{"id":"https://openalex.org/W3153334740","doi":"https://doi.org/10.1007/978-3-030-87199-4_53","title":"PAC Bayesian Performance Guarantees for Deep (Stochastic) Networks in\u00a0Medical Imaging","display_name":"PAC Bayesian Performance Guarantees for Deep (Stochastic) Networks in\u00a0Medical Imaging","publication_year":2021,"publication_date":"2021-01-01","ids":{"openalex":"https://openalex.org/W3153334740","doi":"https://doi.org/10.1007/978-3-030-87199-4_53","mag":"3153334740","pmid":"https://pubmed.ncbi.nlm.nih.gov/34957473"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-030-87199-4_53","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-030-87199-4_53","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},"type":"conference-paper","indexed_in":["arxiv","crossref","datacite","pubmed"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2104.05600","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5073469194","display_name":"Anthony Sicilia","orcid":null},"institutions":[{"id":"https://openalex.org/I170201317","display_name":"University of Pittsburgh","ror":"https://ror.org/01an3r305","country_code":"US","type":"education","lineage":["https://openalex.org/I170201317"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Anthony Sicilia","raw_affiliation_strings":["Intelligent Systems Program, University of Pittsburgh, Pittsburgh, USA","Intelligent Systems Program, University of Pittsburgh, Pittsburgh, USA#TAB#"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Intelligent Systems Program, University of Pittsburgh, Pittsburgh, USA","institution_ids":["https://openalex.org/I170201317"]},{"raw_affiliation_string":"Intelligent Systems Program, University of Pittsburgh, Pittsburgh, USA#TAB#","institution_ids":["https://openalex.org/I170201317"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101447876","display_name":"Xingchen Zhao","orcid":"https://orcid.org/0009-0008-6000-3314"},"institutions":[{"id":"https://openalex.org/I170201317","display_name":"University of Pittsburgh","ror":"https://ror.org/01an3r305","country_code":"US","type":"education","lineage":["https://openalex.org/I170201317"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Xingchen Zhao","raw_affiliation_strings":["Department of Computer Science, University of Pittsburgh, Pittsburgh, USA","Dept. of Computer Science/University of Pittsburgh, Pittsburgh, USA#TAB#"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of Pittsburgh, Pittsburgh, USA","institution_ids":["https://openalex.org/I170201317"]},{"raw_affiliation_string":"Dept. of Computer Science/University of Pittsburgh, Pittsburgh, USA#TAB#","institution_ids":["https://openalex.org/I170201317"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048814723","display_name":"Anastasia Sosnovskikh","orcid":null},"institutions":[{"id":"https://openalex.org/I170201317","display_name":"University of Pittsburgh","ror":"https://ror.org/01an3r305","country_code":"US","type":"education","lineage":["https://openalex.org/I170201317"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Anastasia Sosnovskikh","raw_affiliation_strings":["Department of Computer Science, University of Pittsburgh, Pittsburgh, USA","Dept. of Computer Science/University of Pittsburgh, Pittsburgh, USA#TAB#"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of Pittsburgh, Pittsburgh, USA","institution_ids":["https://openalex.org/I170201317"]},{"raw_affiliation_string":"Dept. of Computer Science/University of Pittsburgh, Pittsburgh, USA#TAB#","institution_ids":["https://openalex.org/I170201317"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5022991142","display_name":"Seong Jae Hwang","orcid":"https://orcid.org/0000-0002-3713-5553"},"institutions":[{"id":"https://openalex.org/I170201317","display_name":"University of Pittsburgh","ror":"https://ror.org/01an3r305","country_code":"US","type":"education","lineage":["https://openalex.org/I170201317"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Seong Jae Hwang","raw_affiliation_strings":["Department of Computer Science, University of Pittsburgh, Pittsburgh, USA","Intelligent Systems Program, University of Pittsburgh, Pittsburgh, USA","Univ. of Pittsburgh"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of Pittsburgh, Pittsburgh, USA","institution_ids":["https://openalex.org/I170201317"]},{"raw_affiliation_string":"Intelligent Systems Program, University of Pittsburgh, Pittsburgh, USA","institution_ids":["https://openalex.org/I170201317"]},{"raw_affiliation_string":"Univ. of Pittsburgh","institution_ids":["https://openalex.org/I170201317"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I170201317"],"apc_list":{"value":5000,"currency":"EUR","value_usd":5392},"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":"12903","issue":null,"first_page":"560","last_page":"570"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11689","display_name":"Adversarial