{"id":"https://openalex.org/W4405491485","doi":"https://doi.org/10.1109/iccp63557.2024.10793040","title":"Self-Healing Model from Uncertain Data","display_name":"Self-Healing Model from Uncertain Data","publication_year":2024,"publication_date":"2024-10-17","ids":{"openalex":"https://openalex.org/W4405491485","doi":"https://doi.org/10.1109/iccp63557.2024.10793040"},"language":"en","primary_location":{"id":"doi:10.1109/iccp63557.2024.10793040","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iccp63557.2024.10793040","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE 20th International Conference on Intelligent Computer Communication and Processing (ICCP)","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/A5115513984","display_name":"Adrian-Valentin Ciu","orcid":null},"institutions":[{"id":"https://openalex.org/I158333966","display_name":"Technical University of Cluj-Napoca","ror":"https://ror.org/03r8nwp71","country_code":"RO","type":"education","lineage":["https://openalex.org/I158333966"]}],"countries":["RO"],"is_corresponding":true,"raw_author_name":"Adrian-Valentin Ciu","raw_affiliation_strings":["Technical University of Cluj-Napoca),Department of Computer Science,Cluj-Napoca,Romania"],"affiliations":[{"raw_affiliation_string":"Technical University of Cluj-Napoca),Department of Computer Science,Cluj-Napoca,Romania","institution_ids":["https://openalex.org/I158333966"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5085755068","display_name":"Anca Marginean","orcid":"https://orcid.org/0000-0001-8426-588X"},"institutions":[{"id":"https://openalex.org/I158333966","display_name":"Technical University of Cluj-Napoca","ror":"https://ror.org/03r8nwp71","country_code":"RO","type":"education","lineage":["https://openalex.org/I158333966"]}],"countries":["RO"],"is_corresponding":false,"raw_author_name":"Anca Marginean","raw_affiliation_strings":["Technical University of Cluj-Napoca),Department of Computer Science,Cluj-Napoca,Romania"],"affiliations":[{"raw_affiliation_string":"Technical University of Cluj-Napoca),Department of Computer Science,Cluj-Napoca,Romania","institution_ids":["https://openalex.org/I158333966"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5115513984"],"corresponding_institution_ids":["https://openalex.org/I158333966"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.21434562,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"8"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10320","display_name":"Neural Networks and Applications","score":0.37119999527931213,"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/T10320","display_name":"Neural Networks and Applications","score":0.37119999527931213,"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/T14470","display_name":"Advanced Data Processing Techniques","score":0.32019999623298645,"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/self-healing","display_name":"Self-healing","score":0.6276737451553345},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5833268761634827},{"id":"https://openalex.org/keywords/data-modeling","display_name":"Data modeling","score":0.47438791394233704},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3226304054260254},{"id":"https://openalex.org/keywords/software-engineering","display_name":"Software engineering","score":0.174933522939682},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.08066403865814209}],"concepts":[{"id":"https://openalex.org/C2778210392","wikidata":"https://www.wikidata.org/wiki/Q1412709","display_name":"Self-healing","level":3,"score":0.6276737451553345},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5833268761634827},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.47438791394233704},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3226304054260254},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.174933522939682},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.08066403865814209},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.0},{"id":"https://openalex.org/C204787440","wikidata":"https://www.wikidata.org/wiki/Q188504","display_name":"Alternative medicine","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/iccp63557.2024.10793040","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iccp63557.2024.10793040","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE 20th International Conference on Intelligent Computer Communication and Processing (ICCP)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":6,"referenced_works":["https://openalex.org/W2947805333","https://openalex.org/W3084798277","https://openalex.org/W4308149258","https://openalex.org/W4383377291","https://openalex.org/W4390347449","https://openalex.org/W6676297131"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"One":[0],"of":[1,31,54],"the":[2,27,42,52,67,74,93,102],"biggest":[3],"issues":[4],"when":[5],"training":[6,76],"a":[7,61,80,126],"new":[8,115],"model":[9,43,112,116,128],"is":[10,117],"represented":[11],"by":[12,41],"wrongly":[13,94],"annotated":[14,95],"datasets":[15],"which":[16],"can":[17,25],"lead":[18],"to":[19,120],"significant":[20],"epistemic":[21],"uncertainty.":[22],"Such":[23],"uncertainty":[24,53],"affect":[26],"performance":[28],"and":[29,77,91],"reliability":[30],"AI":[32],"models,":[33],"especially":[34],"in":[35,60,111,125],"medical":[36],"applications":[37],"where":[38],"correct":[39],"predictions":[40],"are":[44,106],"crucial.":[45],"We":[46],"propose":[47],"an":[48],"algorithm":[49,65],"that":[50],"measures":[51],"each":[55,58],"class":[56],"for":[57],"image":[59,86],"multi-label":[62],"classification.":[63],"The":[64,114],"uses":[66],"Monte-Carlo":[68],"(MC)":[69],"Dropout":[70],"[1]":[71],"layer":[72],"during":[73],"model's":[75],"it":[78],"computes":[79],"value":[81],"named":[82],"\u220a":[83,104],"certainty":[84],"per":[85,87],"class.":[88],"By":[89],"detecting":[90],"addressing":[92],"images,":[96],"dataset":[97],"refinement":[98],"becomes":[99],"possible.":[100],"Additionally,":[101],"calculated":[103],"certainties":[105],"used":[107],"as":[108],"soft":[109],"labels":[110],"retraining.":[113],"more":[118],"robust":[119],"data":[121],"uncertainty,":[122],"thus":[123],"resulting":[124],"self-healed":[127],"from":[129],"uncertain":[130],"data.":[131]},"counts_by_year":[],"updated_date":"2025-12-19T19:40:27.379048","created_date":"2025-10-10T00:00:00"}