{"id":"https://openalex.org/W2159339593","doi":"https://doi.org/10.1080/09540090902733863","title":"GLM and SVM analyses of neural response to tonal and atonal stimuli: new techniques and a comparison","display_name":"GLM and SVM analyses of neural response to tonal and atonal stimuli: new techniques and a comparison","publication_year":2009,"publication_date":"2009-05-21","ids":{"openalex":"https://openalex.org/W2159339593","doi":"https://doi.org/10.1080/09540090902733863","mag":"2159339593"},"language":"en","primary_location":{"id":"doi:10.1080/09540090902733863","is_oa":true,"landing_page_url":"https://doi.org/10.1080/09540090902733863","pdf_url":"https://www.tandfonline.com/doi/pdf/10.1080/09540090902733863?download=true","source":{"id":"https://openalex.org/S4210188800","display_name":"Connection Science","issn_l":"0954-0091","issn":["0954-0091","1360-0494"],"is_oa":false,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Connection Science","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"bronze","oa_url":"https://www.tandfonline.com/doi/pdf/10.1080/09540090902733863?download=true","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5028552390","display_name":"Simon Durrant","orcid":"https://orcid.org/0000-0003-3659-179X"},"institutions":[{"id":"https://openalex.org/I28407311","display_name":"University of Manchester","ror":"https://ror.org/027m9bs27","country_code":"GB","type":"education","lineage":["https://openalex.org/I28407311"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"Simon Durrant","raw_affiliation_strings":["\n                   \n               Neuroscience and Aphasin Research Unit, University of Manchester, Manchester, M13 9PL, UK","Neuroscience and Aphasin Research Unit, University of Manchester, Manchester, M13 9PL, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"\n                   \n               Neuroscience and Aphasin Research Unit, University of Manchester, Manchester, M13 9PL, UK","institution_ids":["https://openalex.org/I28407311"]},{"raw_affiliation_string":"Neuroscience and Aphasin Research Unit, University of Manchester, Manchester, M13 9PL, UK","institution_ids":["https://openalex.org/I28407311"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109884841","display_name":"David R. Hardoon","orcid":null},"institutions":[{"id":"https://openalex.org/I45129253","display_name":"University College London","ror":"https://ror.org/02jx3x895","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I45129253"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"David R. Hardoon","raw_affiliation_strings":["\n                   \n               Department of Computer Science, University College London, London, WC1E 6BT, UK","Department of Computer Science, University College London, London, WC1E 6BT, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"\n                   \n               Department of Computer Science, University College London, London, WC1E 6BT, UK","institution_ids":["https://openalex.org/I45129253"]},{"raw_affiliation_string":"Department of Computer Science, University College London, London, WC1E 6BT, UK","institution_ids":["https://openalex.org/I45129253"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Andr\u00e9 Brechmann","orcid":null},"institutions":[{"id":"https://openalex.org/I96578850","display_name":"Leibniz Institute for Neurobiology","ror":"https://ror.org/01zwmgk08","country_code":"DE","type":"facility","lineage":["https://openalex.org/I315704651","https://openalex.org/I96578850"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Andr\u00e9 Brechmann","raw_affiliation_strings":["\n                   \n               Speziallabor Nicht-Invasive Bildgebung, Leibniz Institute for Neurobiology, 39118, Magdeburg, Germany","Speziallabor Nicht-Invasive Bildgebung, Leibniz Institute for Neurobiology, 39118, Magdeburg, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"\n                   \n               Speziallabor Nicht-Invasive Bildgebung, Leibniz Institute for Neurobiology, 39118, Magdeburg, Germany","institution_ids":["https://openalex.org/I96578850"]},{"raw_affiliation_string":"Speziallabor Nicht-Invasive Bildgebung, Leibniz Institute for Neurobiology, 