{"id":"https://openalex.org/W2079935692","doi":"https://doi.org/10.1109/siu.2012.6204648","title":"Early diagnosis of osteoporosis using Artificial Neural Networks and Support Vector Machines","display_name":"Early diagnosis of osteoporosis using Artificial Neural Networks and Support Vector Machines","publication_year":2012,"publication_date":"2012-04-01","ids":{"openalex":"https://openalex.org/W2079935692","doi":"https://doi.org/10.1109/siu.2012.6204648","mag":"2079935692"},"language":"en","primary_location":{"id":"doi:10.1109/siu.2012.6204648","is_oa":false,"landing_page_url":"https://doi.org/10.1109/siu.2012.6204648","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2012 20th Signal Processing and Communications Applications Conference (SIU)","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/A5021734421","display_name":"Mustafa \u0130stanbullu","orcid":"https://orcid.org/0000-0001-5414-7380"},"institutions":[{"id":"https://openalex.org/I179948855","display_name":"Istanbul Ayd\u0131n University","ror":"https://ror.org/00qsyw664","country_code":"TR","type":"education","lineage":["https://openalex.org/I179948855"]}],"countries":["TR"],"is_corresponding":true,"raw_author_name":"Mustafa Istanbullu","raw_affiliation_strings":["Elektrik ve Elektronik M\u00fchendisli\u011fi B\u00f6l\u00fcm\u00fc, \u0130stanbul Ayd\u0131n \u00dcniversitesi, Istanbul, Turkey","Elektrik Elektronik M\u00fchendisli\u011fi B\u00f6l\u00fcm\u00fc, \u0130stanbul Aydin \u00dcniversitesi, Be\u015fyol Mah. No:38 K\u00fc\u00e7\u00fck\u00e7ekmece, Turkey"],"affiliations":[{"raw_affiliation_string":"Elektrik ve Elektronik M\u00fchendisli\u011fi B\u00f6l\u00fcm\u00fc, \u0130stanbul Ayd\u0131n \u00dcniversitesi, Istanbul, Turkey","institution_ids":["https://openalex.org/I179948855"]},{"raw_affiliation_string":"Elektrik Elektronik M\u00fchendisli\u011fi B\u00f6l\u00fcm\u00fc, \u0130stanbul Aydin \u00dcniversitesi, Be\u015fyol Mah. No:38 K\u00fc\u00e7\u00fck\u00e7ekmece, Turkey","institution_ids":["https://openalex.org/I179948855"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083787764","display_name":"Musa Ayd\u0131n","orcid":"https://orcid.org/0000-0002-5825-2230"},"institutions":[{"id":"https://openalex.org/I179948855","display_name":"Istanbul Ayd\u0131n University","ror":"https://ror.org/00qsyw664","country_code":"TR","type":"education","lineage":["https://openalex.org/I179948855"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Musa Aydin","raw_affiliation_strings":["Elektrik ve Elektronik M\u00fchendisli\u011fi B\u00f6l\u00fcm\u00fc, \u0130stanbul Ayd\u0131n \u00dcniversitesi, Istanbul, Turkey","Elektrik Elektronik M\u00fchendisli\u011fi B\u00f6l\u00fcm\u00fc, \u0130stanbul Aydin \u00dcniversitesi, Be\u015fyol Mah. No:38 K\u00fc\u00e7\u00fck\u00e7ekmece, Turkey"],"affiliations":[{"raw_affiliation_string":"Elektrik ve Elektronik M\u00fchendisli\u011fi B\u00f6l\u00fcm\u00fc, \u0130stanbul Ayd\u0131n \u00dcniversitesi, Istanbul, Turkey","institution_ids":["https://openalex.org/I179948855"]},{"raw_affiliation_string":"Elektrik Elektronik M\u00fchendisli\u011fi B\u00f6l\u00fcm\u00fc, \u0130stanbul Aydin \u00dcniversitesi, Be\u015fyol Mah. No:38 K\u00fc\u00e7\u00fck\u00e7ekmece, Turkey","institution_ids":["https://openalex.org/I179948855"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007373621","display_name":"R\u0131fat Benveniste","orcid":"https://orcid.org/0000-0002-1606-7264"},"institutions":[{"id":"https://openalex.org/I179948855","display_name":"Istanbul Ayd\u0131n University","ror":"https://ror.org/00qsyw664","country_code":"TR","type":"education","lineage":["https://openalex.org/I179948855"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Rifat Benveniste","raw_affiliation_strings":["Elektrik ve Elektronik M\u00fchendisli\u011fi B\u00f6l\u00fcm\u00fc, \u0130stanbul Ayd\u0131n \u00dcniversitesi, Istanbul, Turkey","Elektrik Elektronik M\u00fchendisli\u011fi B\u00f6l\u00fcm\u00fc, \u0130stanbul Aydin \u00dcniversitesi, Be\u015fyol Mah. No:38 K\u00fc\u00e7\u00fck\u00e7ekmece, Turkey"],"affiliations":[{"raw_affiliation_string":"Elektrik ve Elektronik M\u00fchendisli\u011fi B\u00f6l\u00fcm\u00fc, \u0130stanbul Ayd\u0131n \u00dcniversitesi, Istanbul, Turkey","institution_ids":["https://openalex.org/I179948855"]},{"raw_affiliation_string":"Elektrik Elektronik M\u00fchendisli\u011fi B\u00f6l\u00fcm\u00fc, \u0130stanbul Aydin \u00dcniversitesi, Be\u015fyol Mah. No:38 K\u00fc\u00e7\u00fck\u00e7ekmece, Turkey","institution_ids":["https://openalex.org/I179948855"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5034393779","display_name":"Osman Nuri U\u00e7an","orcid":"https://orcid.org/0000-0001-6578-1969"},"institutions":[{"id":"https://openalex.org/I179948855","display_name":"Istanbul