Robustness in Machine Learning","score":0.9979000091552734,"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":0.9979000091552734,"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/T10036","display_name":"Advanced Neural Network Applications","score":0.9968000054359436,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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":0.9936000108718872,"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/overfitting","display_name":"Overfitting","score":0.9138133525848389},{"id":"https://openalex.org/keywords/mnist-database","display_name":"MNIST database","score":0.8441907167434692},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.7537463903427124},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7369621992111206},{"id":"https://openalex.org/keywords/generalization","display_name":"Generalization","score":0.6551156044006348},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.6414322257041931},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.6119464635848999},{"id":"https://openalex.org/keywords/bayesian-probability","display_name":"Bayesian probability","score":0.5496920943260193},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.5310835242271423},{"id":"https://openalex.org/keywords/deep-neural-networks","display_name":"Deep neural networks","score":0.5114749670028687},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.5011861324310303},{"id":"https://openalex.org/keywords/argument","display_name":"Argument (complex analysis)","score":0.48633891344070435},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.46149003505706787},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.456163227558136},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.4397774338722229},{"id":"https://openalex.org/keywords/toolchain","display_name":"Toolchain","score":0.4303551912307739},{"id":"https://openalex.org/keywords/focus","display_name":"Focus (optics)","score":0.43016815185546875},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.14171385765075684},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.07991993427276611}],"concepts":[{"id":"https://openalex.org/C22019652","wikidata":"https://www.wikidata.org/wiki/Q331309","display_name":"Overfitting","level":3,"score":0.9138133525848389},{"id":"https://openalex.org/C190502265","wikidata":"https://www.wikidata.org/wiki/Q17069496","display_name":"MNIST database","level":3,"score":0.8441907167434692},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7537463903427124},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7369621992111206},{"id":"https://openalex.org/C177148314","wikidata":"https://www.wikidata.org/wiki/Q170084","display_name":"Generalization","level":2,"score":0.6551156044006348},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.6414322257041931},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.6119464635848999},{"id":"https://openalex.org/C107673813","wikidata":"https://www.wikidata.org/wiki/Q812534","display_name":"Bayesian probability","level":2,"score":0.5496920943260193},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.5310835242271423},{"id":"https://openalex.org/C2984842247","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep neural networks","level":3,"score":0.5114749670028687},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.5011861324310303},{"id":"https://openalex.org/C98184364","wikidata":"https://www.wikidata.org/wiki/Q1780131","display_name":"Argument (complex analysis)","level":2,"score":0.48633891344070435},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.46149003505706787},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.456163227558136},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.4397774338722229},{"id":"https://openalex.org/C2777062904","wikidata":"https://www.wikidata.org/wiki/Q545406","display_name":"Toolchain","level":3,"score":0.4303551912307739},{"id":"https://openalex.org/C192209626","wikidata":"https://www.wikidata.org/wiki/Q190909","display_name":"Focus (optics)","level":2,"score":0.43016815185546875},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.14171385765075684},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.07991993427276611},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"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/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":6,"locations":[{"id":"doi:10.1007/978-3-030-87199-4_53","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-030-87199-4_53","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},{"id":"pmid:34957473","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/34957473","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":"Medical