{"id":"https://openalex.org/W1973015992","doi":"https://doi.org/10.1162/neco_a_00310","title":"Multinomial Bayesian Learning for Modeling Classical and Nonclassical Receptive Field Properties","display_name":"Multinomial Bayesian Learning for Modeling Classical and Nonclassical Receptive Field Properties","publication_year":2012,"publication_date":"2012-04-17","ids":{"openalex":"https://openalex.org/W1973015992","doi":"https://doi.org/10.1162/neco_a_00310","mag":"1973015992","pmid":"https://pubmed.ncbi.nlm.nih.gov/22509962"},"language":"en","primary_location":{"id":"doi:10.1162/neco_a_00310","is_oa":false,"landing_page_url":"https://doi.org/10.1162/neco_a_00310","pdf_url":null,"source":{"id":"https://openalex.org/S207023548","display_name":"Neural Computation","issn_l":"0899-7667","issn":["0899-7667","1530-888X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310315718","host_organization_name":"The MIT Press","host_organization_lineage":["https://openalex.org/P4310315718"],"host_organization_lineage_names":["The MIT Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Neural Computation","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"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/A5025142030","display_name":"Haruo Hosoya","orcid":"https://orcid.org/0000-0002-5660-0801"},"institutions":[{"id":"https://openalex.org/I4210086780","display_name":"Japan Science and Technology Agency","ror":"https://ror.org/00097mb19","country_code":"JP","type":"government","lineage":["https://openalex.org/I4210086780"]},{"id":"https://openalex.org/I2800939219","display_name":"RIKEN Center for Brain Science","ror":"https://ror.org/04j1n1c04","country_code":"JP","type":"facility","lineage":["https://openalex.org/I2800939219","https://openalex.org/I4210110652"]}],"countries":["JP"],"is_corresponding":true,"raw_author_name":"Haruo Hosoya","raw_affiliation_strings":["Brain Science Institute, RIKEN, and PRESTO, Japan Science and Technology Agency, Wako-shi, Saitama 351-0198, Japan"],"affiliations":[{"raw_affiliation_string":"Brain Science Institute, RIKEN, and PRESTO, Japan Science and Technology Agency, Wako-shi, Saitama 351-0198, Japan","institution_ids":["https://openalex.org/I2800939219","https://openalex.org/I4210086780"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5025142030"],"corresponding_institution_ids":["https://openalex.org/I2800939219","https://openalex.org/I4210086780"],"apc_list":null,"apc_paid":null,"fwci":0.837,"has_fulltext":false,"cited_by_count":18,"citation_normalized_percentile":{"value":0.69908476,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":"24","issue":"8","first_page":"2119","last_page":"2150"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10581","display_name":"Neural dynamics and brain function","score":0.9994999766349792,"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"}},"topics":[{"id":"https://openalex.org/T10581","display_name":"Neural dynamics and brain function","score":0.9994999766349792,"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/T10427","display_name":"Visual perception and processing mechanisms","score":0.9987999796867371,"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/T10540","display_name":"Advanced Fluorescence Microscopy Techniques","score":0.9747999906539917,"subfield":{"id":"https://openalex.org/subfields/1304","display_name":"Biophysics"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/receptive-field","display_name":"Receptive field","score":0.7442283034324646},{"id":"https://openalex.org/keywords/inference","display_name":"Inference","score":0.5880787372589111},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5858160853385925},{"id":"https://openalex.org/keywords/bayesian-inference","display_name":"Bayesian inference","score":0.5759406685829163},{"id":"https://openalex.org/keywords/bayesian-probability","display_name":"Bayesian probability","score":0.5503291487693787},{"id":"https://openalex.org/keywords/normalization","display_name":"Normalization (sociology)","score":0.48358267545700073},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4798509478569031},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.4544435441493988},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.44708001613616943},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4317910075187683},{"id":"https://openalex.org/keywords/bayes-theorem","display_name":"Bayes' theorem","score":0.42056915163993835},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.36443668603897095}],"concepts":[{"id":"https://openalex.org/C19071747","wikidata":"https://www.wikidata.org/wiki/Q1755207","display_name":"Receptive