Ayd\u0131n University","ror":"https://ror.org/00qsyw664","country_code":"TR","type":"education","lineage":["https://openalex.org/I179948855"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Osman Nuri Ucan","raw_affiliation_strings":["Elektrik ve Elektronik M\u00fchendisli\u011fi B\u00f6l\u00fcm\u00fc, \u0130stanbul Ayd\u0131n \u00dcniversitesi, Istanbul, Turkey","Elektrik Elektronik M\u00fchendisli\u011fi B\u00f6l\u00fcm\u00fc, \u0130stanbul Aydin \u00dcniversitesi, Be\u015fyol Mah. No:38 K\u00fc\u00e7\u00fck\u00e7ekmece, Turkey"],"affiliations":[{"raw_affiliation_string":"Elektrik ve Elektronik M\u00fchendisli\u011fi B\u00f6l\u00fcm\u00fc, \u0130stanbul Ayd\u0131n \u00dcniversitesi, Istanbul, Turkey","institution_ids":["https://openalex.org/I179948855"]},{"raw_affiliation_string":"Elektrik Elektronik M\u00fchendisli\u011fi B\u00f6l\u00fcm\u00fc, \u0130stanbul Aydin \u00dcniversitesi, Be\u015fyol Mah. No:38 K\u00fc\u00e7\u00fck\u00e7ekmece, Turkey","institution_ids":["https://openalex.org/I179948855"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5037286514","display_name":"Rachid Jennane","orcid":"https://orcid.org/0000-0002-8032-8035"},"institutions":[{"id":"https://openalex.org/I12449238","display_name":"Universit\u00e9 d'Orl\u00e9ans","ror":"https://ror.org/014zrew76","country_code":"FR","type":"education","lineage":["https://openalex.org/I12449238"]},{"id":"https://openalex.org/I192396691","display_name":"University of New Orleans","ror":"https://ror.org/034mtvk83","country_code":"US","type":"education","lineage":["https://openalex.org/I192396691","https://openalex.org/I2799628689"]}],"countries":["FR","US"],"is_corresponding":false,"raw_author_name":"Rachid Jennane","raw_affiliation_strings":["Instiut PRISME / LESI, University of Orleans, USA","Instiut PRISME / LESI, University of Orleans, France"],"affiliations":[{"raw_affiliation_string":"Instiut PRISME / LESI, University of Orleans, USA","institution_ids":["https://openalex.org/I192396691"]},{"raw_affiliation_string":"Instiut PRISME / LESI, University of Orleans, France","institution_ids":["https://openalex.org/I12449238"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5021734421"],"corresponding_institution_ids":["https://openalex.org/I179948855"],"apc_list":null,"apc_paid":null,"fwci":0.2017,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.57129511,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":"22","issue":null,"first_page":"1","last_page":"4"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T14510","display_name":"Medical Imaging and Analysis","score":0.9921000003814697,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T14510","display_name":"Medical Imaging and Analysis","score":0.9921000003814697,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10071","display_name":"Bone health and osteoporosis research","score":0.9735000133514404,"subfield":{"id":"https://openalex.org/subfields/2732","display_name":"Orthopedics and Sports Medicine"},"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/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.9552000164985657,"subfield":{"id":"https://openalex.org/subfields/3605","display_name":"Health Information Management"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.8042990565299988},{"id":"https://openalex.org/keywords/osteoporosis","display_name":"Osteoporosis","score":0.7689464092254639},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6288489103317261},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5792537331581116},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4989016056060791},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4418795108795166},{"id":"https://openalex.org/keywords/wavelet-transform","display_name":"Wavelet transform","score":0.44176942110061646},{"id":"https://openalex.org/keywords/medical-diagnosis","display_name":"Medical diagnosis","score":0.4261126220226288},{"id":"https://openalex.org/keywords/contextual-image-classification","display_name":"Contextual image classification","score":0.4248092472553253},{"id":"https://openalex.org/keywords/wavelet","display_name":"Wavelet","score":0.4225786328315735},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.37980353832244873},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.3075162172317505},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.20641326904296875},{"id":"https://openalex.org/keywords/radiology","display_name":"Radiology","score":0.19853147864341736},{"id":"https://openalex.org/keywords/pathology","display_name":"Pathology","score":0.08996155858039856}],"concepts":[{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.8042990565299988},{"id":"https://openalex.org/C2776541429","wikidata":"https://www.wikidata.org/wiki/Q165328","display_name":"Osteoporosis","level":2,"score":0.7689464092254639},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6288489103317261},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5792537331581116},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4989016056060791},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4418795108795166},{"id":"https://openalex.org/C196216189","wikidata":"https://www.wikidata.org/wiki/Q2867","display_name":"Wavelet