{"id":"https://openalex.org/W2126041319","doi":"https://doi.org/10.1155/2014/708279","title":"Artificial Neural Network Application in the Diagnosis of Disease Conditions with Liver Ultrasound Images","display_name":"Artificial Neural Network Application in the Diagnosis of Disease Conditions with Liver Ultrasound Images","publication_year":2014,"publication_date":"2014-09-16","ids":{"openalex":"https://openalex.org/W2126041319","doi":"https://doi.org/10.1155/2014/708279","mag":"2126041319","pmid":"https://pubmed.ncbi.nlm.nih.gov/25332717"},"language":"en","primary_location":{"id":"doi:10.1155/2014/708279","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2014/708279","pdf_url":"https://downloads.hindawi.com/archive/2014/708279.pdf","source":{"id":"https://openalex.org/S146125958","display_name":"Advances in Bioinformatics","issn_l":"1687-8027","issn":["1687-8027","1687-8035"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Advances in Bioinformatics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://downloads.hindawi.com/archive/2014/708279.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5052511771","display_name":"K. Pavan Kalyan","orcid":"https://orcid.org/0000-0002-4639-6616"},"institutions":[{"id":"https://openalex.org/I182985392","display_name":"Haffkine Institute","ror":"https://ror.org/04qwq4796","country_code":"IN","type":"facility","lineage":["https://openalex.org/I182985392"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"Karthik Kalyan","raw_affiliation_strings":["Systems Biomedicine Division, Haffkine Institute for Training Research and Testing, Parel, Mumbai, Maharashtra 400012, India"],"raw_orcid":"https://orcid.org/0000-0002-4639-6616","affiliations":[{"raw_affiliation_string":"Systems Biomedicine Division, Haffkine Institute for Training Research and Testing, Parel, Mumbai, Maharashtra 400012, India","institution_ids":["https://openalex.org/I182985392"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045320344","display_name":"Binal Jakhia","orcid":"https://orcid.org/0000-0001-9154-8757"},"institutions":[{"id":"https://openalex.org/I182985392","display_name":"Haffkine Institute","ror":"https://ror.org/04qwq4796","country_code":"IN","type":"facility","lineage":["https://openalex.org/I182985392"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Binal Jakhia","raw_affiliation_strings":["Systems Biomedicine Division, Haffkine Institute for Training Research and Testing, Parel, Mumbai, Maharashtra 400012, India"],"raw_orcid":"https://orcid.org/0000-0001-9154-8757","affiliations":[{"raw_affiliation_string":"Systems Biomedicine Division, Haffkine Institute for Training Research and Testing, Parel, Mumbai, Maharashtra 400012, India","institution_ids":["https://openalex.org/I182985392"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5025333315","display_name":"Ramachandra Dattatraya Lele","orcid":null},"institutions":[{"id":"https://openalex.org/I182985392","display_name":"Haffkine Institute","ror":"https://ror.org/04qwq4796","country_code":"IN","type":"facility","lineage":["https://openalex.org/I182985392"]},{"id":"https://openalex.org/I2802099312","display_name":"Jaslok Hospital","ror":"https://ror.org/052w06y65","country_code":"IN","type":"healthcare","lineage":["https://openalex.org/I2802099312"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Ramachandra Dattatraya Lele","raw_affiliation_strings":["Nuclear Medicine Department, Jaslok Hospital and Research Centre, Pedder Road, Mumbai, Maharashtra 400026, India","Research Advisory Council, Haffkine Institute for Training Research and Testing, Parel, Mumbai, Maharashtra 400012, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Nuclear Medicine Department, Jaslok Hospital and Research Centre, Pedder Road, Mumbai, Maharashtra 400026, India","institution_ids":["https://openalex.org/I2802099312"]},{"raw_affiliation_string":"Research Advisory Council, Haffkine Institute for Training Research and Testing, Parel, Mumbai, Maharashtra 400012, India","institution_ids":["https://openalex.org/I182985392"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110833068","display_name":"Mukund Joshi","orcid":null},"institutions":[{"id":"https://openalex.org/I2802099312","display_name":"Jaslok Hospital","ror":"https://ror.org/052w06y65","country_code":"IN","type":"healthcare","lineage":["https://openalex.org/I2802099312"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Mukund Joshi","raw_affiliation_strings":["Ultrasound Department, Jaslok Hospital and Research Centre, Pedder Road, Mumbai, Maharashtra 400026, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Ultrasound Department, Jaslok Hospital and Research Centre, Pedder Road, Mumbai, Maharashtra 400026, India","institution_ids":["https://openalex.org/I2802099312"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5009150026","display_name":"Abhay Chowdhary","orcid":"https://orcid.org/0000-0002-6205-2530"},"institutions":[{"id":"https://openalex.org/I182985392","display_name":"Haffkine Institute","ror":"https://ror.org/04qwq4796","country_code":"IN","type":"facility","lineage":["https://openalex.org/I182985392"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Abhay