{"id":"https://openalex.org/W2942322084","doi":"https://doi.org/10.3233/978-1-61499-959-1-243","title":"Proposal of a Machine Learning Approach to Differentiate Mild and Alzheimer's Condition in MR Images Using Shape Changes in Corpus Callosum","display_name":"Proposal of a Machine Learning Approach to Differentiate Mild and Alzheimer's Condition in MR Images Using Shape Changes in Corpus Callosum","publication_year":2019,"publication_date":"2019-01-01","ids":{"openalex":"https://openalex.org/W2942322084","doi":"https://doi.org/10.3233/978-1-61499-959-1-243","mag":"2942322084","pmid":"https://pubmed.ncbi.nlm.nih.gov/30942758"},"language":"en","primary_location":{"id":"doi:10.3233/978-1-61499-959-1-243","is_oa":false,"landing_page_url":"https://doi.org/10.3233/978-1-61499-959-1-243","pdf_url":null,"source":{"id":"https://openalex.org/S4210179765","display_name":"Studies in health technology and informatics","issn_l":"0926-9630","issn":["0926-9630","1879-8365"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Studies in Health Technology and Informatics","raw_type":"book-chapter"},"type":"article","indexed_in":["crossref","pubmed"],"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/A5046114399","display_name":"Ravi Dadsena","orcid":"https://orcid.org/0000-0001-7387-0750"},"institutions":[{"id":"https://openalex.org/I24676775","display_name":"Indian Institute of Technology Madras","ror":"https://ror.org/03v0r5n49","country_code":"IN","type":"facility","lineage":["https://openalex.org/I24676775"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"Dadsena Ravi","raw_affiliation_strings":["Biomedical Engineering Group, Department of Applied Mechanics, Indian Institute of Technology Madras, Chennai, India"],"affiliations":[{"raw_affiliation_string":"Biomedical Engineering Group, Department of Applied Mechanics, Indian Institute of Technology Madras, Chennai, India","institution_ids":["https://openalex.org/I24676775"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5114064881","display_name":"P. Rohini","orcid":null},"institutions":[{"id":"https://openalex.org/I24676775","display_name":"Indian Institute of Technology Madras","ror":"https://ror.org/03v0r5n49","country_code":"IN","type":"facility","lineage":["https://openalex.org/I24676775"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"P. Rohini","raw_affiliation_strings":["Biomedical Engineering Group, Department of Applied Mechanics, Indian Institute of Technology Madras, Chennai, India"],"affiliations":[{"raw_affiliation_string":"Biomedical Engineering Group, Department of Applied Mechanics, Indian Institute of Technology Madras, Chennai, India","institution_ids":["https://openalex.org/I24676775"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100649490","display_name":"Ramakrishnan Swaminathan","orcid":"https://orcid.org/0000-0002-4471-9629"},"institutions":[{"id":"https://openalex.org/I24676775","display_name":"Indian Institute of Technology Madras","ror":"https://ror.org/03v0r5n49","country_code":"IN","type":"facility","lineage":["https://openalex.org/I24676775"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Ramakrishnan S.","raw_affiliation_strings":["Biomedical Engineering Group, Department of Applied Mechanics, Indian Institute of Technology Madras, Chennai, India"],"affiliations":[{"raw_affiliation_string":"Biomedical Engineering Group, Department of Applied Mechanics, Indian Institute of Technology Madras, Chennai, India","institution_ids":["https://openalex.org/I24676775"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5046114399"],"corresponding_institution_ids":["https://openalex.org/I24676775"],"apc_list":null,"apc_paid":null,"fwci":0.3773,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.6191446,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":"258","issue":null,"first_page":"243","last_page":"244"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11304","display_name":"Advanced Neuroimaging Techniques and Applications","score":0.9261000156402588,"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"}},"topics":[{"id":"https://openalex.org/T11304","display_name":"Advanced Neuroimaging Techniques and Applications","score":0.9261000156402588,"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/T12647","display_name":"Traditional