transform","level":3,"score":0.44176942110061646},{"id":"https://openalex.org/C534262118","wikidata":"https://www.wikidata.org/wiki/Q177719","display_name":"Medical diagnosis","level":2,"score":0.4261126220226288},{"id":"https://openalex.org/C75294576","wikidata":"https://www.wikidata.org/wiki/Q5165192","display_name":"Contextual image classification","level":3,"score":0.4248092472553253},{"id":"https://openalex.org/C47432892","wikidata":"https://www.wikidata.org/wiki/Q831390","display_name":"Wavelet","level":2,"score":0.4225786328315735},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.37980353832244873},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.3075162172317505},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.20641326904296875},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.19853147864341736},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.08996155858039856}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/siu.2012.6204648","is_oa":false,"landing_page_url":"https://doi.org/10.1109/siu.2012.6204648","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2012 20th Signal Processing and Communications Applications Conference (SIU)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.4699999988079071,"display_name":"Good health and well-being","id":"https://metadata.un.org/sdg/3"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":14,"referenced_works":["https://openalex.org/W1510992165","https://openalex.org/W1997085671","https://openalex.org/W2007607104","https://openalex.org/W2027318232","https://openalex.org/W2028070629","https://openalex.org/W2032336008","https://openalex.org/W2039361150","https://openalex.org/W2054167297","https://openalex.org/W2149298154","https://openalex.org/W2162495444","https://openalex.org/W2170014674","https://openalex.org/W2189002490","https://openalex.org/W2776521781","https://openalex.org/W6684821008"],"related_works":["https://openalex.org/W4249377076","https://openalex.org/W4210389441","https://openalex.org/W2382174632","https://openalex.org/W2129959498","https://openalex.org/W610640263","https://openalex.org/W2395241803","https://openalex.org/W2784060934","https://openalex.org/W2067020194","https://openalex.org/W4323253289","https://openalex.org/W2077021924"],"abstract_inverted_index":{"In":[0,98],"the":[1,9,59,62,65,67,70,142],"last":[2],"decade,":[3],"osteoporotic":[4,23],"fractures":[5],"became":[6],"one":[7],"of":[8,19,21,64,162],"most":[10],"serious":[11],"problems":[12],"in":[13,35,52,58],"public":[14],"health.":[15],"The":[16],"life":[17],"risk":[18],"suffering":[20],"an":[22,89],"fracture":[24],"is":[25,41,112],"estimated":[26],"to":[27,86,95,159],"be":[28,49],"30%":[29],"for":[30,44,93,127],"50":[31],"years":[32],"old":[33],"and":[34,69,119,144],"postmenopausal":[36],"period":[37,137],"woman.":[38],"Early":[39],"diagnosis":[40,161],"quite":[42],"important":[43],"osteoporosis.":[45,163],"A":[46],"fall":[47],"can":[48],"easily":[50],"result":[51,126],"a":[53,125,156],"fracture;":[54],"these":[55],"are":[56],"common":[57],"hip,":[60],"at":[61],"neck":[63],"femur,":[66],"wrist":[68],"spine,":[71],"if":[72],"it's":[73],"not":[74],"treated":[75],"sequences":[76],"on":[77],"time.":[78],"Be":[79],"inspiring":[80],"from":[81,107,135],"this":[82,99],"problem":[83],"we":[84,101,129,145],"aimed":[85],"build":[87],"up":[88,148],"image":[90],"processing":[91],"method":[92],"helping":[94],"early":[96,136,160],"diagnosis.":[97],"study":[100],"obtained":[102],"features":[103],"via":[104],"wavelet":[105],"transform":[106],"Computerized":[108],"Tomography":[109],"images.":[110,138],"Classification":[111],"achieved":[113],"by":[114],"Artificial":[115],"Neural":[116],"Networks":[117],"(ANN)":[118],"Support":[120],"Vector":[121],"Machines":[122],"(SVM).":[123],"As":[124],"ANN,":[128],"accomplished":[130],"70%":[131],"correct":[132,150],"osteoporosis":[133],"classification":[134,140],"SVM":[139],"increased":[141],"accuracy":[143],"have":[146],"reached":[147],"86%":[149],"classification.":[151],"These":[152],"successful":[153],"results":[154],"make":[155],"significant":[157],"contribution":[158]},"counts_by_year":[{"year":2021,"cited_by_count":1},{"year":2013,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}