field","level":2,"score":0.7442283034324646},{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.5880787372589111},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5858160853385925},{"id":"https://openalex.org/C160234255","wikidata":"https://www.wikidata.org/wiki/Q812535","display_name":"Bayesian inference","level":3,"score":0.5759406685829163},{"id":"https://openalex.org/C107673813","wikidata":"https://www.wikidata.org/wiki/Q812534","display_name":"Bayesian probability","level":2,"score":0.5503291487693787},{"id":"https://openalex.org/C136886441","wikidata":"https://www.wikidata.org/wiki/Q926129","display_name":"Normalization (sociology)","level":2,"score":0.48358267545700073},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4798509478569031},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.4544435441493988},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.44708001613616943},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4317910075187683},{"id":"https://openalex.org/C207201462","wikidata":"https://www.wikidata.org/wiki/Q182505","display_name":"Bayes' theorem","level":3,"score":0.42056915163993835},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.36443668603897095},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C19165224","wikidata":"https://www.wikidata.org/wiki/Q23404","display_name":"Anthropology","level":1,"score":0.0},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.0}],"mesh":[{"descriptor_ui":"D001499","descriptor_name":"Bayes Theorem","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001499","descriptor_name":"Bayes Theorem","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001499","descriptor_name":"Bayes Theorem","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003198","descriptor_name":"Computer Simulation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003198","descriptor_name":"Computer Simulation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003198","descriptor_name":"Computer Simulation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007858","descriptor_name":"Learning","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D007858","descriptor_name":"Learning","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D007858","descriptor_name":"Learning","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D008959","descriptor_name":"Models, Neurological","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008959","descriptor_name":"Models, Neurological","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008959","descriptor_name":"Models, Neurological","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D009474","descriptor_name":"Neurons","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D009474","descriptor_name":"Neurons","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D009474","descriptor_name":"Neurons","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D014793","descriptor_name":"Visual Cortex","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D014793","descriptor_name":"Visual Cortex","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D014793","descriptor_name":"Visual Cortex","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D014794","descriptor_name":"Visual Fields","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D014794","descriptor_name":"Visual Fields","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D014794","descriptor_name":"Visual Fields","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D014796","descriptor_name":"Visual Perception","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D014796","descriptor_name":"Visual Perception","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D014796","descriptor_name":"Visual Perception","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":2,"locations":[{"id":"doi:10.1162/neco_a_00310","is_oa":false,"landing_page_url":"https://doi.org/10.1162/neco_a_00310","pdf_url":null,"source":{"id":"https://openalex.org/S207023548","display_name":"Neural Computation","issn_l":"0899-7667","issn":["0899-7667","1530-888X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310315718","host_organization_name":"The MIT Press","host_organization_lineage":["https://openalex.org/P4310315718"],"host_organization_lineage_names":["The MIT Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Neural Computation","raw_type":"journal-article"},{"id":"pmid:22509962","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/22509962","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":"Neural computation","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.4399999976158142,"display_name":"Quality