{"id":"https://openalex.org/W2525223310","doi":"https://doi.org/10.1007/978-3-319-47364-2_5","title":"Assisting the Diagnosis of Neurodegenerative Disorders Using Principal Component Analysis and TensorFlow","display_name":"Assisting the Diagnosis of Neurodegenerative Disorders Using Principal Component Analysis and TensorFlow","publication_year":2016,"publication_date":"2016-09-30","ids":{"openalex":"https://openalex.org/W2525223310","doi":"https://doi.org/10.1007/978-3-319-47364-2_5","mag":"2525223310"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-319-47364-2_5","is_oa":true,"landing_page_url":"https://doi.org/10.1007/978-3-319-47364-2_5","pdf_url":null,"source":{"id":"https://openalex.org/S2764905038","display_name":"Advances in intelligent systems and computing","issn_l":"2194-5357","issn":["2194-5357","2194-5365"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"book series"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Advances in Intelligent Systems and Computing","raw_type":"book-chapter"},"type":"book-chapter","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://doi.org/10.1007/978-3-319-47364-2_5","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5018314596","display_name":"F. Segovia","orcid":"https://orcid.org/0000-0003-1940-8834"},"institutions":[{"id":"https://openalex.org/I173304897","display_name":"Universidad de Granada","ror":"https://ror.org/04njjy449","country_code":"ES","type":"education","lineage":["https://openalex.org/I173304897"]}],"countries":["ES"],"is_corresponding":true,"raw_author_name":"Ferm\u00edn Segovia","raw_affiliation_strings":["Department of Signal Theory, Networking and Communications, University of Granada, Granada, Spain"],"affiliations":[{"raw_affiliation_string":"Department of Signal Theory, Networking and Communications, University of Granada, Granada, Spain","institution_ids":["https://openalex.org/I173304897"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5019048064","display_name":"Marcelo Garc\u00eda-P\u00e9rez","orcid":null},"institutions":[{"id":"https://openalex.org/I173304897","display_name":"Universidad de Granada","ror":"https://ror.org/04njjy449","country_code":"ES","type":"education","lineage":["https://openalex.org/I173304897"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Marcelo Garc\u00eda-P\u00e9rez","raw_affiliation_strings":["Department of Signal Theory, Networking and Communications, University of Granada, Granada, Spain"],"affiliations":[{"raw_affiliation_string":"Department of Signal Theory, Networking and Communications, University of Granada, Granada, Spain","institution_ids":["https://openalex.org/I173304897"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011354002","display_name":"J. M. G\u00f3rriz","orcid":"https://orcid.org/0000-0001-7069-1714"},"institutions":[{"id":"https://openalex.org/I173304897","display_name":"Universidad de Granada","ror":"https://ror.org/04njjy449","country_code":"ES","type":"education","lineage":["https://openalex.org/I173304897"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Juan Manuel G\u00f3rriz","raw_affiliation_strings":["Department of Signal Theory, Networking and Communications, University of Granada, Granada, Spain"],"affiliations":[{"raw_affiliation_string":"Department of Signal Theory, Networking and Communications, University of Granada, Granada, Spain","institution_ids":["https://openalex.org/I173304897"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067023995","display_name":"Javier Ram\u0131\u0301rez","orcid":"https://orcid.org/0000-0002-6229-2921"},"institutions":[{"id":"https://openalex.org/I173304897","display_name":"Universidad de Granada","ror":"https://ror.org/04njjy449","country_code":"ES","type":"education","lineage":["https://openalex.org/I173304897"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Javier Ram\u00edrez","raw_affiliation_strings":["Department of Signal Theory, Networking and Communications, University of Granada, Granada, Spain"],"affiliations":[{"raw_affiliation_string":"Department of Signal Theory, Networking and Communications, University of Granada, Granada, Spain","institution_ids":["https://openalex.org/I173304897"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5002808678","display_name":"Francisco J. Mart\u00ednez-Murcia","orcid":"https://orcid.org/0000-0001-8146-7056"},"institutions":[{"id":"https://openalex.org/I173304897","display_name":"Universidad de