{"id":"https://openalex.org/W2167024214","doi":"https://doi.org/10.1109/ijcnn.2007.4371319","title":"Do Neural Models Scale up to a Human Brain?","display_name":"Do Neural Models Scale up to a Human Brain?","publication_year":2007,"publication_date":"2007-08-01","ids":{"openalex":"https://openalex.org/W2167024214","doi":"https://doi.org/10.1109/ijcnn.2007.4371319","mag":"2167024214"},"language":"en","primary_location":{"id":"doi:10.1109/ijcnn.2007.4371319","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ijcnn.2007.4371319","pdf_url":null,"source":{"id":"https://openalex.org/S4210195743","display_name":"IEEE International Conference on Neural Networks/IEEE ... International Conference on Neural Networks","issn_l":"1098-7576","issn":["1098-7576","1558-3902"],"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2007 International Joint Conference on Neural Networks","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/A5006396647","display_name":"Roman V. Belavkin","orcid":"https://orcid.org/0000-0002-2356-1447"},"institutions":[{"id":"https://openalex.org/I60488453","display_name":"Middlesex University","ror":"https://ror.org/01rv4p989","country_code":"GB","type":"education","lineage":["https://openalex.org/I60488453"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"Roman V Belavkin","raw_affiliation_strings":["School of Computing Science, Middlesex University, London, UK"],"affiliations":[{"raw_affiliation_string":"School of Computing Science, Middlesex University, London, UK","institution_ids":["https://openalex.org/I60488453"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5006396647"],"corresponding_institution_ids":["https://openalex.org/I60488453"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.23648649,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":94},"biblio":{"volume":"4","issue":null,"first_page":"2312","last_page":"2317"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10581","display_name":"Neural dynamics and brain function","score":0.9986000061035156,"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":0.9986000061035156,"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/T10320","display_name":"Neural Networks and Applications","score":0.998199999332428,"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/T12946","display_name":"Fractal and DNA sequence analysis","score":0.9848999977111816,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"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/computer-science","display_name":"Computer science","score":0.6908597946166992},{"id":"https://openalex.org/keywords/human-brain","display_name":"Human brain","score":0.6237057447433472},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5931693315505981},{"id":"https://openalex.org/keywords/scale","display_name":"Scale (ratio)","score":0.4966309666633606},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.49630337953567505},{"id":"https://openalex.org/keywords/scaling","display_name":"Scaling","score":0.48005399107933044},{"id":"https://openalex.org/keywords/neural-system","display_name":"Neural system","score":0.4760824739933014},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.46900296211242676},{"id":"https://openalex.org/keywords/neural-activity","display_name":"Neural activity","score":0.455578476190567},{"id":"https://openalex.org/keywords/cognition","display_name":"Cognition","score":0.4546409845352173},{"id":"https://openalex.org/keywords/neurophysiology","display_name":"Neurophysiology","score":0.430893212556839},{"id":"https://openalex.org/keywords/information-processing","display_name":"Information processing","score":0.4281972050666809},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.39934810996055603},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.22456887364387512},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.11302787065505981}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6908597946166992},{"id":"https://openalex.org/C2777670902","wikidata":"https://www.wikidata.org/wiki/Q492038","display_name":"Human brain","level":2,"score":0.6237057447433472},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5931693315505981},{"id":"https://openalex.org/C2778755073","wikidata":"https://www.wikidata.org/wiki/Q10858537","display_name":"Scale (ratio)","level":2,"score":0.4966309666633606},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.49630337953567505},{"id":"https://openalex.org/C99844830","wikidata":"https://www.wikidata.org/wiki/Q102441924","display_name":"Scaling","level":2,"score":0.48005399107933044},{"id":"https://openalex.org/C2986949344","wikidata":"https://www.wikidata.org/wiki/Q9404","display_name":"Neural