{"id":"https://openalex.org/W2060429528","doi":"https://doi.org/10.1109/isbi.2010.5490188","title":"Inference of functional connectivity from structural brain connectivity","display_name":"Inference of functional connectivity from structural brain connectivity","publication_year":2010,"publication_date":"2010-01-01","ids":{"openalex":"https://openalex.org/W2060429528","doi":"https://doi.org/10.1109/isbi.2010.5490188","mag":"2060429528"},"language":"en","primary_location":{"id":"doi:10.1109/isbi.2010.5490188","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isbi.2010.5490188","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2010 IEEE International Symposium on Biomedical Imaging: From Nano to Macro","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/A5082776788","display_name":"Fani Deligianni","orcid":"https://orcid.org/0000-0003-1306-5017"},"institutions":[{"id":"https://openalex.org/I47508984","display_name":"Imperial College London","ror":"https://ror.org/041kmwe10","country_code":"GB","type":"education","lineage":["https://openalex.org/I47508984"]},{"id":"https://openalex.org/I2801748203","display_name":"Hammersmith Hospital","ror":"https://ror.org/05jg8yp15","country_code":"GB","type":"healthcare","lineage":["https://openalex.org/I153355300","https://openalex.org/I2801748203"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"Fani Deligianni","raw_affiliation_strings":["Department of Computing, Imperial College, London, UK","Institute of Clinical Sciences, Imperial College and MRC Clinical Sciences Centre, Hammersmith Hospital, London, UK"],"affiliations":[{"raw_affiliation_string":"Department of Computing, Imperial College, London, UK","institution_ids":["https://openalex.org/I47508984"]},{"raw_affiliation_string":"Institute of Clinical Sciences, Imperial College and MRC Clinical Sciences Centre, Hammersmith Hospital, London, UK","institution_ids":["https://openalex.org/I2801748203"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068281609","display_name":"Emma C. Robinson","orcid":"https://orcid.org/0000-0002-7886-3426"},"institutions":[{"id":"https://openalex.org/I47508984","display_name":"Imperial College London","ror":"https://ror.org/041kmwe10","country_code":"GB","type":"education","lineage":["https://openalex.org/I47508984"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Emma C. Robinson","raw_affiliation_strings":["Department of Computing, Imperial College, London, UK"],"affiliations":[{"raw_affiliation_string":"Department of Computing, Imperial College, London, UK","institution_ids":["https://openalex.org/I47508984"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057492639","display_name":"Christian F. Beckmann","orcid":"https://orcid.org/0000-0002-3373-3193"},"institutions":[{"id":"https://openalex.org/I47508984","display_name":"Imperial College London","ror":"https://ror.org/041kmwe10","country_code":"GB","type":"education","lineage":["https://openalex.org/I47508984"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Christian F. Beckmann","raw_affiliation_strings":["Clinical Neuroscience Department, Division of Neuroscience and Mental Health, Imperial College, London, UK"],"affiliations":[{"raw_affiliation_string":"Clinical Neuroscience Department, Division of Neuroscience and Mental Health, Imperial College, London, UK","institution_ids":["https://openalex.org/I47508984"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042936423","display_name":"David Sharp","orcid":"https://orcid.org/0000-0003-4995-2240"},"institutions":[{"id":"https://openalex.org/I47508984","display_name":"Imperial College London","ror":"https://ror.org/041kmwe10","country_code":"GB","type":"education","lineage":["https://openalex.org/I47508984"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"David Sharp","raw_affiliation_strings":["Clinical Neuroscience Department, Division of Neuroscience and Mental Health, Imperial College, London, UK"],"affiliations":[{"raw_affiliation_string":"Clinical Neuroscience Department, Division of Neuroscience and Mental Health, Imperial College, London, UK","institution_ids":["https://openalex.org/I47508984"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5001110677","display_name":"A. David Edwards","orcid":"https://orcid.org/0000-0003-4801-7066"},"institutions":[{"id":"https://openalex.org/I2801748203","display_name":"Hammersmith Hospital","ror":"https://ror.org/05jg8yp15","country_code":"GB","type":"healthcare","lineage":["https://openalex.org/I153355300","https://openalex.org/I2801748203"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"A. David Edwards","raw_affiliation_strings":["Institute of Clinical