Chowdhary","raw_affiliation_strings":["Systems Biomedicine Division, Haffkine Institute for Training Research and Testing, Parel, Mumbai, Maharashtra 400012, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Systems Biomedicine Division, Haffkine Institute for Training Research and Testing, Parel, Mumbai, Maharashtra 400012, India","institution_ids":["https://openalex.org/I182985392"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5052511771"],"corresponding_institution_ids":["https://openalex.org/I182985392"],"apc_list":null,"apc_paid":null,"fwci":27.2424,"has_fulltext":true,"cited_by_count":100,"citation_normalized_percentile":{"value":0.99675108,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":100},"biblio":{"volume":"2014","issue":null,"first_page":"1","last_page":"14"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12647","display_name":"Traditional Chinese Medicine Studies","score":0.9340000152587891,"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"}},"topics":[{"id":"https://openalex.org/T12647","display_name":"Traditional Chinese Medicine Studies","score":0.9340000152587891,"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"}},{"id":"https://openalex.org/T10640","display_name":"Spectroscopy and Chemometric Analyses","score":0.9244999885559082,"subfield":{"id":"https://openalex.org/subfields/1602","display_name":"Analytical Chemistry"},"field":{"id":"https://openalex.org/fields/16","display_name":"Chemistry"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T13693","display_name":"Smart Systems and Machine Learning","score":0.9090999960899353,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/computer-science","display_name":"Computer science","score":0.7552509307861328},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.7224488258361816},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.6481989026069641},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.6054438948631287},{"id":"https://openalex.org/keywords/multilayer-perceptron","display_name":"Multilayer perceptron","score":0.5944015979766846},{"id":"https://openalex.org/keywords/ultrasound","display_name":"Ultrasound","score":0.5858795046806335},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.49245938658714294},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.49125736951828003},{"id":"https://openalex.org/keywords/ultrasonic-sensor","display_name":"Ultrasonic sensor","score":0.4714684784412384},{"id":"https://openalex.org/keywords/speckle-noise","display_name":"Speckle noise","score":0.46529969573020935},{"id":"https://openalex.org/keywords/liver-disease","display_name":"Liver disease","score":0.4221828579902649},{"id":"https://openalex.org/keywords/data-set","display_name":"Data set","score":0.4112360179424286},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.36554914712905884},{"id":"https://openalex.org/keywords/speckle-pattern","display_name":"Speckle pattern","score":0.2568913400173187},{"id":"https://openalex.org/keywords/radiology","display_name":"Radiology","score":0.25434398651123047},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.16618508100509644}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7552509307861328},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7224488258361816},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6481989026069641},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.6054438948631287},{"id":"https://openalex.org/C179717631","wikidata":"https://www.wikidata.org/wiki/Q2991667","display_name":"Multilayer perceptron","level":3,"score":0.5944015979766846},{"id":"https://openalex.org/C143753070","wikidata":"https://www.wikidata.org/wiki/Q162564","display_name":"Ultrasound","level":2,"score":0.5858795046806335},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.49245938658714294},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.49125736951828003},{"id":"https://openalex.org/C81288441","wikidata":"https://www.wikidata.org/wiki/Q20736125","display_name":"Ultrasonic sensor","level":2,"score":0.4714684784412384},{"id":"https://openalex.org/C180940675","wikidata":"https://www.wikidata.org/wiki/Q7575045","display_name":"Speckle noise","level":3,"score":0.46529969573020935},{"id":"https://openalex.org/C2777075537","wikidata":"https://www.wikidata.org/wiki/Q929737","display_name":"Liver disease","level":2,"score":0.4221828579902649},{"id":"https://openalex.org/C58489278","wikidata":"https://www.wikidata.org/wiki/Q1172284","display_name":"Data set","level":2,"score":0.4112360179424286},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.36554914712905884},{"id":"https://openalex.org/C102290492","wikidata":"https://www.wikidata.org/wiki/Q7575045","display_name":"Speckle