image computing and computer-assisted intervention : MICCAI ... International Conference on Medical Image Computing and Computer-Assisted Intervention","raw_type":null},{"id":"pmh:oai:arXiv.org:2104.05600","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2104.05600","pdf_url":"https://arxiv.org/pdf/2104.05600","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},{"id":"mag:3153334740","is_oa":true,"landing_page_url":"https://arxiv.org/pdf/2104.05600.pdf","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"arXiv (Cornell University)","raw_type":null},{"id":"pmh:oai:pubmedcentral.nih.gov:8702021","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/8702021","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"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":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Med Image Comput Comput Assist Interv","raw_type":"Text"},{"id":"doi:10.48550/arxiv.2104.05600","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2104.05600","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"Preprint"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2104.05600","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2104.05600","pdf_url":"https://arxiv.org/pdf/2104.05600","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"sustainable_development_goals":[{"display_name":"Partnerships for the goals","score":0.4699999988079071,"id":"https://metadata.un.org/sdg/17"}],"awards":[{"id":"https://openalex.org/G1372519844","display_name":null,"funder_award_id":"P30 AG066468","funder_id":"https://openalex.org/F4320337337","funder_display_name":"National Institute on Aging"}],"funders":[{"id":"https://openalex.org/F4320337337","display_name":"National Institute on Aging","ror":"https://ror.org/049v75w11"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":53,"referenced_works":["https://openalex.org/W100909291","https://openalex.org/W171835870","https://openalex.org/W211569560","https://openalex.org/W607505555","https://openalex.org/W1622633983","https://openalex.org/W1628114069","https://openalex.org/W1859987214","https://openalex.org/W1901129140","https://openalex.org/W2014384147","https://openalex.org/W2047229728","https://openalex.org/W2062714872","https://openalex.org/W2088101562","https://openalex.org/W2095882009","https://openalex.org/W2099579348","https://openalex.org/W2112065930","https://openalex.org/W2115065944","https://openalex.org/W2128882956","https://openalex.org/W2130464645","https://openalex.org/W2139338362","https://openalex.org/W2149991487","https://openalex.org/W2154952480","https://openalex.org/W2156909104","https://openalex.org/W2163187564","https://openalex.org/W2170207925","https://openalex.org/W2194775991","https://openalex.org/W2211979669","https://openalex.org/W2517648041","https://openalex.org/W2604117713","https://openalex.org/W2604451472","https://openalex.org/W2800415562","https://openalex.org/W2891630298","https://openalex.org/W2908820427","https://openalex.org/W2912811302","https://openalex.org/W2932083555","https://openalex.org/W2949568260","https://openalex.org/W2950220847","https://openalex.org/W2951266961","https://openalex.org/W2962914239","https://openalex.org/W2963375484","https://openalex.org/W2963695615","https://openalex.org/W2963739978","https://openalex.org/W2963794891","https://openalex.org/W2963959597","https://openalex.org/W2969362143","https://openalex.org/W2992043355","https://openalex.org/W3036393886","https://openalex.org/W3044132587","https://openalex.org/W3093671052","https://openalex.org/W3118608800","https://openalex.org/W4236362309","https://openalex.org/W4238284510","https://openalex.org/W4238893454","https://openalex.org/W4244569433"],"related_works":["https://openalex.org/W3177677752","https://openalex.org/W2963694384","https://openalex.org/W3103107209","https://openalex.org/W3035257802","https://openalex.org/W2961262211","https://openalex.org/W3099308814","https://openalex.org/W1599440649","https://openalex.org/W2777097994","https://openalex.org/W3086978629","https://openalex.org/W2998237052","https://openalex.org/W3155674883","https://openalex.org/W3190626620","https://openalex.org/W2471138382","https://openalex.org/W2963306291","https://openalex.org/W3115774063","https://openalex.org/W3044331088","https://openalex.org/W3160815743","https://openalex.org/W3015113763","https://openalex.org/W3014504517","https://openalex.org/W2963070594"],"abstract_inverted_index":null,"counts_by_year":[],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