Granada","ror":"https://ror.org/04njjy449","country_code":"ES","type":"education","lineage":["https://openalex.org/I173304897"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Francisco Jes\u00fas Mart\u00ednez-Murcia","raw_affiliation_strings":["Department of Signal Theory, Networking and Communications, University of Granada, Granada, Spain"],"affiliations":[{"raw_affiliation_string":"Department of Signal Theory, Networking and Communications, University of Granada, Granada, Spain","institution_ids":["https://openalex.org/I173304897"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5018314596"],"corresponding_institution_ids":["https://openalex.org/I173304897"],"apc_list":null,"apc_paid":null,"fwci":2.0803,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.88323489,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":null,"issue":null,"first_page":"43","last_page":"52"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10085","display_name":"Parkinson's Disease Mechanisms and Treatments","score":0.9994999766349792,"subfield":{"id":"https://openalex.org/subfields/2728","display_name":"Neurology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T10085","display_name":"Parkinson's Disease Mechanisms and Treatments","score":0.9994999766349792,"subfield":{"id":"https://openalex.org/subfields/2728","display_name":"Neurology"},"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/T10919","display_name":"Neurological disorders and treatments","score":0.9959999918937683,"subfield":{"id":"https://openalex.org/subfields/2728","display_name":"Neurology"},"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/T10009","display_name":"Dementia and Cognitive Impairment Research","score":0.9666000008583069,"subfield":{"id":"https://openalex.org/subfields/2738","display_name":"Psychiatry and Mental health"},"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/neuroimaging","display_name":"Neuroimaging","score":0.7618616819381714},{"id":"https://openalex.org/keywords/parkinsonism","display_name":"Parkinsonism","score":0.6785014867782593},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6455882787704468},{"id":"https://openalex.org/keywords/principal-component-analysis","display_name":"Principal component analysis","score":0.641720175743103},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5796911120414734},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5270167589187622},{"id":"https://openalex.org/keywords/component","display_name":"Component (thermodynamics)","score":0.4896893799304962},{"id":"https://openalex.org/keywords/generalization","display_name":"Generalization","score":0.4714440107345581},{"id":"https://openalex.org/keywords/disease","display_name":"Disease","score":0.3960506021976471},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.3944357931613922},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.256436288356781},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.21213576197624207},{"id":"https://openalex.org/keywords/pathology","display_name":"Pathology","score":0.1109992265701294}],"concepts":[{"id":"https://openalex.org/C58693492","wikidata":"https://www.wikidata.org/wiki/Q551875","display_name":"Neuroimaging","level":2,"score":0.7618616819381714},{"id":"https://openalex.org/C2776525014","wikidata":"https://www.wikidata.org/wiki/Q1531991","display_name":"Parkinsonism","level":3,"score":0.6785014867782593},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6455882787704468},{"id":"https://openalex.org/C27438332","wikidata":"https://www.wikidata.org/wiki/Q2873","display_name":"Principal component analysis","level":2,"score":0.641720175743103},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5796911120414734},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5270167589187622},{"id":"https://openalex.org/C168167062","wikidata":"https://www.wikidata.org/wiki/Q1117970","display_name":"Component (thermodynamics)","level":2,"score":0.4896893799304962},{"id":"https://openalex.org/C177148314","wikidata":"https://www.wikidata.org/wiki/Q170084","display_name":"Generalization","level":2,"score":0.4714440107345581},{"id":"https://openalex.org/C2779134260","wikidata":"https://www.wikidata.org/wiki/Q12136","display_name":"Disease","level":2,"score":0.3960506021976471},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.3944357931613922},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.256436288356781},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.21213576197624207},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.1109992265701294},{"id":"https://openalex.org/C97355855","wikidata":"https://www.wikidata.org/wiki/Q11473","display_name":"Thermodynamics","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"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/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/978-3-319-47364-2_5","is_oa":true,"landing_page_url":"https://doi.org/10.1007/978-3-319-47364-2_5","pdf_url":null,"source":{"id":"https://openalex.org/S2764905038","display_name":"Advances