{"id":"https://openalex.org/W4401329042","doi":"https://doi.org/10.1109/fuzz-ieee60900.2024.10611937","title":"Interpretability Index Based on Balanced Volumes for Transparent Models and Agnostic Explainers","display_name":"Interpretability Index Based on Balanced Volumes for Transparent Models and Agnostic Explainers","publication_year":2024,"publication_date":"2024-06-30","ids":{"openalex":"https://openalex.org/W4401329042","doi":"https://doi.org/10.1109/fuzz-ieee60900.2024.10611937"},"language":"en","primary_location":{"id":"doi:10.1109/fuzz-ieee60900.2024.10611937","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/fuzz-ieee60900.2024.10611937","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/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":true,"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/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":false,"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/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 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/A5036934193"],"corresponding_institution_ids":["https://openalex.org/I206945453"],"apc_list":null,"apc_paid":null,"fwci":0.7724,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.75554397,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":95},"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":0.998199999332428,"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":0.998199999332428,"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":0.9509999752044678,"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/T10876","display_name":"Fault Detection and Control Systems","score":0.9447000026702881,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems 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/interpretability","display_name":"Interpretability","score":0.933997392654419},{"id":"https://openalex.org/keywords/index","display_name":"Index (typography)","score":0.6310131549835205},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5587801337242126},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.22860187292099},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.10556262731552124}],"concepts":[{"id":"https://openalex.org/C2781067378","wikidata":"https://www.wikidata.org/wiki/Q17027399","display_name":"Interpretability","level":2,"score":0.933997392654419},{"id":"https://openalex.org/C2777382242","wikidata":"https://www.wikidata.org/wiki/Q6017816","display_name":"Index (typography)","level":2,"score":0.6310131549835205},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5587801337242126},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.22860187292099},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.10556262731552124}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/fuzz-ieee60900.2024.10611937","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/fuzz-ieee60900.2024.10611937","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":[{"score":0.550000011920929,"id":"https://metadata.un.org/sdg/10","display_name":"Reduced inequalities"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":40,"referenced_works":["https://openalex.org/W2013955970","https://openalex.org/W2018113971","https://openalex.org/W2040197058","https://openalex.org/W2058465495","https://openalex.org/W2082373725","https://openalex.org/W2222736624","https://openalex.org/W2261233885","https://openalex.org/W2282821441","https://openalex.org/W2614087582","https://openalex.org/W2788403449","https://openalex.org/W2898027682","https://openalex.org/W2929291387","https://openalex.org/W2945976633","https://openalex.org/W2946345288","https://openalex.org/W2962772482","https://openalex.org/W2964303497","https://openalex.org/W2967987700","https://openalex.org/W2980415170","https://openalex.org/W3004920191","https://openalex.org/W3037931816","https://openalex.org/W3109650690","https://openalex.org/W3134535353","https://openalex.org/W3135784346","https://openalex.org/W3138819813","https://openalex.org/W3174752098","https://openalex.org/W3199938161","https://openalex.org/W4214874282","https://openalex.org/W4225150645","https://openalex.org/W4293583991","https://openalex.org/W4294559022","https://openalex.org/W4309630525","https://openalex.org/W4312210066","https://openalex.org/W4312214845","https://openalex.org/W4313116552","https://openalex.org/W4320718450","https://openalex.org/W4366262984","https://openalex.org/W4377091416","https://openalex.org/W4380358757","https://openalex.org/W6751959524","https://openalex.org/W6768440885"],"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":{"We":[0,9],"discuss":[1],"interpretability":[2,13,21,140],"and":[3,18,125,172,175,220,242],"explainability":[4],"of":[5,22,51,77,87,90,102,160,170,194,218,231],"machine":[6],"learning":[7,213],"models.":[8],"introduce":[10],"a":[11,23,34,78,85,91,138,183,191,205,235],"universal":[12],"index,":[14],"JJ,":[15],"to":[16,131,215],"quantify":[17],"monitor":[19],"the":[20,52,75,88,100,108,158,229,232],"general-purpose":[24],"model,":[25,109],"which":[26],"can":[27,39,70,201],"be":[28,40,71,202],"static":[29],"or":[30,44,49,63,80,106,114,118,210],"evolve":[31],"incre-mentally":[32],"from":[33,239],"data":[35,53],"stream.":[36],"The":[37,94,150,179],"models":[38],"transparent":[41],"classifiers,":[42],"predictors":[43],"controllers":[45],"operating":[46],"on":[47,99,187],"partitions":[48,171,189],"granules":[50],"space,":[54],"e.g.,":[55],"rule-based":[56],"models,":[57,61,200],"trees,":[58],"proba-bilistic":[59],"clustering":[60],"modular":[62],"granular":[64],"neural":[65],"networks.":[66],"Additionally,":[67],"black":[68],"boxes":[69],"monitored":[72],"either":[73],"after":[74],"derivation":[76],"global":[79],"local":[81],"surrogate":[82],"model":[83,133,185],"as":[84,204],"result":[86],"application":[89],"model-agnostic":[92],"explainer.":[93],"index":[95,141,151,180,233],"does":[96,147],"not":[97,148],"de-pend":[98],"type":[101],"algorithm":[103],"that":[104,182],"creates":[105],"updates":[107],"i.e.,":[110],"supervised,":[111],"unsupervised,":[112],"semi-supervised,":[113],"reinforcement.":[115],"While":[116],"loss":[117,208],"error-related":[119],"indices,":[120],"validity":[121],"measures,":[122],"processing":[123],"time,":[124],"closed-loop":[126],"criteria":[127],"have":[128],"been":[129],"used":[130,203],"evaluate":[132],"effectiveness":[134],"across":[135],"different":[136],"fields,":[137],"general":[139],"in":[142,207,234,243],"consonance":[143],"with":[144],"explainable":[145],"AI":[146],"exist.":[149],"JJ":[152],"is":[153],"computed":[154],"straightforwardly.":[155],"It":[156,196],"reflects":[157],"principle":[159],"justifiable":[161],"granularity":[162],"by":[163],"taking":[164],"into":[165,212],"account":[166],"balanced":[167,188],"volumes,":[168,219],"number":[169],"dependent":[173],"parameters,":[174],"features":[176],"per":[177],"partition.":[178],"advocates":[181],"concise":[184],"founded":[186],"offers":[190],"higher":[192],"level":[193],"interpretability.":[195],"facilitates":[197],"comparisons":[198],"between":[199],"term":[206],"functions":[209],"embedded":[211],"procedures":[214],"motivate":[216],"equilibrium":[217],"ultimately":[221],"support":[222],"human-centered":[223],"decision":[224],"making.":[225],"Computational":[226],"experiments":[227],"show":[228],"versatility":[230],"biomedical":[236],"prediction":[237],"problem":[238],"speech":[240],"data,":[241],"image":[244],"classification.":[245]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1}],"updated_date":"2025-12-26T23:08:49.675405","created_date":"2025-10-10T00:00:00"}
