{"id":"https://openalex.org/W4391573084","doi":"https://doi.org/10.3389/fninf.2024.1346723","title":"Enabling uncertainty estimation in neural networks through weight perturbation for improved Alzheimer's disease classification","display_name":"Enabling uncertainty estimation in neural networks through weight perturbation for improved Alzheimer's disease classification","publication_year":2024,"publication_date":"2024-02-06","ids":{"openalex":"https://openalex.org/W4391573084","doi":"https://doi.org/10.3389/fninf.2024.1346723","pmid":"https://pubmed.ncbi.nlm.nih.gov/38380126"},"language":"en","primary_location":{"id":"doi:10.3389/fninf.2024.1346723","is_oa":true,"landing_page_url":"https://doi.org/10.3389/fninf.2024.1346723","pdf_url":"https://www.frontiersin.org/articles/10.3389/fninf.2024.1346723/pdf?isPublishedV2=False","source":{"id":"https://openalex.org/S179816892","display_name":"Frontiers in Neuroinformatics","issn_l":"1662-5196","issn":["1662-5196"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320527","host_organization_name":"Frontiers Media","host_organization_lineage":["https://openalex.org/P4310320527"],"host_organization_lineage_names":["Frontiers Media"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Neuroinformatics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.frontiersin.org/articles/10.3389/fninf.2024.1346723/pdf?isPublishedV2=False","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5020243448","display_name":"Matteo Ferrante","orcid":null},"institutions":[{"id":"https://openalex.org/I116067653","display_name":"University of Rome Tor Vergata","ror":"https://ror.org/02p77k626","country_code":"IT","type":"education","lineage":["https://openalex.org/I116067653"]}],"countries":["IT"],"is_corresponding":true,"raw_author_name":"Matteo Ferrante","raw_affiliation_strings":["Department of Biomedicine and Prevention, University of Rome Tor Vergata, Rome, Italy"],"affiliations":[{"raw_affiliation_string":"Department of Biomedicine and Prevention, University of Rome Tor Vergata, Rome, Italy","institution_ids":["https://openalex.org/I116067653"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069272252","display_name":"Tommaso Boccato","orcid":"https://orcid.org/0000-0003-3026-5221"},"institutions":[{"id":"https://openalex.org/I116067653","display_name":"University of Rome Tor Vergata","ror":"https://ror.org/02p77k626","country_code":"IT","type":"education","lineage":["https://openalex.org/I116067653"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Tommaso Boccato","raw_affiliation_strings":["Department of Biomedicine and Prevention, University of Rome Tor Vergata, Rome, Italy"],"affiliations":[{"raw_affiliation_string":"Department of Biomedicine and Prevention, University of Rome Tor Vergata, Rome, Italy","institution_ids":["https://openalex.org/I116067653"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5010629974","display_name":"Nicola Toschi","orcid":"https://orcid.org/0000-0003-1929-5833"},"institutions":[{"id":"https://openalex.org/I116067653","display_name":"University of Rome Tor Vergata","ror":"https://ror.org/02p77k626","country_code":"IT","type":"education","lineage":["https://openalex.org/I116067653"]},{"id":"https://openalex.org/I4210087915","display_name":"Massachusetts General Hospital","ror":"https://ror.org/002pd6e78","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I4210087915","https://openalex.org/I48633490"]},{"id":"https://openalex.org/I4210127055","display_name":"Athinoula A. Martinos Center for Biomedical Imaging","ror":"https://ror.org/032q5ym94","country_code":"US","type":"facility","lineage":["https://openalex.org/I136199984","https://openalex.org/I4210087915","https://openalex.org/I4210127055","https://openalex.org/I48633490","https://openalex.org/I63966007"]},{"id":"https://openalex.org/I136199984","display_name":"Harvard University","ror":"https://ror.org/03vek6s52","country_code":"US","type":"education","lineage":["https://openalex.org/I136199984"]}],"countries":["IT","US"],"is_corresponding":false,"raw_author_name":"Nicola Toschi","raw_affiliation_strings":["Department of Biomedicine and Prevention, University of Rome Tor Vergata, Rome, Italy","Martinos Center for Biomedical Imaging, Massachusetts General Hospital and Harvard Medical School, Boston, MA, United States"],"affiliations":[{"raw_affiliation_string":"Department