Chinese Medicine Studies","score":0.900600016117096,"subfield":{"id":"https://openalex.org/subfields/2707","display_name":"Complementary and alternative medicine"},"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/corpus-callosum","display_name":"Corpus callosum","score":0.7073089480400085},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6686655879020691},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5312100648880005},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4867515563964844},{"id":"https://openalex.org/keywords/dementia","display_name":"Dementia","score":0.4843403100967407},{"id":"https://openalex.org/keywords/lateral-ventricles","display_name":"Lateral ventricles","score":0.422675222158432},{"id":"https://openalex.org/keywords/zernike-polynomials","display_name":"Zernike polynomials","score":0.4192464351654053},{"id":"https://openalex.org/keywords/brain-morphometry","display_name":"Brain morphometry","score":0.41185036301612854},{"id":"https://openalex.org/keywords/ground-truth","display_name":"Ground truth","score":0.4113399386405945},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.29475611448287964},{"id":"https://openalex.org/keywords/pathology","display_name":"Pathology","score":0.2489943504333496},{"id":"https://openalex.org/keywords/magnetic-resonance-imaging","display_name":"Magnetic resonance imaging","score":0.2418881058692932},{"id":"https://openalex.org/keywords/disease","display_name":"Disease","score":0.22847813367843628},{"id":"https://openalex.org/keywords/radiology","display_name":"Radiology","score":0.19976744055747986},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.16693171858787537}],"concepts":[{"id":"https://openalex.org/C2778183499","wikidata":"https://www.wikidata.org/wiki/Q223851","display_name":"Corpus callosum","level":2,"score":0.7073089480400085},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6686655879020691},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5312100648880005},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4867515563964844},{"id":"https://openalex.org/C2779483572","wikidata":"https://www.wikidata.org/wiki/Q83030","display_name":"Dementia","level":3,"score":0.4843403100967407},{"id":"https://openalex.org/C2780744974","wikidata":"https://www.wikidata.org/wiki/Q1929623","display_name":"Lateral ventricles","level":2,"score":0.422675222158432},{"id":"https://openalex.org/C92423082","wikidata":"https://www.wikidata.org/wiki/Q132146","display_name":"Zernike polynomials","level":3,"score":0.4192464351654053},{"id":"https://openalex.org/C145940234","wikidata":"https://www.wikidata.org/wiki/Q4955830","display_name":"Brain morphometry","level":3,"score":0.41185036301612854},{"id":"https://openalex.org/C146849305","wikidata":"https://www.wikidata.org/wiki/Q370766","display_name":"Ground truth","level":2,"score":0.4113399386405945},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.29475611448287964},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.2489943504333496},{"id":"https://openalex.org/C143409427","wikidata":"https://www.wikidata.org/wiki/Q161238","display_name":"Magnetic resonance imaging","level":2,"score":0.2418881058692932},{"id":"https://openalex.org/C2779134260","wikidata":"https://www.wikidata.org/wiki/Q12136","display_name":"Disease","level":2,"score":0.22847813367843628},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.19976744055747986},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.16693171858787537},{"id":"https://openalex.org/C165699331","wikidata":"https://www.wikidata.org/wiki/Q461533","display_name":"Wavefront","level":2,"score":0.0},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000544","descriptor_name":"Alzheimer Disease","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D000544","descriptor_name":"Alzheimer Disease","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D000544","descriptor_name":"Alzheimer Disease","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D003337","descriptor_name":"Corpus Callosum","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003337","descriptor_name":"Corpus Callosum","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003337","descriptor_name":"Corpus