system","level":2,"score":0.4760824739933014},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.46900296211242676},{"id":"https://openalex.org/C2984127161","wikidata":"https://www.wikidata.org/wiki/Q969316","display_name":"Neural activity","level":2,"score":0.455578476190567},{"id":"https://openalex.org/C169900460","wikidata":"https://www.wikidata.org/wiki/Q2200417","display_name":"Cognition","level":2,"score":0.4546409845352173},{"id":"https://openalex.org/C152478114","wikidata":"https://www.wikidata.org/wiki/Q660910","display_name":"Neurophysiology","level":2,"score":0.430893212556839},{"id":"https://openalex.org/C87868495","wikidata":"https://www.wikidata.org/wiki/Q750843","display_name":"Information processing","level":2,"score":0.4281972050666809},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.39934810996055603},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.22456887364387512},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.11302787065505981},{"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},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/ijcnn.2007.4371319","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ijcnn.2007.4371319","pdf_url":null,"source":{"id":"https://openalex.org/S4210195743","display_name":"IEEE International Conference on Neural Networks/IEEE ... International Conference on Neural Networks","issn_l":"1098-7576","issn":["1098-7576","1558-3902"],"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2007 International Joint Conference on Neural Networks","raw_type":"proceedings-article"},{"id":"pmh:oai:CiteSeerX.psu:10.1.1.159.5775","is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.159.5775","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://www.cwa.mdx.ac.uk/CABot/papers/ijcnn07Roman/rvb-ijcnn07.pdf","raw_type":"text"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","score":0.6200000047683716,"display_name":"Quality Education"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320334627","display_name":"Engineering and Physical Sciences Research Council","ror":"https://ror.org/0439y7842"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":20,"referenced_works":["https://openalex.org/W65738273","https://openalex.org/W274985342","https://openalex.org/W610995111","https://openalex.org/W939886406","https://openalex.org/W1679907412","https://openalex.org/W1977196850","https://openalex.org/W1995341919","https://openalex.org/W2034541289","https://openalex.org/W2072041476","https://openalex.org/W2083402998","https://openalex.org/W2084513257","https://openalex.org/W2088563966","https://openalex.org/W2105934661","https://openalex.org/W2112575974","https://openalex.org/W2125001634","https://openalex.org/W2136518234","https://openalex.org/W2432567885","https://openalex.org/W2907245031","https://openalex.org/W3148271249","https://openalex.org/W4285719527"],"related_works":["https://openalex.org/W2005581776","https://openalex.org/W4255162468","https://openalex.org/W2401869691","https://openalex.org/W2061779150","https://openalex.org/W2610369064","https://openalex.org/W2737685141","https://openalex.org/W2165389751","https://openalex.org/W1969978959","https://openalex.org/W2476135198","https://openalex.org/W2297545632"],"abstract_inverted_index":{"Models":[0],"of":[1,27,45,61,65,82,91,103],"cognition":[2],"generally":[3],"operate":[4],"either":[5],"at":[6],"a":[7,10],"micro":[8,20],"or":[9],"macro":[11],"level.":[12],"It":[13],"is":[14],"not":[15],"clear,":[16],"however,":[17],"if":[18],"the":[19,24,33,42,59,66,80,101],"models":[21],"can":[22],"predict":[23,79],"macroscopic":[25],"properties":[26],"biological":[28],"neural":[29,46],"systems,":[30],"such":[31],"as":[32],"human":[34,108],"brain.":[35,109],"Here,":[36],"I":[37,57,71],"evaluate":[38],"some":[39],"hypotheses":[40],"about":[41],"main":[43],"functions":[44],"processing":[47],"by":[48],"scaling":[49],"them":[50],"to":[51,78,85,96,100],"higher":[52],"levels.":[53],"Using":[54],"neurobiological":[55],"literature,":[56],"estimate":[58],"numbers":[60,81,102],"inputs":[62],"and":[63,75,105],"outputs":[64],"entire":[67],"nervous":[68],"system.":[69],"Then,":[70],"apply":[72],"optimal":[73],"control":[74],"information":[76],"theories":[77],"neurons":[83,104],"required":[84],"implement":[86],"these":[87],"functions.":[88],"The":[89],"addition":[90],"constraints":[92],"on":[93],"connectivity":[94],"leads":[95],"numerical":[97],"estimates":[98],"comparable":[99],"synapses":[106],"in":[107]},"counts_by_year":[{"year":2012,"cited_by_count":1}],"updated_date":"2026-04-05T17:49:38.594831","created_date":"2025-10-10T00:00:00"}