Sciences, Imperial College and MRC Clinical Sciences Centre, Hammersmith Hospital, London, UK"],"affiliations":[{"raw_affiliation_string":"Institute of Clinical Sciences, Imperial College and MRC Clinical Sciences Centre, Hammersmith Hospital, London, UK","institution_ids":["https://openalex.org/I2801748203"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5006461848","display_name":"Daniel Rueckert","orcid":"https://orcid.org/0000-0002-5683-5889"},"institutions":[{"id":"https://openalex.org/I47508984","display_name":"Imperial College London","ror":"https://ror.org/041kmwe10","country_code":"GB","type":"education","lineage":["https://openalex.org/I47508984"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Daniel Rueckert","raw_affiliation_strings":["Department of Computing, Imperial College, London, UK"],"affiliations":[{"raw_affiliation_string":"Department of Computing, Imperial College, London, UK","institution_ids":["https://openalex.org/I47508984"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5082776788"],"corresponding_institution_ids":["https://openalex.org/I2801748203","https://openalex.org/I47508984"],"apc_list":null,"apc_paid":null,"fwci":1.2541,"has_fulltext":false,"cited_by_count":10,"citation_normalized_percentile":{"value":0.78581293,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10241","display_name":"Functional Brain Connectivity Studies","score":1.0,"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/T10241","display_name":"Functional Brain Connectivity Studies","score":1.0,"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/T11304","display_name":"Advanced Neuroimaging Techniques and Applications","score":0.9994000196456909,"subfield":{"id":"https://openalex.org/subfields/2741","display_name":"Radiology, Nuclear Medicine and Imaging"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T10378","display_name":"Advanced MRI Techniques and Applications","score":0.9980999827384949,"subfield":{"id":"https://openalex.org/subfields/2741","display_name":"Radiology, Nuclear Medicine and Imaging"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7066706418991089},{"id":"https://openalex.org/keywords/functional-connectivity","display_name":"Functional connectivity","score":0.6450454592704773},{"id":"https://openalex.org/keywords/neurophysiology","display_name":"Neurophysiology","score":0.6407548189163208},{"id":"https://openalex.org/keywords/inference","display_name":"Inference","score":0.6234758496284485},{"id":"https://openalex.org/keywords/dimensionality-reduction","display_name":"Dimensionality reduction","score":0.57866370677948},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5449884533882141},{"id":"https://openalex.org/keywords/measure","display_name":"Measure (data warehouse)","score":0.4994370937347412},{"id":"https://openalex.org/keywords/curse-of-dimensionality","display_name":"Curse of dimensionality","score":0.48458898067474365},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.47423240542411804},{"id":"https://openalex.org/keywords/statistical-inference","display_name":"Statistical inference","score":0.46680524945259094},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.43853089213371277},{"id":"https://openalex.org/keywords/functional-data-analysis","display_name":"Functional data analysis","score":0.41011083126068115},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4018230438232422},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.1769799292087555},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.11292356252670288},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.09661397337913513},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.0944642722606659}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7066706418991089},{"id":"https://openalex.org/C3018011982","wikidata":"https://www.wikidata.org/wiki/Q7316120","display_name":"Functional connectivity","level":2,"score":0.6450454592704773},{"id":"https://openalex.org/C152478114","wikidata":"https://www.wikidata.org/wiki/Q660910","display_name":"Neurophysiology","level":2,"score":0.6407548189163208},{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.6234758496284485},{"id":"https://openalex.org/C70518039","wikidata":"https://www.wikidata.org/wiki/Q16000077","display_name":"Dimensionality reduction","level":2,"score":0.57866370677948},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5449884533882141},{"id":"https://openalex.org/C2780009758","wikidata":"https://www.wikidata.org/wiki/Q6804172","display_name":"Measure (data warehouse)","level":2,"score":0.4994370937347412},{"id":"https://openalex.org/C111030470","wikidata":"https://www.wikidata.org/wiki/Q1430460","display_name":"Curse