{"id":"https://openalex.org/W4388011400","doi":"https://doi.org/10.1142/s0129065724500023","title":"Hierarchical Bayesian Causality Network to Extract High-Level Semantic Information in Visual Cortex","display_name":"Hierarchical Bayesian Causality Network to Extract High-Level Semantic Information in Visual Cortex","publication_year":2023,"publication_date":"2023-10-29","ids":{"openalex":"https://openalex.org/W4388011400","doi":"https://doi.org/10.1142/s0129065724500023","pmid":"https://pubmed.ncbi.nlm.nih.gov/38084473"},"language":"en","primary_location":{"id":"doi:10.1142/s0129065724500023","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s0129065724500023","pdf_url":null,"source":{"id":"https://openalex.org/S197665576","display_name":"International Journal of Neural Systems","issn_l":"0129-0657","issn":["0129-0657","1793-6462"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Neural Systems","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/A5101425592","display_name":"Yongqiang Ma","orcid":"https://orcid.org/0000-0002-6063-5601"},"institutions":[{"id":"https://openalex.org/I87445476","display_name":"Xi'an Jiaotong University","ror":"https://ror.org/017zhmm22","country_code":"CN","type":"education","lineage":["https://openalex.org/I87445476"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yongqiang Ma","raw_affiliation_strings":["National Key Laboratory of Human-Machine Hybrid Augmented Intelligence, National Engineering Research Center for Visual Information and Applications, Institute of Artificial Intelligence and Robotics, Xi\u2019an Jiaotong University, Xi\u2019an, Shaanxi 710049, P.\u00a0R.\u00a0China"],"affiliations":[{"raw_affiliation_string":"National Key Laboratory of Human-Machine Hybrid Augmented Intelligence, National Engineering Research Center for Visual Information and Applications, Institute of Artificial Intelligence and Robotics, Xi\u2019an Jiaotong University, Xi\u2019an, Shaanxi 710049, P.\u00a0R.\u00a0China","institution_ids":["https://openalex.org/I87445476"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100444409","display_name":"Wen Zhang","orcid":"https://orcid.org/0000-0002-8934-3346"},"institutions":[{"id":"https://openalex.org/I87445476","display_name":"Xi'an Jiaotong University","ror":"https://ror.org/017zhmm22","country_code":"CN","type":"education","lineage":["https://openalex.org/I87445476"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wen Zhang","raw_affiliation_strings":["National Key Laboratory of Human-Machine Hybrid Augmented Intelligence, National Engineering Research Center for Visual Information and Applications, Institute of Artificial Intelligence and Robotics, Xi\u2019an Jiaotong University, Xi\u2019an, Shaanxi 710049, P.\u00a0R.\u00a0China"],"affiliations":[{"raw_affiliation_string":"National Key Laboratory of Human-Machine Hybrid Augmented Intelligence, National Engineering Research Center for Visual Information and Applications, Institute of Artificial Intelligence and Robotics, Xi\u2019an Jiaotong University, Xi\u2019an, Shaanxi 710049, P.\u00a0R.\u00a0China","institution_ids":["https://openalex.org/I87445476"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5073446393","display_name":"Ming Du","orcid":"https://orcid.org/0000-0002-5094-0039"},"institutions":[{"id":"https://openalex.org/I87445476","display_name":"Xi'an Jiaotong University","ror":"https://ror.org/017zhmm22","country_code":"CN","type":"education","lineage":["https://openalex.org/I87445476"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ming Du","raw_affiliation_strings":["National Key Laboratory of Human-Machine Hybrid Augmented Intelligence, National Engineering Research Center for Visual Information and Applications, Institute of Artificial Intelligence and Robotics, Xi\u2019an Jiaotong University, Xi\u2019an, Shaanxi 710049, P.\u00a0R.\u00a0China"],"affiliations":[{"raw_affiliation_string":"National Key Laboratory of Human-Machine Hybrid Augmented Intelligence, National Engineering Research Center for Visual Information and Applications, Institute of Artificial Intelligence and Robotics, Xi\u2019an Jiaotong University, Xi\u2019an, Shaanxi 710049, P.\u00a0R.\u00a0China","institution_ids":["https://openalex.org/I87445476"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058752981","display_name":"Haodong Jing","orcid":"https://orcid.org/0000-0001-6643-7588"},"institutions":[{"id":"https://openalex.org/I87445476","display_name":"Xi'an Jiaotong University","ror":"https://ror.org/017zhmm22","country_code":"CN","type":"education","lineage":["https://openalex.org/I87445476"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Haodong Jing","raw_affiliation_strings":["National Key Laboratory of Human-Machine Hybrid Augmented Intelligence, National Engineering Research Center for Visual Information and Applications, Institute of Artificial Intelligence and Robotics, Xi\u2019an Jiaotong University, Xi\u2019an, Shaanxi 710049, P.\u00a0R.\u00a0China"],"affiliations":[{"raw_affiliation_string":"National Key Laboratory of Human-Machine Hybrid Augmented Intelligence, National Engineering Research Center for Visual Information and Applications, Institute of Artificial Intelligence and Robotics, Xi\u2019an Jiaotong University, Xi\u2019an, Shaanxi 710049, P.\u00a0R.