{"id":"https://openalex.org/W4401329168","doi":"https://doi.org/10.1109/fuzz-ieee60900.2024.10611982","title":"Trading-Off Interpretability and Accuracy in Medical Applications: A Study Toward Optimal Explainability of Hoeffding Trees","display_name":"Trading-Off Interpretability and Accuracy in Medical Applications: A Study Toward Optimal Explainability of Hoeffding Trees","publication_year":2024,"publication_date":"2024-06-30","ids":{"openalex":"https://openalex.org/W4401329168","doi":"https://doi.org/10.1109/fuzz-ieee60900.2024.10611982"},"language":"en","primary_location":{"id":"doi:10.1109/fuzz-ieee60900.2024.10611982","is_oa":false,"landing_page_url":"https://doi.org/10.1109/fuzz-ieee60900.2024.10611982","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE)","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/A5102326178","display_name":"Arnab Sharma","orcid":"https://orcid.org/0009-0007-8515-5253"},"institutions":[{"id":"https://openalex.org/I206945453","display_name":"Paderborn University","ror":"https://ror.org/058kzsd48","country_code":"DE","type":"education","lineage":["https://openalex.org/I206945453"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Arnab Sharma","raw_affiliation_strings":["Paderborn University,Department of Computer Science,Germany"],"affiliations":[{"raw_affiliation_string":"Paderborn University,Department of Computer Science,Germany","institution_ids":["https://openalex.org/I206945453"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036934193","display_name":"Daniel Leite","orcid":"https://orcid.org/0000-0003-3135-2933"},"institutions":[{"id":"https://openalex.org/I206945453","display_name":"Paderborn University","ror":"https://ror.org/058kzsd48","country_code":"DE","type":"education","lineage":["https://openalex.org/I206945453"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Daniel Leite","raw_affiliation_strings":["Paderborn University,Department of Computer Science,Germany"],"affiliations":[{"raw_affiliation_string":"Paderborn University,Department of Computer Science,Germany","institution_ids":["https://openalex.org/I206945453"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070510377","display_name":"Caglar Demir","orcid":"https://orcid.org/0000-0001-8970-3850"},"institutions":[{"id":"https://openalex.org/I206945453","display_name":"Paderborn University","ror":"https://ror.org/058kzsd48","country_code":"DE","type":"education","lineage":["https://openalex.org/I206945453"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Caglar Demir","raw_affiliation_strings":["Paderborn University,Department of Computer Science,Germany"],"affiliations":[{"raw_affiliation_string":"Paderborn University,Department of Computer Science,Germany","institution_ids":["https://openalex.org/I206945453"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5038745720","display_name":"Axel-Cyrille Ngonga Ngomo","orcid":"https://orcid.org/0000-0001-7112-3516"},"institutions":[{"id":"https://openalex.org/I206945453","display_name":"Paderborn University","ror":"https://ror.org/058kzsd48","country_code":"DE","type":"education","lineage":["https://openalex.org/I206945453"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Axel-Cyrille Ngonga Ngomo","raw_affiliation_strings":["Paderborn University,Department of Computer Science,Germany"],"affiliations":[{"raw_affiliation_string":"Paderborn University,Department of Computer Science,Germany","institution_ids":["https://openalex.org/I206945453"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5102326178"],"corresponding_institution_ids":["https://openalex.org/I206945453"],"apc_list":null,"apc_paid":null,"fwci":0.3862,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.65606888,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":94},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"10"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12026","display_name":"Explainable Artificial Intelligence (XAI)","score":0.9986000061035156,"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/T12026","display_name":"Explainable Artificial Intelligence (XAI)","score":0.9986000061035156,"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/T14351","display_name":"Statistical and Computational Modeling","score":0.9743000268936157,"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/T13702","display_name":"Machine Learning in Healthcare","score":0.9362000226974487,"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/interpretability","display_name":"Interpretability","score":0.9450681209564209},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5696836113929749},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.32018476724624634}],"concepts":[{"id":"https://openalex.org/C2781067378","wikidata":"https://www.wikidata.org/wiki/Q17027399","display_name":"Interpretability","level":2,"score":0.9450681209564209},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5696836113929749},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.32018476724624634}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/fuzz-ieee60900.2024.10611982","is_oa":false,"landing_page_url":"https://doi.org/10.1109/fuzz-ieee60900.2024.10611982","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320324816","display_name":"Universit\u00e4t