39118, Magdeburg, Germany","institution_ids":["https://openalex.org/I96578850"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047980012","display_name":"John Shawe\u2010Taylor","orcid":"https://orcid.org/0000-0002-2030-0073"},"institutions":[{"id":"https://openalex.org/I45129253","display_name":"University College London","ror":"https://ror.org/02jx3x895","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I45129253"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"John Shawe-Taylor","raw_affiliation_strings":["\n                   \n               Department of Computer Science, University College London, London, WC1E 6BT, UK","Department of Computer Science, University College London, London, WC1E 6BT, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"\n                   \n               Department of Computer Science, University College London, London, WC1E 6BT, UK","institution_ids":["https://openalex.org/I45129253"]},{"raw_affiliation_string":"Department of Computer Science, University College London, London, WC1E 6BT, UK","institution_ids":["https://openalex.org/I45129253"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5071496825","display_name":"Eduardo Reck Miranda","orcid":"https://orcid.org/0000-0002-8306-9585"},"institutions":[{"id":"https://openalex.org/I28407311","display_name":"University of Manchester","ror":"https://ror.org/027m9bs27","country_code":"GB","type":"education","lineage":["https://openalex.org/I28407311"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Eduardo R. Miranda","raw_affiliation_strings":["\n                   \n               Neuroscience and Aphasin Research Unit, University of Manchester, Manchester, M13 9PL, UK","Neuroscience and Aphasin Research Unit, University of Manchester, Manchester, M13 9PL, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"\n                   \n               Neuroscience and Aphasin Research Unit, University of Manchester, Manchester, M13 9PL, UK","institution_ids":["https://openalex.org/I28407311"]},{"raw_affiliation_string":"Neuroscience and Aphasin Research Unit, University of Manchester, Manchester, M13 9PL, UK","institution_ids":["https://openalex.org/I28407311"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5046755761","display_name":"Henning Scheich","orcid":null},"institutions":[{"id":"https://openalex.org/I96578850","display_name":"Leibniz Institute for Neurobiology","ror":"https://ror.org/01zwmgk08","country_code":"DE","type":"facility","lineage":["https://openalex.org/I315704651","https://openalex.org/I96578850"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Henning Scheich","raw_affiliation_strings":["\n                   \n               Speziallabor Nicht-Invasive Bildgebung, Leibniz Institute for Neurobiology, 39118, Magdeburg, Germany","Speziallabor Nicht-Invasive Bildgebung, Leibniz Institute for Neurobiology, 39118, Magdeburg, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"\n                   \n               Speziallabor Nicht-Invasive Bildgebung, Leibniz Institute for Neurobiology, 39118, Magdeburg, Germany","institution_ids":["https://openalex.org/I96578850"]},{"raw_affiliation_string":"Speziallabor Nicht-Invasive Bildgebung, Leibniz Institute for Neurobiology, 39118, Magdeburg, Germany","institution_ids":["https://openalex.org/I96578850"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5028552390"],"corresponding_institution_ids":["https://openalex.org/I28407311"],"apc_list":{"value":1270,"currency":"USD","value_usd":1270},"apc_paid":null,"fwci":0.7029,"has_fulltext":true,"cited_by_count":15,"citation_normalized_percentile":{"value":0.70902725,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":"21","issue":"2-3","first_page":"161","last_page":"175"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10581","display_name":"Neural dynamics and brain function","score":0.9990000128746033,"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":0.9990000128746033,"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/T10788","display_name":"Neuroscience and Music Perception","score":0.9976999759674072,"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":0.9969000220298767,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.83626788854599},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.722025990486145},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7010531425476074},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6959689855575562},{"id":"https://openalex.org/keywords/similarity","display_name":"Similarity (geometry)","score":0.4864754378795624},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.44568175077438354},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3440017104148865}],"concepts":[{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.83626788854599},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.722025990486145},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7010531425476074},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6959689855575562},{"id":"https://openalex.org/C103278499","wikidata":"https://www.wikidata.org/wiki/Q254465","display_name":"Similarity (geometry)","level":3,"score":0.4864754378795624},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.44568175077438354},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3440017104148865},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.0}],"mesh":[],"locations_count":5,"locations":[{"id":"doi:10.1080/09540090902733863","is_oa":true,"landing_page_url":"https://doi.org/10.1080/09540090902733863","pdf_url":"https://www.tandfonline.com/doi/pdf/10.1080/09540090902733863?download=true","source":{"id":"https://openalex.org/S4210188800","display_name":"Connection Science","issn_l":"0954-0091","issn":["0954-0091","1360-0494"],"is_oa":false,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Connection Science","raw_type":"journal-article"},{"id":"pmh:oai:eprints.lincoln.ac.uk:4722","is_oa":false,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4377196275","display_name":"Lincoln Repository (University of Lincoln)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I51532219","host_organization_name":"University of Lincoln","host_organization_lineage":["https://openalex.org/I51532219"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":"","raw_type":"Article"},{"id":"pmh:oai:eprints.ucl.ac.uk.OAI2:1336832","is_oa":false,"landing_page_url":"http://discovery.ucl.ac.uk/1336832/","pdf_url":null,"source":{"id":"https://openalex.org/S4306400024","display_name":"UCL Discovery (University College London)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I45129253","host_organization_name":"University College London","host_organization_lineage":["https://openalex.org/I45129253"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"   CONNECTION SCIENCE , 21  (2-3)   pp. 161-175.   (2009)      ","raw_type":"Article"},{"id":"pmh:oai:eprints.ucl.ac.uk.OAI2:79208","is_oa":false,"landing_page_url":"http://discovery.ucl.ac.uk/79208/","pdf_url":null,"source":{"id":"https://openalex.org/S4306400024","display_name":"UCL Discovery (University College London)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I45129253","host_organization_name":"University College London","host_organization_lineage":["https://openalex.org/I45129253"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"   CONNECTION SCIENCE , 21  (2-3)   pp. 161-175.   (2009)      ","raw_type":"Article"},{"id":"pmh:oai:figshare.com:article/24394216","is_oa":true,"landing_page_url":"https://figshare.com/articles/journal_contribution/GLM_and_SVM_analyses_of_neural_response_to_tonal_and_atonal_stimuli_new_techniques_and_a_comparison/24394216","pdf_url":null,"source":{"id":"https://openalex.org/S4377196282","display_name":"Figshare","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210132348","host_organization_name":"Figshare (United Kingdom)","host_organization_lineage":["https://openalex.org/I4210132348"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Text"}],"best_oa_location":{"id":"doi:10.1080/09540090902733863","is_oa":true,"landing_page_url":"https://doi.org/10.1080/09540090902733863","pdf_url":"https://www.tandfonline.com/doi/pdf/10.1080/09540090902733863?download=true","source":{"id":"https://openalex.org/S4210188800","display_name":"Connection Science","issn_l":"0954-0091","issn":["0954-0091","1360-0494"],"is_oa":false,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Connection Science","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","score":0.5400000214576721,"display_name":"Quality