of dimensionality","level":2,"score":0.48458898067474365},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.47423240542411804},{"id":"https://openalex.org/C134261354","wikidata":"https://www.wikidata.org/wiki/Q938438","display_name":"Statistical inference","level":2,"score":0.46680524945259094},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.43853089213371277},{"id":"https://openalex.org/C51820054","wikidata":"https://www.wikidata.org/wiki/Q5508814","display_name":"Functional data analysis","level":2,"score":0.41011083126068115},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4018230438232422},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.1769799292087555},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.11292356252670288},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.09661397337913513},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.0944642722606659}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/isbi.2010.5490188","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isbi.2010.5490188","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2010 IEEE International Symposium on Biomedical Imaging: From Nano to Macro","raw_type":"proceedings-article"},{"id":"pmh:oai:eprints.gla.ac.uk:208077","is_oa":false,"landing_page_url":"http://eprints.gla.ac.uk/208077/","pdf_url":null,"source":{"id":"https://openalex.org/S4210235606","display_name":"ENLIGHTEN (Jurnal Bimbingan dan Konseling Islam)","issn_l":"2622-8912","issn":["2622-8912","2622-8920"],"is_oa":false,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Conference Proceedings"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320320283","display_name":"Imperial College London","ror":"https://ror.org/041kmwe10"},{"id":"https://openalex.org/F4320334626","display_name":"Medical Research Council","ror":"https://ror.org/03x94j517"},{"id":"https://openalex.org/F4320336039","display_name":"NIHR Imperial Biomedical Research Centre","ror":"https://ror.org/01kmhx639"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":22,"referenced_works":["https://openalex.org/W1517839093","https://openalex.org/W1522736755","https://openalex.org/W1528119265","https://openalex.org/W1979286792","https://openalex.org/W2001141328","https://openalex.org/W2006096283","https://openalex.org/W2008655880","https://openalex.org/W2010001739","https://openalex.org/W2018662705","https://openalex.org/W2021768951","https://openalex.org/W2034410483","https://openalex.org/W2078152479","https://openalex.org/W2078204079","https://openalex.org/W2102600873","https://openalex.org/W2113576511","https://openalex.org/W2120895215","https://openalex.org/W2131181615","https://openalex.org/W2142059961","https://openalex.org/W2159929956","https://openalex.org/W2168396492","https://openalex.org/W3184801616","https://openalex.org/W6631339643"],"related_works":["https://openalex.org/W2915014248","https://openalex.org/W3176621072","https://openalex.org/W2299080873","https://openalex.org/W63251931","https://openalex.org/W2995475466","https://openalex.org/W2356785732","https://openalex.org/W4380789568","https://openalex.org/W2158956744","https://openalex.org/W4239033281","https://openalex.org/W4220765046"],"abstract_inverted_index":{"Studies":[0],"that":[1],"examine":[2],"the":[3,18,77],"relationship":[4,19],"of":[5,31,73,79,83],"functional":[6,21,44,55],"and":[7,22,69,81,90],"structural":[8,23,50,58],"connectivity":[9,24,56],"are":[10],"tremendously":[11],"important":[12],"in":[13],"interpreting":[14],"neurophysiological":[15],"data.":[16,51],"Although,":[17],"between":[20],"has":[25],"been":[26],"explored":[27],"with":[28],"a":[29,63,95],"number":[30],"statistical":[32],"tools,":[33],"there":[34],"is":[35],"no":[36],"explicit":[37],"attempt":[38],"to":[39],"quantitatively":[40],"measure":[41],"how":[42],"well":[43],"data":[45],"can":[46],"be":[47],"predicted":[48],"from":[49,57],"Here,":[52],"we":[53],"predict":[54],"connectivity,":[59],"explicitly,":[60],"by":[61],"utilizing":[62],"predictive":[64],"model":[65],"based":[66,93],"on":[67,94],"PCA":[68],"CCA.":[70],"The":[71],"combination":[72],"these":[74],"techniques":[75],"allowed":[76],"reduction":[78],"dimensionality":[80],"modeling":[82],"inter-correlations,":[84],"successfully.":[85],"We":[86],"provide":[87],"both":[88],"qualitative":[89],"quantitative":[91],"results":[92],"leave-one-out":[96],"validation.":[97]},"counts_by_year":[{"year":2023,"cited_by_count":1},{"year":2021,"cited_by_count":1},{"year":2016,"cited_by_count":1},{"year":2013,"cited_by_count":3},{"year":2012,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}