Education","id":"https://metadata.un.org/sdg/4"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":71,"referenced_works":["https://openalex.org/W109907426","https://openalex.org/W208076955","https://openalex.org/W1490667783","https://openalex.org/W1490723092","https://openalex.org/W1506806321","https://openalex.org/W1537155450","https://openalex.org/W1570688454","https://openalex.org/W1663973292","https://openalex.org/W1828840751","https://openalex.org/W1844699953","https://openalex.org/W1913473716","https://openalex.org/W1914401667","https://openalex.org/W1954638517","https://openalex.org/W1966261464","https://openalex.org/W1966897368","https://openalex.org/W1983729723","https://openalex.org/W1992486646","https://openalex.org/W1992587356","https://openalex.org/W1999135570","https://openalex.org/W2006500012","https://openalex.org/W2013752524","https://openalex.org/W2041240878","https://openalex.org/W2047978744","https://openalex.org/W2051137788","https://openalex.org/W2083380015","https://openalex.org/W2096388912","https://openalex.org/W2099169325","https://openalex.org/W2101933716","https://openalex.org/W2103934527","https://openalex.org/W2105464873","https://openalex.org/W2105874268","https://openalex.org/W2108138754","https://openalex.org/W2108838716","https://openalex.org/W2114009027","https://openalex.org/W2114069527","https://openalex.org/W2117731089","https://openalex.org/W2118354656","https://openalex.org/W2119885245","https://openalex.org/W2122023903","https://openalex.org/W2124537004","https://openalex.org/W2125663122","https://openalex.org/W2131689618","https://openalex.org/W2132226631","https://openalex.org/W2133257461","https://openalex.org/W2135587681","https://openalex.org/W2137234026","https://openalex.org/W2137645899","https://openalex.org/W2138924334","https://openalex.org/W2140591465","https://openalex.org/W2142277436","https://openalex.org/W2142457795","https://openalex.org/W2145889472","https://openalex.org/W2147583749","https://openalex.org/W2147990838","https://openalex.org/W2149661308","https://openalex.org/W2153483206","https://openalex.org/W2154225359","https://openalex.org/W2158261978","https://openalex.org/W2159080219","https://openalex.org/W2162679451","https://openalex.org/W2163202312","https://openalex.org/W2170319235","https://openalex.org/W2597289420","https://openalex.org/W2798149936","https://openalex.org/W2990138404","https://openalex.org/W2999905431","https://openalex.org/W4212863985","https://openalex.org/W4238293977","https://openalex.org/W4245785860","https://openalex.org/W4250521128","https://openalex.org/W4252491629"],"related_works":["https://openalex.org/W2016839265","https://openalex.org/W1991269640","https://openalex.org/W2018445155","https://openalex.org/W2753218748","https://openalex.org/W4231471330","https://openalex.org/W2789413038","https://openalex.org/W4287870652","https://openalex.org/W3034669169","https://openalex.org/W3004547119","https://openalex.org/W3029748970"],"abstract_inverted_index":{"We":[0,26,59],"study":[1],"the":[2,19,87],"interplay":[3],"of":[4,22,49],"Bayesian":[5,31,66],"inference":[6,67,84],"and":[7,55,80,99,110],"natural":[8],"image":[9],"learning":[10,63],"in":[11,16],"a":[12,30],"hierarchical":[13],"vision":[14],"system,":[15],"relation":[17],"to":[18,43,51,70,76],"response":[20,93],"properties":[21,74,94,106],"early":[23],"visual":[24],"cortex.":[25],"particularly":[27],"focus":[28],"on":[29,86],"network":[32,89],"with":[33,103],"multinomial":[34],"variables":[35],"that":[36,61],"can":[37],"represent":[38],"discrete":[39],"feature":[40],"spaces":[41],"similar":[42,75],"hypercolumns":[44],"combining":[45],"minicolumns,":[46],"enforce":[47],"sparsity":[48],"activation":[50],"learn":[52],"efficient":[53],"representations,":[54],"explain":[56],"divisive":[57],"normalization.":[58],"demonstrate":[60],"maximal-likelihood":[62],"using":[64],"sampling-based":[65],"gives":[68],"rise":[69],"classical":[71],"receptive":[72],"field":[73],"V1":[77],"simple":[78],"cells":[79],"V2":[81],"cells,":[82],"while":[83],"performed":[85],"trained":[88],"yields":[90],"nonclassical":[91],"context-dependent":[92],"such":[95],"as":[96],"cross-orientation":[97],"suppression":[98],"filling":[100],"in.":[101],"Comparison":[102],"known":[104],"physiological":[105],"reveals":[107],"some":[108],"qualitative":[109],"quantitative":[111],"similarities.":[112]},"counts_by_year":[{"year":2020,"cited_by_count":1},{"year":2019,"cited_by_count":2},{"year":2018,"cited_by_count":1},{"year":2017,"cited_by_count":3},{"year":2016,"cited_by_count":4},{"year":2015,"cited_by_count":3},{"year":2014,"cited_by_count":1},{"year":2013,"cited_by_count":1},{"year":2012,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