Paderborn","ror":"https://ror.org/058kzsd48"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":57,"referenced_works":["https://openalex.org/W1480909796","https://openalex.org/W1481354511","https://openalex.org/W1622676895","https://openalex.org/W1849277567","https://openalex.org/W2013955970","https://openalex.org/W2027582332","https://openalex.org/W2068714596","https://openalex.org/W2154029067","https://openalex.org/W2516809705","https://openalex.org/W2614087582","https://openalex.org/W2715209044","https://openalex.org/W2788403449","https://openalex.org/W2809878087","https://openalex.org/W2898017895","https://openalex.org/W2929291387","https://openalex.org/W2962772482","https://openalex.org/W2962790223","https://openalex.org/W2963095307","https://openalex.org/W2963292722","https://openalex.org/W2963847595","https://openalex.org/W2964303497","https://openalex.org/W2964359568","https://openalex.org/W2977471441","https://openalex.org/W3005086430","https://openalex.org/W3094613840","https://openalex.org/W3101981467","https://openalex.org/W3102161834","https://openalex.org/W3124373176","https://openalex.org/W3134535353","https://openalex.org/W3138819813","https://openalex.org/W3165170027","https://openalex.org/W3200164508","https://openalex.org/W3200419580","https://openalex.org/W3211639647","https://openalex.org/W4206919704","https://openalex.org/W4283805020","https://openalex.org/W4283817388","https://openalex.org/W4283820034","https://openalex.org/W4286383568","https://openalex.org/W4298091860","https://openalex.org/W4312214845","https://openalex.org/W4318002263","https://openalex.org/W4320718450","https://openalex.org/W4321276865","https://openalex.org/W4366262984","https://openalex.org/W4367721852","https://openalex.org/W4383613709","https://openalex.org/W4384207848","https://openalex.org/W4385732922","https://openalex.org/W4386012715","https://openalex.org/W4387171857","https://openalex.org/W6606773718","https://openalex.org/W6685133223","https://openalex.org/W6784161558","https://openalex.org/W6801327123","https://openalex.org/W6850007945","https://openalex.org/W6854230030"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2905433371","https://openalex.org/W2888392564","https://openalex.org/W4310278675","https://openalex.org/W4388422664","https://openalex.org/W4390569940","https://openalex.org/W4361193272","https://openalex.org/W2963326959"],"abstract_inverted_index":{"With":[0],"an":[1,165,209],"increased":[2],"number":[3],"of":[4,6,26,39,59,99,123,126],"applications":[5],"machine":[7],"learning":[8,31],"models":[9,32],"to":[10,21,33,41,53,91,116,129,132,164,187,206],"support":[11],"decision-making":[12],"in":[13,67],"critical":[14],"domains,":[15],"there":[16],"is":[17],"a":[18,89,121],"pressing":[19],"need":[20],"understand":[22,92],"the":[23,37,93,133,144,150,160,178,183],"internal":[24],"behavior":[25],"these":[27,62],"models.":[28,60],"Essentially,":[29],"explaining":[30,68],"humans":[34],"has":[35,197],"expedited":[36],"development":[38],"methods":[40],"extract":[42],"information":[43],"and":[44,71,83,97,142,168,182,191],"access":[45],"models'":[46],"inner":[47],"components.":[48],"Researchers":[49],"have":[50],"proposed":[51],"approaches":[52,63],"compute":[54],"explanations":[55,119],"for":[56,120],"different":[57],"types":[58],"While":[61],"are":[64,85],"often":[65],"effective":[66],"complex":[69],"relations":[70],"rough":[72],"input-output":[73],"maps,":[74],"studies":[75],"on":[76,113,149],"model":[77,134,140],"optimality,":[78],"which":[79],"trade":[80],"off":[81],"accuracy":[82,96,141,204],"interpretability":[84,98,202],"scarce.":[86],"We":[87,107],"conducted":[88],"study":[90,196],"relationship":[94],"between":[95],"Hoeffding":[100,189],"trees,":[101,193],"developed":[102],"from":[103],"evolving":[104],"data":[105],"streams.":[106],"employed":[108],"formal":[109],"reasoning":[110],"techniques,":[111],"founded":[112],"theoretical":[114],"guarantees,":[115],"generate":[117,188],"subset-minimal":[118],"set":[122],"examples.":[124],"Rankings":[125],"features,":[127],"according":[128],"their":[130],"importance":[131],"outcomes,":[135],"were":[136],"obtained.":[137],"After":[138],"computing":[139],"interpretability,":[143],"least":[145],"important":[146],"feature":[147],"based":[148],"ranking":[151],"was":[152],"removed.":[153],"By":[154],"repeating":[155],"this":[156],"procedure,":[157],"we":[158],"leveraged":[159],"setup":[161],"that":[162,199],"leads":[163],"optimal":[166,210],"(accurate":[167],"interpretable)":[169],"tree":[170,201],"model.":[171],"Application":[172],"examples":[173],"considered":[174],"medical":[175],"datasets,":[176,186],"namely":[177],"Parkinson's":[179],"Disease":[180],"telemonitoring":[181],"EEG":[184],"eye-state":[185],"regression":[190],"classification":[192],"respectively.":[194],"The":[195],"shown":[198],"as":[200],"increases,":[203],"tends":[205],"decrease;":[207],"however,":[208],"solution":[211],"can":[212],"be":[213],"established":[214],"by":[215],"balancing":[216],"conflicting":[217],"aspects.":[218]},"counts_by_year":[{"year":2024,"cited_by_count":1}],"updated_date":"2025-12-22T23:10:17.713674","created_date":"2025-10-10T00:00:00"}