Callosum","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008279","descriptor_name":"Magnetic Resonance Imaging","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D008279","descriptor_name":"Magnetic Resonance Imaging","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D008279","descriptor_name":"Magnetic Resonance Imaging","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D060825","descriptor_name":"Cognitive Dysfunction","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D060825","descriptor_name":"Cognitive Dysfunction","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D060825","descriptor_name":"Cognitive Dysfunction","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":2,"locations":[{"id":"doi:10.3233/978-1-61499-959-1-243","is_oa":false,"landing_page_url":"https://doi.org/10.3233/978-1-61499-959-1-243","pdf_url":null,"source":{"id":"https://openalex.org/S4210179765","display_name":"Studies in health technology and informatics","issn_l":"0926-9630","issn":["0926-9630","1879-8365"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Studies in Health Technology and Informatics","raw_type":"book-chapter"},{"id":"pmid:30942758","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/30942758","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Studies in health technology and informatics","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.6299999952316284,"id":"https://metadata.un.org/sdg/4","display_name":"Quality Education"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W1997638723","https://openalex.org/W2547138831","https://openalex.org/W2061580049","https://openalex.org/W2067788074","https://openalex.org/W2183108721","https://openalex.org/W2168928363","https://openalex.org/W1765848174","https://openalex.org/W2435813806","https://openalex.org/W2063220744","https://openalex.org/W2083170640"],"abstract_inverted_index":{"The":[0,23,125],"brain":[1,79],"ventricles":[2],"are":[3,9,46,106,115,152,182,199],"surrounded":[4],"by":[5,11],"periventricular":[6],"structures":[7,29,80],"that":[8],"affected":[10],"dementia":[12],"which":[13],"results":[14,198],"in":[15,25,42,75,153],"neurodegenerative":[16],"disorder":[17],"such":[18],"as":[19],"Alzheimer's":[20,64],"Disease":[21],"(AD).":[22],"change":[24,74],"morphology":[26,43,76],"of":[27,36,44,58,77,112,128,163],"these":[28],"must":[30],"effect":[31],"the":[32,55,109,149,197],"shape":[33],"and":[34,63,102,114,148,189,195],"volume":[35],"Corpus":[37],"Callosum":[38],"(CC).":[39],"These":[40],"alterations":[41],"CC":[45,113,147],"considered":[47],"to":[48,98,145,184,201],"be":[49,202],"a":[50],"significant":[51,129],"image":[52],"biomarker":[53],"for":[54,121,173],"early":[56],"diagnosis":[57],"Mild":[59],"Cognitive":[60],"Impairment":[61],"(MCI)":[62],"disease":[65,82],"(AD)":[66],"subjects.":[67,179],"Shape":[68],"descriptors":[69],"provide":[70],"useful":[71],"information":[72],"about":[73],"various":[78],"during":[81],"progression.":[83],"In":[84],"this":[85],"work,":[86],"Lattice":[87],"Boltzmann":[88],"criterion":[89],"based":[90],"hybrid":[91,140],"level":[92,141],"set":[93,142],"method":[94],"(LSM)":[95],"is":[96,131,143],"used":[97],"segment":[99],"CC.":[100],"Geometric":[101],"pseudo-Zernike":[103],"moment":[104],"measures":[105],"extracted":[107],"from":[108,187],"segmented":[110,150],"area":[111],"statistically":[116],"analyzed":[117],"using":[118,133,168],"Statistical":[119],"Package":[120],"Social":[122],"Science":[123],"(SPSS).":[124],"performance":[126],"metric":[127],"moments":[130,181],"validated":[132],"machine":[134],"learning":[135],"algorithms.":[136],"Results":[137],"demonstrate":[138],"that,":[139],"able":[144,183],"delineate":[146],"images":[151],"high":[154,193],"correlation":[155],"with":[156,192],"ground":[157],"truth":[158],"images.":[159],"High":[160],"accuracy":[161,194],"value":[162],"85.0%":[164],"has":[165],"been":[166],"achieved":[167],"Multilayer":[169],"Perceptron":[170],"(MLP)":[171],"classifier":[172],"Healthy":[174],"Control":[175],"(HC)":[176],"versus":[177],"AD":[178,190],"Thus,":[180],"classify":[185],"MCI":[186],"HC":[188],"subjects":[191],"hence":[196],"found":[200],"clinically":[203],"significant.":[204]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2022,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
