{"id":"https://openalex.org/W4312812215","doi":"https://doi.org/10.1109/ijcnn55064.2022.9891905","title":"Bounding Generalization Error Through Bias and Capacity","display_name":"Bounding Generalization Error Through Bias and Capacity","publication_year":2022,"publication_date":"2022-07-18","ids":{"openalex":"https://openalex.org/W4312812215","doi":"https://doi.org/10.1109/ijcnn55064.2022.9891905"},"language":"en","primary_location":{"id":"doi:10.1109/ijcnn55064.2022.9891905","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ijcnn55064.2022.9891905","pdf_url":null,"source":{"id":"https://openalex.org/S4363607707","display_name":"2022 International Joint Conference on Neural Networks (IJCNN)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 International Joint Conference on Neural Networks (IJCNN)","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/A5016952484","display_name":"Ramya Ramalingam","orcid":null},"institutions":[{"id":"https://openalex.org/I79576946","display_name":"University of Pennsylvania","ror":"https://ror.org/00b30xv10","country_code":"US","type":"education","lineage":["https://openalex.org/I79576946"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Ramya Ramalingam","raw_affiliation_strings":["University of Pennsylvania,Dept. of Computer and Info. Science,Philadelphia,PA,USA","Dept. of Computer and Info. Science, University of Pennsylvania, Philadelphia, PA, USA"],"affiliations":[{"raw_affiliation_string":"University of Pennsylvania,Dept. of Computer and Info. Science,Philadelphia,PA,USA","institution_ids":["https://openalex.org/I79576946"]},{"raw_affiliation_string":"Dept. of Computer and Info. Science, University of Pennsylvania, Philadelphia, PA, USA","institution_ids":["https://openalex.org/I79576946"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004651445","display_name":"Nicolas Espinosa Dice","orcid":null},"institutions":[{"id":"https://openalex.org/I133543626","display_name":"Harvey Mudd College","ror":"https://ror.org/025ecfn45","country_code":"US","type":"education","lineage":["https://openalex.org/I133543626"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Nicolas Espinosa Dice","raw_affiliation_strings":["AMISTAD Lab Harvey Mudd College,Claremont,CA,USA","AMISTAD Lab Harvey Mudd College, Claremont, CA, USA"],"affiliations":[{"raw_affiliation_string":"AMISTAD Lab Harvey Mudd College,Claremont,CA,USA","institution_ids":["https://openalex.org/I133543626"]},{"raw_affiliation_string":"AMISTAD Lab Harvey Mudd College, Claremont, CA, USA","institution_ids":["https://openalex.org/I133543626"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5054978519","display_name":"Megan L. Kaye","orcid":null},"institutions":[{"id":"https://openalex.org/I133543626","display_name":"Harvey Mudd College","ror":"https://ror.org/025ecfn45","country_code":"US","type":"education","lineage":["https://openalex.org/I133543626"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Megan L. Kaye","raw_affiliation_strings":["AMISTAD Lab Harvey Mudd College,Claremont,CA,USA","AMISTAD Lab Harvey Mudd College, Claremont, CA, USA"],"affiliations":[{"raw_affiliation_string":"AMISTAD Lab Harvey Mudd College,Claremont,CA,USA","institution_ids":["https://openalex.org/I133543626"]},{"raw_affiliation_string":"AMISTAD Lab Harvey Mudd College, Claremont, CA, USA","institution_ids":["https://openalex.org/I133543626"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5041066830","display_name":"George D. Monta\u00f1ez","orcid":"https://orcid.org/0000-0002-1333-4611"},"institutions":[{"id":"https://openalex.org/I133543626","display_name":"Harvey Mudd College","ror":"https://ror.org/025ecfn45","country_code":"US","type":"education","lineage":["https://openalex.org/I133543626"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"George D. Montanez","raw_affiliation_strings":["AMISTAD Lab Harvey Mudd College,Claremont,CA,USA","AMISTAD Lab Harvey Mudd College, Claremont, CA, USA"],"affiliations":[{"raw_affiliation_string":"AMISTAD Lab Harvey Mudd College,Claremont,CA,USA","institution_ids":["https://openalex.org/I133543626"]},{"raw_affiliation_string":"AMISTAD Lab Harvey Mudd College, Claremont, CA, USA","institution_ids":["https://openalex.org/I133543626"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5016952484"],"corresponding_institution_ids":["https://openalex.org/I79576946"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.16149537,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"33","issue":null,"first_page":"1","last_page":"8"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12072","display_name":"Machine Learning and Algorithms","score":0.9998000264167786,"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/T12072","display_name":"Machine Learning and Algorithms","score":0.9998000264167786,"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/T12535","display_name":"Machine Learning and Data Classification","score":0.9994999766349792,"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/T10057","display_name":"Face and Expression Recognition","score":0.9993000030517578,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/bounding-overwatch","display_name":"Bounding overwatch","score":0.8050805330276489},{"id":"https://openalex.org/keywords/generalization","display_name":"Generalization","score":0.6735230684280396},{"id":"https://openalex.org/keywords/inductive-bias","display_name":"Inductive bias","score":0.6585639715194702},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6175180077552795},{"id":"https://openalex.org/keywords/generalization-error","display_name":"Generalization error","score":0.5554170608520508},{"id":"https://openalex.org/keywords/representation","display_name":"Representation (politics)","score":0.4957190752029419},{"id":"https://openalex.org/keywords/mutual-information","display_name":"Mutual information","score":0.48008114099502563},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.47251448035240173},{"id":"https://openalex.org/keywords/upper-and-lower-bounds","display_name":"Upper