{"id":"https://openalex.org/W3174687993","doi":"https://doi.org/10.1145/3449639.3459286","title":"Genetic adversarial training of decision trees","display_name":"Genetic adversarial training of decision trees","publication_year":2021,"publication_date":"2021-01-01","ids":{"openalex":"https://openalex.org/W3174687993","doi":"https://doi.org/10.1145/3449639.3459286","mag":"3174687993"},"language":"en","primary_location":{"id":"pmh:oai:www.research.unipd.it:11577/3400194","is_oa":true,"landing_page_url":"http://hdl.handle.net/11577/3400194","pdf_url":null,"source":{"id":"https://openalex.org/S4377196283","display_name":"Research Padua  Archive (University of Padua)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I138689650","host_organization_name":"University of Padua","host_organization_lineage":["https://openalex.org/I138689650"],"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":"info:eu-repo/semantics/conferenceObject"},"type":"article","indexed_in":[],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"http://hdl.handle.net/11577/3400194","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5000629161","display_name":"Francesco Ranzato","orcid":"https://orcid.org/0000-0003-0159-0068"},"institutions":[{"id":"https://openalex.org/I138689650","display_name":"University of Padua","ror":"https://ror.org/00240q980","country_code":"IT","type":"education","lineage":["https://openalex.org/I138689650"]}],"countries":["IT"],"is_corresponding":true,"raw_author_name":"Ranzato F.","raw_affiliation_strings":["University of Padova, Padova, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Padova, Padova, Italy","institution_ids":["https://openalex.org/I138689650"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5074783222","display_name":"Marco Zanella","orcid":"https://orcid.org/0000-0002-6164-6169"},"institutions":[{"id":"https://openalex.org/I138689650","display_name":"University of Padua","ror":"https://ror.org/00240q980","country_code":"IT","type":"education","lineage":["https://openalex.org/I138689650"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Zanella M.","raw_affiliation_strings":["University of Padova, Padova, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Padova, Padova, Italy","institution_ids":["https://openalex.org/I138689650"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5000629161"],"corresponding_institution_ids":["https://openalex.org/I138689650"],"apc_list":null,"apc_paid":null,"fwci":1.8197,"has_fulltext":false,"cited_by_count":19,"citation_normalized_percentile":{"value":0.87777832,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":99},"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/T11689","display_name":"Adversarial Robustness in Machine Learning","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T11689","display_name":"Adversarial Robustness in Machine Learning","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T12026","display_name":"Explainable Artificial Intelligence (XAI)","score":0.9846000075340271,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9656000137329102,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/robustness","display_name":"Robustness (evolution)","score":0.7972574234008789},{"id":"https://openalex.org/keywords/adversarial-system","display_name":"Adversarial system","score":0.7896534204483032},{"id":"https://openalex.org/keywords/decision-tree","display_name":"Decision tree","score":0.7831874489784241},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7144228219985962},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.6844100952148438},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6416528224945068},{"id":"https://openalex.org/keywords/genetic-algorithm","display_name":"Genetic algorithm","score":0.46976399421691895},{"id":"https://openalex.org/keywords/decision-tree-learning","display_name":"Decision tree learning","score":0.46279191970825195},{"id":"https://openalex.org/keywords/training","display_name":"Training (meteorology)","score":0.4390524625778198},{"id":"https://openalex.org/keywords/training-set","display_name":"Training set","score":0.4362061619758606},{"id":"https://openalex.org/keywords/id3-algorithm","display_name":"ID3 algorithm","score":0.4314751625061035},{"id":"https://openalex.org/keywords/incremental-decision-tree","display_name":"Incremental decision tree","score":0.32261162996292114}],"concepts":[{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.7972574234008789},{"id":"https://openalex.org/C37736160","wikidata":"https://www.wikidata.org/wiki/Q1801315","display_name":"Adversarial system","level":2,"score":0.7896534204483032},{"id":"https://openalex.org/C84525736","wikidata":"https://www.wikidata.org/wiki/Q831366","display_name":"Decision tree","level":2,"score":0.7831874489784241},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7144228219985962},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.6844100952148438},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6416528224945068},{"id":"https://openalex.org/C8880873","wikidata":"https://www.wikidata.org/wiki/Q187787","display_name":"Genetic algorithm","level":2,"score":0.46976399421691895},{"id":"https://openalex.org/C5481197","wikidata":"https://www.wikidata.org/wiki/Q16766476","display_name":"Decision tree learning","level":3,"score":0.46279191970825195},{"id":"https://openalex.org/C2777211547","wikidata":"https://www.wikidata.org/wiki/Q17141490","display_name":"Training (meteorology)","level":2,"score":0.4390524625778198},{"id":"https://openalex.org/C51632099","wikidata":"https://www.wikidata.org/wiki/Q3985153","display_name":"Training set","level":2,"score":0.4362061619758606},{"id":"https://openalex.org/C183931066","wikidata":"https://www.wikidata.org/wiki/Q1653378","display_name":"ID3 algorithm","level":5,"score":0.4314751625061035},{"id":"https://openalex.org/C10229987","wikidata":"https://www.wikidata.org/wiki/Q17083028","display_name":"Incremental decision tree","level":4,"score":0.32261162996292114},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C153294291","wikidata":"https://www.wikidata.org/wiki/Q25261","display_name":"Meteorology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"pmh:oai:www.research.unipd.it:11577/3400194","is_oa":true,"landing_page_url":"http://hdl.handle.net/11577/3400194","pdf_url":null,"source":{"id":"https://openalex.org/S4377196283","display_name":"Research Padua  Archive (University of Padua)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I138689650","host_organization_name":"University of Padua","host_organization_lineage":["https://openalex.org/I138689650"],"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":"info:eu-repo/semantics/conferenceObject"}],"best_oa_location":{"id":"pmh:oai:www.research.unipd.it:11577/3400194","is_oa":true,"landing_page_url":"http://hdl.handle.net/11577/3400194","pdf_url":null,"source":{"id":"https://openalex.org/S4377196283","display_name":"Research Padua  Archive (University of Padua)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I138689650","host_organization_name":"University of Padua","host_organization_lineage":["https://openalex.org/I138689650"],"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":"info:eu-repo/semantics/conferenceObject"},"sustainable_development_goals":[{"display_name":"Peace, Justice and strong institutions","id":"https://metadata.un.org/sdg/16","score":0.800000011920929}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":41,"referenced_works":["https://openalex.org/W84383711","https://openalex.org/W595233188","https://openalex.org/W1503605645","https://openalex.org/W1602306524","https://openalex.org/W1622626204","https://openalex.org/W2022637272","https://openalex.org/W2043100293","https://openalex.org/W2072750586","https://openalex.org/W2097097696","https://openalex.org/W2104597806","https://openalex.org/W2137226160","https://openalex.org/W2148423395","https://openalex.org/W2162036626","https://openalex.org/W2295598076","https://openalex.org/W2477400917","https://openalex.org/W2560674852","https://openalex.org/W2562392766","https://openalex.org/W2794609696","https://openalex.org/W2809895662","https://openalex.org/W2900153411","https://openalex.org/W2910705748","https://openalex.org/W2911964244","https://openalex.org/W2957296328","https://openalex.org/W2963793947","https://openalex.org/W2963857521","https://openalex.org/W2971223760","https://openalex.org/W2981347768","https://openalex.org/W2987678574","https://openalex.org/W2997425368","https://openalex.org/W2997591727","https://openalex.org/W3001553940","https://openalex.org/W3012300836","https://openalex.org/W3018911559","https://openalex.org/W3033733989","https://openalex.org/W3036568938","https://openalex.org/W3042942523","https://openalex.org/W3102476541","https://openalex.org/W3120740533","https://openalex.org/W3204438512","https://openalex.org/W4237745259","https://openalex.org/W4285506868"],"related_works":["https://openalex.org/W2811372817","https://openalex.org/W2030894524","https://openalex.org/W2120748120","https://openalex.org/W1648970942","https://openalex.org/W2188355725","https://openalex.org/W2592385415","https://openalex.org/W2348694184","https://openalex.org/W2545418239","https://openalex.org/W2802270809","https://openalex.org/W1982169401"],"abstract_inverted_index":{"We":[0,62],"put":[1],"forward":[2],"a":[3,14,22,41,56,70],"novel":[4],"learning":[5,37],"methodology":[6],"for":[7,25,46],"ensembles":[8],"of":[9,49,110,113],"decision":[10,23,50,114],"trees":[11,51,115],"based":[12,52],"on":[13,53,79,106],"genetic":[15,65],"algorithm":[16,38,68],"that":[17,92,100],"is":[18,94],"able":[19,95],"to":[20,33,96],"train":[21,97],"tree":[24,126],"maximizing":[26],"both":[27],"its":[28,31],"accuracy":[29],"and":[30,74,103,121,124],"robustness":[32,47],"adversarial":[34,66,86,111],"perturbations.":[35],"This":[36],"internally":[39],"leverages":[40],"complete":[42],"formal":[43],"verification":[44],"technique":[45],"properties":[48],"abstract":[54],"interpretation,":[55],"well-known":[57],"static":[58],"program":[59],"analysis":[60],"technique.":[61],"implemented":[63],"this":[64],"training":[67,112],"in":[69,85],"tool":[71],"called":[72],"MetaSilvae":[73,93],"we":[75],"experimentally":[76],"evaluated":[77],"it":[78],"some":[80],"standard":[81],"reference":[82],"datasets":[83],"used":[84],"training.":[87],"The":[88],"experimental":[89],"results":[90],"show":[91],"robust":[98],"models":[99],"compete":[101],"with":[102],"often":[104],"improve":[105],"the":[107],"current":[108],"state-of-the-art":[109],"while":[116],"being":[117],"much":[118],"more":[119],"compact":[120],"therefore":[122],"interpretable":[123],"efficient":[125],"models.":[127]},"counts_by_year":[{"year":2025,"cited_by_count":6},{"year":2024,"cited_by_count":5},{"year":2023,"cited_by_count":5},{"year":2021,"cited_by_count":3}],"updated_date":"2026-04-28T14:05:53.105641","created_date":"2021-07-05T00:00:00"}