of Biomedicine and Prevention, University of Rome Tor Vergata, Rome, Italy","institution_ids":["https://openalex.org/I116067653"]},{"raw_affiliation_string":"Martinos Center for Biomedical Imaging, Massachusetts General Hospital and Harvard Medical School, Boston, MA, United States","institution_ids":["https://openalex.org/I4210127055","https://openalex.org/I136199984","https://openalex.org/I4210087915"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5020243448"],"corresponding_institution_ids":["https://openalex.org/I116067653"],"apc_list":{"value":2950,"currency":"USD","value_usd":2950},"apc_paid":{"value":2950,"currency":"USD","value_usd":2950},"fwci":3.0735,"has_fulltext":true,"cited_by_count":9,"citation_normalized_percentile":{"value":0.91935316,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"18","issue":null,"first_page":"1346723","last_page":"1346723"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13702","display_name":"Machine Learning in Healthcare","score":0.9937000274658203,"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/T13702","display_name":"Machine Learning in Healthcare","score":0.9937000274658203,"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/T10241","display_name":"Functional Brain Connectivity Studies","score":0.9934999942779541,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T12026","display_name":"Explainable Artificial Intelligence (XAI)","score":0.9919000267982483,"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/computer-science","display_name":"Computer science","score":0.7162086963653564},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.6690462231636047},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.58822101354599},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5491072535514832},{"id":"https://openalex.org/keywords/bayesian-probability","display_name":"Bayesian probability","score":0.548693060874939},{"id":"https://openalex.org/keywords/bayesian-network","display_name":"Bayesian network","score":0.545192301273346},{"id":"https://openalex.org/keywords/workload","display_name":"Workload","score":0.4906226694583893},{"id":"https://openalex.org/keywords/test-set","display_name":"Test set","score":0.44229772686958313},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.42516911029815674},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.39680635929107666}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7162086963653564},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6690462231636047},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.58822101354599},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5491072535514832},{"id":"https://openalex.org/C107673813","wikidata":"https://www.wikidata.org/wiki/Q812534","display_name":"Bayesian probability","level":2,"score":0.548693060874939},{"id":"https://openalex.org/C33724603","wikidata":"https://www.wikidata.org/wiki/Q812540","display_name":"Bayesian network","level":2,"score":0.545192301273346},{"id":"https://openalex.org/C2778476105","wikidata":"https://www.wikidata.org/wiki/Q628539","display_name":"Workload","level":2,"score":0.4906226694583893},{"id":"https://openalex.org/C169903167","wikidata":"https://www.wikidata.org/wiki/Q3985153","display_name":"Test set","level":2,"score":0.44229772686958313},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.42516911029815674},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.39680635929107666},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":5,"locations":[{"id":"doi:10.3389/fninf.2024.1346723","is_oa":true,"landing_page_url":"https://doi.org/10.3389/fninf.2024.1346723","pdf_url":"https://www.frontiersin.org/articles/10.3389/fninf.2024.1346723/pdf?isPublishedV2=False","source":{"id":"https://openalex.org/S179816892","display_name":"Frontiers in Neuroinformatics","issn_l":"1662-5196","issn":["1662-5196"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320527","host_organization_name":"Frontiers Media","host_organization_lineage":["https://openalex.org/P4310320527"],"host_organization_lineage_names":["Frontiers Media"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Neuroinformatics","raw_type":"journal-article"},{"id":"pmid:38380126","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/38380126","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in