{"id":"https://openalex.org/W1909932354","doi":"https://doi.org/10.15439/2015f147","title":"Brain Image Classification Based on Automated Morphometry and Penalised Linear Discriminant Analysis with Resampling","display_name":"Brain Image Classification Based on Automated Morphometry and Penalised Linear Discriminant Analysis with Resampling","publication_year":2015,"publication_date":"2015-10-11","ids":{"openalex":"https://openalex.org/W1909932354","doi":"https://doi.org/10.15439/2015f147","mag":"1909932354"},"language":"en","primary_location":{"id":"doi:10.15439/2015f147","is_oa":true,"landing_page_url":"https://doi.org/10.15439/2015f147","pdf_url":"https://annals-csis.org/proceedings/2015/pliks/147.pdf","source":{"id":"https://openalex.org/S4220651875","display_name":"Annals of Computer Science and Information Systems","issn_l":"2300-5963","issn":["2300-5963"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":"https://openalex.org/P4310317484","host_organization_name":"Polskie Towarzystwo Informatyczne","host_organization_lineage":["https://openalex.org/P4310317484"],"host_organization_lineage_names":["Polskie Towarzystwo Informatyczne"],"type":"conference"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Annals of Computer Science and Information Systems","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://annals-csis.org/proceedings/2015/pliks/147.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5108379015","display_name":"Eva Janou\u0161ov\u00e1","orcid":null},"institutions":[{"id":"https://openalex.org/I21449261","display_name":"Masaryk University","ror":"https://ror.org/02j46qs45","country_code":"CZ","type":"education","lineage":["https://openalex.org/I21449261"]}],"countries":["CZ"],"is_corresponding":false,"raw_author_name":"Eva Janou\u0161ov\u00e1","raw_affiliation_strings":["Masaryk University, Institute of Biostatistics and Analyses, Kamenice 3, 625 00 Brno, Czech Republic"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Masaryk University, Institute of Biostatistics and Analyses, Kamenice 3, 625 00 Brno, Czech Republic","institution_ids":["https://openalex.org/I21449261"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024196894","display_name":"Daniel Schwarz","orcid":"https://orcid.org/0000-0002-7261-0022"},"institutions":[{"id":"https://openalex.org/I21449261","display_name":"Masaryk University","ror":"https://ror.org/02j46qs45","country_code":"CZ","type":"education","lineage":["https://openalex.org/I21449261"]}],"countries":["CZ"],"is_corresponding":false,"raw_author_name":"Daniel Schwarz","raw_affiliation_strings":["Masaryk University, Institute of Biostatistics and Analyses, Kamenice 3, 625 00 Brno, Czech Republic"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Masaryk University, Institute of Biostatistics and Analyses, Kamenice 3, 625 00 Brno, Czech Republic","institution_ids":["https://openalex.org/I21449261"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010581004","display_name":"Giovanni Montana","orcid":"https://orcid.org/0000-0003-3942-3900"},"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":"Giovanni Montana","raw_affiliation_strings":["Imperial College London SW7 2AZ, United Kingdom;"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Imperial College London SW7 2AZ, United Kingdom;","institution_ids":["https://openalex.org/I47508984"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5021432986","display_name":"Tom\u00e1\u0161 Ka\u0161p\u00e1rek","orcid":"https://orcid.org/0000-0002-9876-1072"},"institutions":[{"id":"https://openalex.org/I21449261","display_name":"Masaryk University","ror":"https://ror.org/02j46qs45","country_code":"CZ","type":"education","lineage":["https://openalex.org/I21449261"]}],"countries":["CZ"],"is_corresponding":false,"raw_author_name":"Tomas Kasparek","raw_affiliation_strings":["Masaryk University, Department of Psychiatry, Jihlavska 20, Brno, Czech Republic"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Masaryk University, Department of Psychiatry, Jihlavska 20, Brno, Czech Republic","institution_ids":["https://openalex.org/I21449261"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.5504,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.68461538,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":94},"biblio":{"volume":"5","issue":null,"first_page":"263","last_page":"268"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10241","display_name":"Functional Brain Connectivity Studies","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/T10241","display_name":"Functional Brain Connectivity Studies","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/T11304","display_name":"Advanced Neuroimaging 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"}},{"id":"https://openalex.org/T10581","display_name":"Neural dynamics and brain function","score":0.9824000000953674,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/linear-discriminant-analysis","display_name":"Linear discriminant analysis","score":0.8317168354988098},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.7368037700653076},{"id":"https://openalex.org/keywords/resampling","display_name":"Resampling","score":0.6174556016921997},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.612162709236145},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5405565500259399},{"id":"https://openalex.org/keywords/discriminant","display_name":"Discriminant","score":0.5184747576713562},{"id":"https://openalex.org/keywords/contextual-image-classification","display_name":"Contextual image classification","score":0.42399388551712036},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.25915127992630005}],"concepts":[{"id":"https://openalex.org/C69738355","wikidata":"https://www.wikidata.org/wiki/Q1228929","display_name":"Linear