and lower bounds","score":0.45343413949012756},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.4512566030025482},{"id":"https://openalex.org/keywords/formalism","display_name":"Formalism (music)","score":0.43936794996261597},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.4015234708786011},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.38144996762275696},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.3217080235481262},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.19970840215682983},{"id":"https://openalex.org/keywords/multi-task-learning","display_name":"Multi-task learning","score":0.1634398102760315}],"concepts":[{"id":"https://openalex.org/C63584917","wikidata":"https://www.wikidata.org/wiki/Q333286","display_name":"Bounding overwatch","level":2,"score":0.8050805330276489},{"id":"https://openalex.org/C177148314","wikidata":"https://www.wikidata.org/wiki/Q170084","display_name":"Generalization","level":2,"score":0.6735230684280396},{"id":"https://openalex.org/C197352929","wikidata":"https://www.wikidata.org/wiki/Q1074074","display_name":"Inductive bias","level":4,"score":0.6585639715194702},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6175180077552795},{"id":"https://openalex.org/C117765406","wikidata":"https://www.wikidata.org/wiki/Q5362437","display_name":"Generalization error","level":3,"score":0.5554170608520508},{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.4957190752029419},{"id":"https://openalex.org/C152139883","wikidata":"https://www.wikidata.org/wiki/Q252973","display_name":"Mutual information","level":2,"score":0.48008114099502563},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.47251448035240173},{"id":"https://openalex.org/C77553402","wikidata":"https://www.wikidata.org/wiki/Q13222579","display_name":"Upper and lower bounds","level":2,"score":0.45343413949012756},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.4512566030025482},{"id":"https://openalex.org/C73301696","wikidata":"https://www.wikidata.org/wiki/Q5469984","display_name":"Formalism (music)","level":3,"score":0.43936794996261597},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.4015234708786011},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.38144996762275696},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.3217080235481262},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.19970840215682983},{"id":"https://openalex.org/C28006648","wikidata":"https://www.wikidata.org/wiki/Q6934509","display_name":"Multi-task learning","level":3,"score":0.1634398102760315},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"score":0.0},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.0},{"id":"https://openalex.org/C142362112","wikidata":"https://www.wikidata.org/wiki/Q735","display_name":"Art","level":0,"score":0.0},{"id":"https://openalex.org/C558565934","wikidata":"https://www.wikidata.org/wiki/Q2743","display_name":"Musical","level":2,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C94625758","wikidata":"https://www.wikidata.org/wiki/Q7163","display_name":"Politics","level":2,"score":0.0},{"id":"https://openalex.org/C153349607","wikidata":"https://www.wikidata.org/wiki/Q36649","display_name":"Visual arts","level":1,"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/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ijcnn55064.2022.9891905","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ijcnn55064.2022.9891905","pdf_url":null,"source":{"id":"https://openalex.org/S4363607707","display_name":"2022 International Joint Conference on Neural Networks (IJCNN)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 International Joint Conference on Neural Networks (IJCNN)","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":28,"referenced_works":["https://openalex.org/W2099111195","https://openalex.org/W2149298154","https://openalex.org/W2258658829","https://openalex.org/W2617539226","https://openalex.org/W2785020525","https://openalex.org/W2910589063","https://openalex.org/W2959333529","https://openalex.org/W2963330922","https://openalex.org/W2979452771","https://openalex.org/W2990057723","https://openalex.org/W3011353107","https://openalex.org/W3012073112","https://openalex.org/W3019669224","https://openalex.org/W3023540311","https://openalex.org/W3100231902","https://openalex.org/W3100646373","https://openalex.org/W3107345204","https://openalex.org/W3136566460","https://openalex.org/W4210329401","https://openalex.org/W4213286384","https://openalex.org/W4252223054","https://openalex.org/W4287343372","https://openalex.org/W4300167521","https://openalex.org/W6692563690","https://openalex.org/W6738074204","https://openalex.org/W6772932235","https://openalex.org/W6775928558","https://openalex.org/W6791199311"],"related_works":["https://openalex.org/W2466816617","https://openalex.org/W1810370127","https://openalex.org/W1970834875","https://openalex.org/W842936808","https://openalex.org/W3174028392","https://openalex.org/W4286224460","https://openalex.org/W2101806650","https://openalex.org/W4312812215","https://openalex.org/W2946986760","https://openalex.org/W2995509794"],"abstract_inverted_index":{"We":[0],"derive":[1],"generalization":[2,43],"bounds":[3,41],"on":[4],"learning":[5,27],"algorithms":[6],"through":[7],"algorithm":[8],"capacity":[9],"and":[10,53,60],"a":[11,22,29,35,48],"vector":[12,49],"representation":[13,50],"of":[14,31,38,42,47,51],"inductive":[15],"bias.":[16],"Leveraging":[17],"the":[18,39,54,58,61],"algorithmic":[19],"search":[20],"framework,":[21],"formalism":[23],"for":[24],"casting":[25],"machine":[26],"as":[28],"type":[30],"search,":[32],"we":[33],"present":[34],"unified":[36],"interpretation":[37],"upper":[40],"error":[44],"in":[45],"terms":[46],"bias":[52],"mutual":[55],"information":[56],"between":[57],"hypothesis":[59],"dataset.":[62]},"counts_by_year":[],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