Education"}],"awards":[{"id":"https://openalex.org/G5063508391","display_name":null,"funder_award_id":"EP/D063612/1","funder_id":"https://openalex.org/F4320334627","funder_display_name":"Engineering and Physical Sciences Research Council"},{"id":"https://openalex.org/G6397578129","display_name":null,"funder_award_id":"EP/D062934/1","funder_id":"https://openalex.org/F4320334627","funder_display_name":"Engineering and Physical Sciences Research Council"}],"funders":[{"id":"https://openalex.org/F4320334627","display_name":"Engineering and Physical Sciences Research Council","ror":"https://ror.org/0439y7842"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2159339593.pdf","grobid_xml":"https://content.openalex.org/works/W2159339593.grobid-xml"},"referenced_works_count":31,"referenced_works":["https://openalex.org/W740415","https://openalex.org/W169914508","https://openalex.org/W1563088657","https://openalex.org/W1972684956","https://openalex.org/W1974520217","https://openalex.org/W2007483873","https://openalex.org/W2007804187","https://openalex.org/W2024595034","https://openalex.org/W2041716195","https://openalex.org/W2042978954","https://openalex.org/W2046513060","https://openalex.org/W2048631316","https://openalex.org/W2087347434","https://openalex.org/W2087979128","https://openalex.org/W2106664807","https://openalex.org/W2112532472","https://openalex.org/W2113889563","https://openalex.org/W2116649573","https://openalex.org/W2117914928","https://openalex.org/W2121742207","https://openalex.org/W2127531787","https://openalex.org/W2129158941","https://openalex.org/W2139906140","https://openalex.org/W2156909104","https://openalex.org/W2319171828","https://openalex.org/W2485403294","https://openalex.org/W2487177030","https://openalex.org/W3152046960","https://openalex.org/W4231623949","https://openalex.org/W4252474431","https://openalex.org/W4301017465"],"related_works":["https://openalex.org/W2090763504","https://openalex.org/W148178222","https://openalex.org/W2104657898","https://openalex.org/W1948992892","https://openalex.org/W1886884218","https://openalex.org/W1910826599","https://openalex.org/W1980100242","https://openalex.org/W2530420969","https://openalex.org/W2051187167","https://openalex.org/W4315815996"],"abstract_inverted_index":{"This":[0],"paper":[1],"gives":[2],"both":[3,27],"general":[4],"linear":[5],"model":[6],"(GLM)":[7],"and":[8,29,35,76,111,121,133,153,160],"support":[9],"vector":[10],"machine":[11],"(SVM)":[12],"analyses":[13],"of":[14,24,56,67,73,87,96,102,108,116,149],"an":[15],"experiment":[16],"concerned":[17],"with":[18],"tonality":[19],"in":[20,93,99,143,147,164],"music.The":[21],"two":[22],"forms":[23],"analysis":[25],"are":[26],"contrasted":[28],"used":[30],"to":[31,105,140],"complement":[32],"each":[33],"other,":[34],"a":[36,43,83,94,112],"new":[37],"technique":[38],"employing":[39],"the":[40,47,54,58,65,68,77,88,97,100,106,109,126,144],"GLM":[41,122],"as":[42],"pre-processing":[44],"step":[45],"for":[46],"SVM":[48,51,89,110,119,127],"is":[49,52,80,91,128,135],"presented.The":[50],"given":[53,92],"task":[55,146],"classifying":[57],"stimulus":[59],"conditions":[60],"(tonal":[61],"or":[62],"atonal)":[63],"on":[64],"basis":[66],"blood":[69],"oxygen":[70],"level-dependent":[71],"signal":[72],"novel":[74],"data,":[75],"prediction":[78],"performance":[79,90],"evaluated.In":[81],"addition,":[82],"more":[84],"detailed":[85],"assessment":[86],"comparison":[95],"similarity":[98,117],"identification":[101],"voxels":[103],"relevant":[104,131],"classification":[107,145],"GLM.A":[113],"high":[114],"level":[115],"between":[118],"weight":[120],"t-maps":[123],"demonstrate":[124],"that":[125,137,155],"successfully":[129],"identifying":[130],"voxels,":[132],"it":[134,139],"this":[136],"allows":[138],"perform":[141],"well":[142],"spite":[148],"very":[150],"noisy":[151],"data":[152],"stimuli":[154],"involve":[156],"higher-order":[157],"cognitive":[158],"functions":[159],"considerably":[161],"inter-subject":[162],"variation":[163],"neural":[165],"response.":[166]},"counts_by_year":[{"year":2021,"cited_by_count":1},{"year":2017,"cited_by_count":2},{"year":2016,"cited_by_count":3},{"year":2015,"cited_by_count":1},{"year":2014,"cited_by_count":2}],"updated_date":"2026-07-02T09:51:11.867554","created_date":"2025-10-10T00:00:00"}
