"has":[1],"been":[2,134],"widely":[3,139],"observed":[4],"that":[5,107,164],"there":[6],"is":[7,165,169],"no":[8],"a":[9,49,71,84,116,158],"single":[10,117],"best":[11,19,46,186],"CIT":[12],"generation":[13],"algorithm;":[14],"instead,":[15],"different":[16,31],"algorithms":[17],"perform":[18],"in":[20,150,199,210],"terms":[21],"of":[22,40,44,52,74,86,136,153,192],"test":[23,91,118],"suite":[24],"size":[25],"and":[26,54,89,119],"time,":[27],"also":[28],"depending":[29],"on":[30,203],"combinatorial":[32,87],"models.":[33],"Rather":[34],"than":[35],"following":[36],"the":[37,42,45,60,66,105,111,120,137,151,154,185,190],"traditional":[38],"approach":[39,80,194],"leaving":[41],"choice":[43],"generator":[47],"for":[48,55,144],"given":[50,56,72,110],"class":[51],"models":[53,88,207],"testing":[57],"requirements":[58],"to":[59,64,103,114,127,172,195],"user,":[61],"we":[62,125],"want":[63],"automate":[65],"algorithm":[67,106,197],"selection":[68,198],"process":[69],"among":[70],"set":[73],"techniques":[75],"(called":[76],"portfolio).":[77],"The":[78],"proposed":[79],"takes":[81],"as":[82],"input":[83],"distribution":[85],"their":[90],"suites":[92],"generated":[93],"using":[94,98],"several":[95],"tools,":[96],"then,":[97],"data-mining":[99],"techniques,":[100],"it":[101,180],"permits":[102],"predict":[104],"performs":[108],"better":[109],"cost":[112],"estimated":[113],"execute":[115],"model":[121],"characteristics.":[122],"As":[123],"predictors,":[124],"decide":[126],"use":[128],"decision":[129,141,159],"trees":[130],"because":[131],"they":[132],"have":[133],"one":[135,163],"most":[138],"used":[140],"support":[142],"tool":[143],"many":[145],"years.":[146],"Their":[147],"attraction":[148],"lies":[149],"simplicity":[152],"resulting":[155],"model,":[156],"where":[157],"tree":[160],"(at":[161],"least":[162],"not":[166,182],"too":[167],"large)":[168],"quite":[170],"easy":[171],"view,":[173],"understand,":[174],"and,":[175],"importantly,":[176],"explain":[177],"even":[178],"if":[179],"may":[181],"always":[183],"deliver":[184],"performances.":[187],"We":[188],"demonstrate":[189],"effectiveness":[191],"our":[193],"automated":[196],"extensive":[200],"experimental":[201],"results":[202],"data":[204],"sets":[205],"including":[206],"commonly":[208],"presented":[209],"literature.":[211]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":2},{"year":2021,"cited_by_count":2},{"year":2018,"cited_by_count":1},{"year":2016,"cited_by_count":1}],"updated_date":"2026-07-02T09:51:11.867554","created_date":"2025-10-10T00:00:00"}