\u00a0China","institution_ids":["https://openalex.org/I87445476"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5047405956","display_name":"Nanning Zheng","orcid":"https://orcid.org/0000-0003-1608-8257"},"institutions":[{"id":"https://openalex.org/I87445476","display_name":"Xi'an Jiaotong University","ror":"https://ror.org/017zhmm22","country_code":"CN","type":"education","lineage":["https://openalex.org/I87445476"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Nanning Zheng","raw_affiliation_strings":["National Key Laboratory of Human-Machine Hybrid Augmented Intelligence, National Engineering Research Center for Visual Information and Applications, Institute of Artificial Intelligence and Robotics, Xi\u2019an Jiaotong University, Xi\u2019an, Shaanxi 710049, P.\u00a0R.\u00a0China"],"affiliations":[{"raw_affiliation_string":"National Key Laboratory of Human-Machine Hybrid Augmented Intelligence, National Engineering Research Center for Visual Information and Applications, Institute of Artificial Intelligence and Robotics, Xi\u2019an Jiaotong University, Xi\u2019an, Shaanxi 710049, P.\u00a0R.\u00a0China","institution_ids":["https://openalex.org/I87445476"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5047405956"],"corresponding_institution_ids":["https://openalex.org/I87445476"],"apc_list":null,"apc_paid":null,"fwci":0.5274,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.7261796,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"34","issue":"01","first_page":"2450002","last_page":"2450002"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10320","display_name":"Neural Networks and Applications","score":0.9890999794006348,"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":0.9890999794006348,"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/T10427","display_name":"Visual perception and processing mechanisms","score":0.9757999777793884,"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/T11447","display_name":"Blind Source Separation Techniques","score":0.9728000164031982,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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":0.6499740481376648},{"id":"https://openalex.org/keywords/causality","display_name":"Causality (physics)","score":0.6033821702003479},{"id":"https://openalex.org/keywords/bayesian-network","display_name":"Bayesian network","score":0.5905824899673462},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5341379046440125},{"id":"https://openalex.org/keywords/bayesian-probability","display_name":"Bayesian probability","score":0.46048933267593384},{"id":"https://openalex.org/keywords/visual-cortex","display_name":"Visual cortex","score":0.4297850728034973},{"id":"https://openalex.org/keywords/semantic-memory","display_name":"Semantic memory","score":0.4260384738445282},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.40392225980758667},{"id":"https://openalex.org/keywords/cognitive-psychology","display_name":"Cognitive psychology","score":0.38739630579948425},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3634379506111145},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3502236604690552},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.32266998291015625},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.2921610474586487},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.2592923045158386},{"id":"https://openalex.org/keywords/cognition","display_name":"Cognition","score":0.20810332894325256}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6499740481376648},{"id":"https://openalex.org/C64357122","wikidata":"https://www.wikidata.org/wiki/Q1149766","display_name":"Causality (physics)","level":2,"score":0.6033821702003479},{"id":"https://openalex.org/C33724603","wikidata":"https://www.wikidata.org/wiki/Q812540","display_name":"Bayesian network","level":2,"score":0.5905824899673462},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5341379046440125},{"id":"https://openalex.org/C107673813","wikidata":"https://www.wikidata.org/wiki/Q812534","display_name":"Bayesian probability","level":2,"score":0.46048933267593384},{"id":"https://openalex.org/C2779345533","wikidata":"https://www.wikidata.org/wiki/Q75785","display_name":"Visual cortex","level":2,"score":0.4297850728034973},{"id":"https://openalex.org/C197914299","wikidata":"https://www.wikidata.org/wiki/Q18650","display_name":"Semantic memory","level":3,"score":0.4260384738445282},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.40392225980758667},{"id":"https://openalex.org/C180747234","wikidata":"https://www.wikidata.org/wiki/Q23373","display_name":"Cognitive psychology","level":1,"score":0.38739630579948425},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3634379506111145},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3502236604690552},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.32266998291015625},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.2921610474586487},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.2592923045158386},{"id":"https://openalex.org/C169900460","wikidata":"https://www.wikidata.org/wiki/Q2200417","display_name":"Cognition","level":2,"score":0.20810332894325256},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","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}],"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":"D001921","descriptor_name":"Brain","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001921","descriptor_name":"Brain","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001921","descriptor_name":"Brain","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001931","descriptor_name":"Brain Mapping","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D001931","descriptor_name":"Brain Mapping","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D001931","descriptor_name":"Brain Mapping","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008279","descriptor_name":"Magnetic Resonance Imaging","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D008279","descriptor_name":"Magnetic Resonance