neuroinformatics","raw_type":null},{"id":"pmh:oai:pubmedcentral.nih.gov:10876844","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/10876844","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC10876844/pdf/fninf-18-1346723.pdf","source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Front Neuroinform","raw_type":"Text"},{"id":"pmh:oai:art.torvergata.it:2108/403485","is_oa":true,"landing_page_url":"https://hdl.handle.net/2108/403485","pdf_url":null,"source":{"id":"https://openalex.org/S4306400993","display_name":"Cineca Institutional Research Information System (Tor Vergata University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I116067653","host_organization_name":"University of Rome Tor Vergata","host_organization_lineage":["https://openalex.org/I116067653"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:oai:doaj.org/article:6cffc3af4f654d2e926729eaf32e03a6","is_oa":true,"landing_page_url":"https://doaj.org/article/6cffc3af4f654d2e926729eaf32e03a6","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Frontiers in Neuroinformatics, Vol 18 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3389/fninf.2024.1346723","is_oa":true,"landing_page_url":"https://doi.org/10.3389/fninf.2024.1346723","pdf_url":"https://www.frontiersin.org/articles/10.3389/fninf.2024.1346723/pdf?isPublishedV2=False","source":{"id":"https://openalex.org/S179816892","display_name":"Frontiers in Neuroinformatics","issn_l":"1662-5196","issn":["1662-5196"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320527","host_organization_name":"Frontiers Media","host_organization_lineage":["https://openalex.org/P4310320527"],"host_organization_lineage_names":["Frontiers Media"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Neuroinformatics","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/10","score":0.6700000166893005,"display_name":"Reduced inequalities"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320332999","display_name":"Horizon 2020 Framework Programme","ror":"https://ror.org/00k4n6c32"}],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4391573084.pdf"},"referenced_works_count":28,"referenced_works":["https://openalex.org/W582134693","https://openalex.org/W1522301498","https://openalex.org/W1677182931","https://openalex.org/W1757198209","https://openalex.org/W1973637437","https://openalex.org/W2113588440","https://openalex.org/W2122328291","https://openalex.org/W2398671403","https://openalex.org/W2594633041","https://openalex.org/W2789817872","https://openalex.org/W2950680182","https://openalex.org/W2964089344","https://openalex.org/W2964629181","https://openalex.org/W2972912589","https://openalex.org/W3014540555","https://openalex.org/W3102100346","https://openalex.org/W3149839747","https://openalex.org/W3164731060","https://openalex.org/W3175351491","https://openalex.org/W3178946670","https://openalex.org/W4205424895","https://openalex.org/W4211036635","https://openalex.org/W4283361900","https://openalex.org/W4292432194","https://openalex.org/W4308610041","https://openalex.org/W6631190155","https://openalex.org/W6764214684","https://openalex.org/W6846418509"],"related_works":["https://openalex.org/W2000785801","https://openalex.org/W986318368","https://openalex.org/W2384410913","https://openalex.org/W2352878646","https://openalex.org/W2004734601","https://openalex.org/W2287264064","https://openalex.org/W2130149817","https://openalex.org/W2990194547","https://openalex.org/W1480123525","https://openalex.org/W2620865396"],"abstract_inverted_index":{"We":[0],"believe":[1],"that":[2,15,28],"being":[3],"able":[4],"to":[5,23],"estimate":[6],"the":[7,18,21,29,43],"uncertainty":[8],"of":[9,20,26,45,51],"a":[10,24,39],"prediction,":[11],"along":[12],"with":[13],"tools":[14,54],"can":[16,37],"modulate":[17],"behavior":[19],"network":[22],"degree":[25],"confidence":[27],"user":[30,46],"is":[31],"informed":[32],"about":[33],"(and":[34],"comfortable":[35],"with),":[36],"represent":[38],"crucial":[40],"step":[41],"in":[42],"direction":[44],"compliance":[47],"and":[48],"easier":[49],"integration":[50],"deep":[52],"learning":[53],"into":[55],"everyday":[56],"tasks":[57],"currently":[58],"performed":[59],"by":[60],"human":[61],"operators.":[62]},"counts_by_year":[{"year":2025,"cited_by_count":6},{"year":2024,"cited_by_count":3}],"updated_date":"2026-04-09T08:11:56.329763","created_date":"2025-10-10T00:00:00"}