in intelligent systems and computing","issn_l":"2194-5357","issn":["2194-5357","2194-5365"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"book series"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Advances in Intelligent Systems and Computing","raw_type":"book-chapter"}],"best_oa_location":{"id":"doi:10.1007/978-3-319-47364-2_5","is_oa":true,"landing_page_url":"https://doi.org/10.1007/978-3-319-47364-2_5","pdf_url":null,"source":{"id":"https://openalex.org/S2764905038","display_name":"Advances in intelligent systems and computing","issn_l":"2194-5357","issn":["2194-5357","2194-5365"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"book series"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Advances in Intelligent Systems and Computing","raw_type":"book-chapter"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":20,"referenced_works":["https://openalex.org/W1528119265","https://openalex.org/W1537967768","https://openalex.org/W1596833244","https://openalex.org/W1963984891","https://openalex.org/W2002171347","https://openalex.org/W2017463010","https://openalex.org/W2026553142","https://openalex.org/W2050223990","https://openalex.org/W2079349944","https://openalex.org/W2082171780","https://openalex.org/W2093977564","https://openalex.org/W2101234009","https://openalex.org/W2118792782","https://openalex.org/W2122320288","https://openalex.org/W2136557657","https://openalex.org/W2144244706","https://openalex.org/W2152592639","https://openalex.org/W2155299862","https://openalex.org/W2173641869","https://openalex.org/W2240747015"],"related_works":["https://openalex.org/W2018015732","https://openalex.org/W2740843685","https://openalex.org/W20546129","https://openalex.org/W2481510700","https://openalex.org/W1980580568","https://openalex.org/W4252990947","https://openalex.org/W30178279","https://openalex.org/W2285383150","https://openalex.org/W2998067195","https://openalex.org/W1970085205"],"abstract_inverted_index":{"Neuroimaging":[0],"data":[1,40,70,142],"provides":[2],"a":[3,60,73,86,136],"valuable":[4],"tool":[5],"to":[6,109,139,146],"assist":[7],"the":[8,31,44,65,69,96,148],"diagnosis":[9,45,149],"of":[10,33,46,68,150],"neurodegenerative":[11],"disorders":[12],"such":[13],"as":[14,119,121],"Alzheimer\u2019s":[15],"disease":[16,20],"(AD)":[17],"and":[18,41,75,94,125,143,152],"Parkinson\u2019s":[19],"(PD).":[21],"During":[22],"last":[23],"years":[24],"many":[25],"research":[26],"efforts":[27],"have":[28],"focused":[29],"on":[30,90],"development":[32],"computer":[34,87],"systems":[35],"that":[36,133],"automatically":[37],"analyze":[38],"neuroimaging":[39,141],"allow":[42],"improving":[43],"those":[47],"diseases.":[48],"This":[49],"field":[50],"has":[51],"benefited":[52],"from":[53,116],"modern":[54],"machine":[55,97],"learning":[56,98],"techniques,":[57],"which":[58],"provide":[59],"higher":[61],"generalization":[62],"ability,":[63],"however":[64],"high":[66],"dimensionality":[67],"is":[71,77,107,135],"still":[72],"challenge":[74],"there":[76],"room":[78],"for":[79],"improvement.":[80],"In":[81],"this":[82],"work":[83],"we":[84],"demonstrate":[85],"system":[88,106],"based":[89],"Principal":[91],"Component":[92],"Analysis":[93],"TensorFlow,":[95],"library":[99],"recently":[100],"released":[101],"by":[102],"Google.":[103],"The":[104,129],"proposed":[105],"able":[108],"successfully":[110],"separate":[111],"AD":[112,151],"or":[113],"PD":[114,124],"patients":[115],"healthy":[117],"subjects,":[118],"well":[120],"distinguishing":[122],"between":[123],"other":[126],"parkinsonian":[127],"syndromes.":[128],"obtained":[130],"results":[131],"suggest":[132],"TensorFlow":[134],"suitable":[137],"environment":[138],"classify":[140],"can":[144],"help":[145],"improve":[147],"Parkinsonism.":[153]},"counts_by_year":[{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":1},{"year":2019,"cited_by_count":1},{"year":2017,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}