Imaging","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D008279","descriptor_name":"Magnetic Resonance Imaging","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D012660","descriptor_name":"Semantics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012660","descriptor_name":"Semantics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012660","descriptor_name":"Semantics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D014793","descriptor_name":"Visual Cortex","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D014793","descriptor_name":"Visual Cortex","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D014793","descriptor_name":"Visual Cortex","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true}],"locations_count":2,"locations":[{"id":"doi:10.1142/s0129065724500023","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s0129065724500023","pdf_url":null,"source":{"id":"https://openalex.org/S197665576","display_name":"International Journal of Neural Systems","issn_l":"0129-0657","issn":["0129-0657","1793-6462"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Neural Systems","raw_type":"journal-article"},{"id":"pmid:38084473","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/38084473","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":"International journal of neural systems","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G3833898155","display_name":null,"funder_award_id":"62088102","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3852078645","display_name":null,"funder_award_id":"STI2030","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7079158673","display_name":null,"funder_award_id":"2022ZD0208801","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":34,"referenced_works":["https://openalex.org/W3598568","https://openalex.org/W1528119265","https://openalex.org/W2027334863","https://openalex.org/W2041782669","https://openalex.org/W2071044018","https://openalex.org/W2091845343","https://openalex.org/W2110575115","https://openalex.org/W2122476423","https://openalex.org/W2167237727","https://openalex.org/W2194321275","https://openalex.org/W2507387536","https://openalex.org/W2507706845","https://openalex.org/W2544894372","https://openalex.org/W2774883480","https://openalex.org/W2787579426","https://openalex.org/W2797270586","https://openalex.org/W2808624473","https://openalex.org/W2893712141","https://openalex.org/W2943929207","https://openalex.org/W2946598687","https://openalex.org/W2952666061","https://openalex.org/W2964280368","https://openalex.org/W2966126335","https://openalex.org/W2978678008","https://openalex.org/W2990138404","https://openalex.org/W2992364697","https://openalex.org/W3108575048","https://openalex.org/W4200087080","https://openalex.org/W4281767178","https://openalex.org/W4285066337","https://openalex.org/W4286579687","https://openalex.org/W4327566990","https://openalex.org/W4327697841","https://openalex.org/W4387219550"],"related_works":["https://openalex.org/W2081494945","https://openalex.org/W2389053294","https://openalex.org/W1970893504","https://openalex.org/W4312071518","https://openalex.org/W2901208600","https://openalex.org/W1677090476","https://openalex.org/W830525666","https://openalex.org/W2330229995","https://openalex.org/W3014724311","https://openalex.org/W167306138"],"abstract_inverted_index":{"Functional":[0],"MRI":[1],"(fMRI)":[2],"is":[3],"a":[4,73,95,160],"brain":[5,20,190],"signal":[6],"with":[7],"high":[8],"spatial":[9],"resolution,":[10],"and":[11,15,24,34,40,67,105,121,125,135,145,167,169,192,196],"visual":[12,37,50,103,110,197,202],"cognitive":[13],"processes":[14,199],"semantic":[16,63,187],"information":[17,64,156,166,188],"in":[18,123,149,157,175,189,200],"the":[19,48,54,61,77,91,102,107,141,154,171,176,201,205],"can":[21,152,183],"be":[22],"represented":[23],"obtained":[25],"through":[26],"fMRI.":[27],"In":[28,53],"this":[29,150],"paper,":[30],"we":[31,58,81],"design":[32],"single-graphic":[33],"matched/unmatched":[35],"double-graphic":[36,55,126],"stimulus":[38,56,111,127],"experiments":[39],"collect":[41],"12":[42],"subjects'":[43],"fMRI":[44,87],"data":[45],"to":[46,75],"explore":[47,170],"brain's":[49],"perception":[51,198],"processes.":[52],"experiment,":[57],"focus":[59],"on":[60,90],"high-level":[62,186],"as":[65],"\"matching\",":[66],"remove":[68],"tail-to-tail":[69],"conjunction":[70],"by":[71],"designing":[72],"model":[74,108,182,193],"screen":[76],"matching-related":[78,142],"voxels.":[79],"Then,":[80],"perform":[82],"Bayesian":[83,97],"causal":[84,98,162,172],"learning":[85],"between":[86,164],"voxels":[88],"based":[89],"transfer":[92],"entropy,":[93],"establish":[94],"hierarchical":[96],"network":[99],"(HBcausalNet)":[100],"of":[101,119,204],"cortex,":[104],"use":[106],"for":[109],"image":[112,128],"reconstruction.":[113],"HBcausalNet":[114],"achieves":[115],"an":[116],"average":[117],"accuracy":[118],"70.57%":[120],"53.70%":[122],"single-":[124],"reconstruction":[129],"tasks,":[130],"respectively,":[131],"higher":[132],"than":[133],"HcorrNet":[134],"HcasaulNet.":[136],"The":[137],"results":[138],"show":[139],"that":[140,180],"voxel":[143],"screening":[144],"causality":[146],"analysis":[147],"method":[148],"paper":[151],"extract":[153,185],"\"matching\"":[155],"fMRI,":[158,168],"obtain":[159],"direct":[161],"relationship":[163],"matching":[165],"inference":[173],"process":[174],"brain.":[177,206],"It":[178],"suggests":[179],"our":[181],"effectively":[184],"signals":[191],"effective":[194],"connections":[195],"cortex":[203]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1}],"updated_date":"2026-03-20T23:20:44.827607","created_date":"2025-10-10T00:00:00"}