discriminant analysis","level":2,"score":0.8317168354988098},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7368037700653076},{"id":"https://openalex.org/C150921843","wikidata":"https://www.wikidata.org/wiki/Q1170431","display_name":"Resampling","level":2,"score":0.6174556016921997},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.612162709236145},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5405565500259399},{"id":"https://openalex.org/C78397625","wikidata":"https://www.wikidata.org/wiki/Q192487","display_name":"Discriminant","level":2,"score":0.5184747576713562},{"id":"https://openalex.org/C75294576","wikidata":"https://www.wikidata.org/wiki/Q5165192","display_name":"Contextual image classification","level":3,"score":0.42399388551712036},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.25915127992630005}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.15439/2015f147","is_oa":true,"landing_page_url":"https://doi.org/10.15439/2015f147","pdf_url":"https://annals-csis.org/proceedings/2015/pliks/147.pdf","source":{"id":"https://openalex.org/S4220651875","display_name":"Annals of Computer Science and Information Systems","issn_l":"2300-5963","issn":["2300-5963"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":"https://openalex.org/P4310317484","host_organization_name":"Polskie Towarzystwo Informatyczne","host_organization_lineage":["https://openalex.org/P4310317484"],"host_organization_lineage_names":["Polskie Towarzystwo Informatyczne"],"type":"conference"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Annals of Computer Science and Information Systems","raw_type":"proceedings-article"},{"id":"pmh:oai:doaj.org/article:fff8418c847746cd843ee42a5bee7395","is_oa":false,"landing_page_url":"https://doaj.org/article/fff8418c847746cd843ee42a5bee7395","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Annals of computer science and information systems, Vol 5, Pp 263-268 (2015)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.15439/2015f147","is_oa":true,"landing_page_url":"https://doi.org/10.15439/2015f147","pdf_url":"https://annals-csis.org/proceedings/2015/pliks/147.pdf","source":{"id":"https://openalex.org/S4220651875","display_name":"Annals of Computer Science and Information Systems","issn_l":"2300-5963","issn":["2300-5963"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":"https://openalex.org/P4310317484","host_organization_name":"Polskie Towarzystwo Informatyczne","host_organization_lineage":["https://openalex.org/P4310317484"],"host_organization_lineage_names":["Polskie Towarzystwo Informatyczne"],"type":"conference"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Annals of Computer Science and Information Systems","raw_type":"proceedings-article"},"sustainable_development_goals":[{"score":0.7400000095367432,"display_name":"Reduced inequalities","id":"https://metadata.un.org/sdg/10"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W1909932354.pdf","grobid_xml":"https://content.openalex.org/works/W1909932354.grobid-xml"},"referenced_works_count":28,"referenced_works":["https://openalex.org/W33166533","https://openalex.org/W1585520225","https://openalex.org/W1589739887","https://openalex.org/W1915008591","https://openalex.org/W1967046944","https://openalex.org/W1985994929","https://openalex.org/W2004230500","https://openalex.org/W2004559917","https://openalex.org/W2024892607","https://openalex.org/W2039397313","https://openalex.org/W2043736016","https://openalex.org/W2044630202","https://openalex.org/W2046847841","https://openalex.org/W2093456323","https://openalex.org/W2110909555","https://openalex.org/W2112167819","https://openalex.org/W2123225824","https://openalex.org/W2125193929","https://openalex.org/W2142106055","https://openalex.org/W2146682440","https://openalex.org/W2156123885","https://openalex.org/W2158766056","https://openalex.org/W2162253495","https://openalex.org/W2168251919","https://openalex.org/W2170644672","https://openalex.org/W2216987432","https://openalex.org/W4366082585","https://openalex.org/W6647040471"],"related_works":["https://openalex.org/W2350751952","https://openalex.org/W2362114017","https://openalex.org/W1999647744","https://openalex.org/W3147024994","https://openalex.org/W1978302214","https://openalex.org/W2063246903","https://openalex.org/W2374055396","https://openalex.org/W2021817983","https://openalex.org/W2134569917","https://openalex.org/W1997215353"],"abstract_inverted_index":{"This":[0],"paper":[1],"presents":[2],"a":[3],"new":[4],"data-driven":[5],"classification":[6,70,80],"pipeline":[7],"for":[8],"discriminating":[9],"two":[10],"groups":[11],"of":[12,19,41,91],"individuals":[13],"based":[14,37],"on":[15,38],"the":[16,42,50,53,58,72,102],"medical":[17],"images":[18,45,90],"their":[20],"brain.":[21],"The":[22,34,62,79],"algorithm":[23],"combines":[24],"deformation-based":[25],"morphometry":[26],"and":[27,69,96],"penalised":[28,73],"linear":[29,74],"discriminant":[30,75],"analysis":[31,76],"with":[32,77,86],"resampling.":[33,78],"method":[35],"is":[36,99],"sparse":[39,63],"representation":[40],"original":[43],"brain":[44,54,89],"using":[46],"deformation":[47],"logarithms":[48],"reflecting":[49],"differences":[51],"in":[52,55,83],"comparison":[56],"to":[57,101],"normal":[59],"template":[60],"anatomy.":[61],"data":[64,67],"enables":[65],"efficient":[66],"reduction":[68],"via":[71],"accuracy":[81],"obtained":[82],"an":[84],"experiment":[85],"magnetic":[87],"resonance":[88],"first":[92],"episode":[93],"schizophrenia":[94],"patients":[95],"healthy":[97],"controls":[98],"comparable":[100],"related":[103],"state-of-the-art":[104],"studies.":[105]},"counts_by_year":[{"year":2016,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}