pattern","level":2,"score":0.2568913400173187},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.25434398651123047},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.16618508100509644},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C90924648","wikidata":"https://www.wikidata.org/wiki/Q120569","display_name":"Gastroenterology","level":1,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1155/2014/708279","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2014/708279","pdf_url":"https://downloads.hindawi.com/archive/2014/708279.pdf","source":{"id":"https://openalex.org/S146125958","display_name":"Advances in Bioinformatics","issn_l":"1687-8027","issn":["1687-8027","1687-8035"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Advances in Bioinformatics","raw_type":"journal-article"},{"id":"pmid:25332717","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/25332717","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":"Advances in bioinformatics","raw_type":null},{"id":"pmh:oai:europepmc.org:3169365","is_oa":true,"landing_page_url":"http://europepmc.org/articles/PMC4181903","pdf_url":null,"source":{"id":"https://openalex.org/S4306400806","display_name":"Europe PMC (PubMed Central)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1303153112","host_organization_name":"European Bioinformatics Institute","host_organization_lineage":["https://openalex.org/I1303153112"],"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":"","raw_type":"Text"},{"id":"pmh:oai:pubmedcentral.nih.gov:4181903","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/4181903","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Adv Bioinformatics","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.1155/2014/708279","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2014/708279","pdf_url":"https://downloads.hindawi.com/archive/2014/708279.pdf","source":{"id":"https://openalex.org/S146125958","display_name":"Advances in Bioinformatics","issn_l":"1687-8027","issn":["1687-8027","1687-8035"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Advances in Bioinformatics","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/3","display_name":"Good health and well-being","score":0.5}],"awards":[],"funders":[{"id":"https://openalex.org/F4320310911","display_name":"University of North Texas","ror":"https://ror.org/00v97ad02"},{"id":"https://openalex.org/F4320322676","display_name":"University of Waterloo","ror":"https://ror.org/01aff2v68"},{"id":"https://openalex.org/F4320322942","display_name":"Chinese University of Hong Kong","ror":"https://ror.org/00t33hh48"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2126041319.pdf","grobid_xml":"https://content.openalex.org/works/W2126041319.grobid-xml"},"referenced_works_count":17,"referenced_works":["https://openalex.org/W36433003","https://openalex.org/W2020207580","https://openalex.org/W2028070629","https://openalex.org/W2034539684","https://openalex.org/W2046563659","https://openalex.org/W2095047470","https://openalex.org/W2111380588","https://openalex.org/W2133452661","https://openalex.org/W2156260858","https://openalex.org/W2159498975","https://openalex.org/W2162192302","https://openalex.org/W2188581537","https://openalex.org/W2188931507","https://openalex.org/W2320156000","https://openalex.org/W2339363736","https://openalex.org/W2391603232","https://openalex.org/W4285719527"],"related_works":["https://openalex.org/W2618703391","https://openalex.org/W2361945759","https://openalex.org/W1934323445","https://openalex.org/W2349331384","https://openalex.org/W2033547812","https://openalex.org/W2378058397","https://openalex.org/W2011628206","https://openalex.org/W2349900658","https://openalex.org/W2374252098","https://openalex.org/W4320802672"],"abstract_inverted_index":{"The":[0,160],"preliminary":[1],"study":[2,10,32],"presented":[3],"within":[4],"this":[5],"paper":[6],"shows":[7,42,168],"a":[8,25],"comparative":[9],"of":[11,27,35,52,107,114,125,129,133,153],"various":[12,68],"texture":[13],"features":[14,93],"extracted":[15,92],"from":[16,94],"liver":[17,53,111],"ultrasonic":[18,96],"images":[19,51],"by":[20],"employing":[21],"Multilayer":[22],"Perceptron":[23],"(MLP),":[24],"type":[26],"artificial":[28,101],"neural":[29,102],"network,":[30],"to":[31,80,85],"the":[33,47,91,95,105,115,126,130,135,144,156,172],"presence":[34],"disease":[36,54,108],"conditions.":[37],"An":[38],"ultrasound":[39,69],"(US)":[40],"image":[41],"echo-texture":[43,77],"patterns,":[44],"which":[45],"defines":[46],"organ":[48],"characteristics.":[49],"Ultrasound":[50],"conditions":[55,109,124],"such":[56],"as":[57],"\"fatty":[58],"liver,\"":[59],"\"cirrhosis,\"":[60],"and":[61,72,82,112,122],"\"hepatomegaly\"":[62],"produce":[63],"distinctive":[64],"echo":[65],"patterns.":[66],"However,":[67],"imaging":[70],"artifacts":[71],"speckle":[73],"noise":[74],"make":[75],"these":[76],"patterns":[78],"difficult":[79],"identify":[81],"often":[83],"hard":[84],"distinguish":[86],"visually.":[87],"Here,":[88],"based":[89],"on":[90],"images,":[97],"we":[98],"employed":[99],"an":[100,150],"network":[103,173],"for":[104,155],"diagnosis":[106],"in":[110],"finding":[113],"best":[116,145],"classifier":[117],"that":[118,139],"distinguishes":[119],"between":[120],"abnormal":[121],"normal":[123],"liver.":[127],"Comparison":[128],"overall":[131],"performance":[132],"all":[134],"feature":[136,141,146,167],"classifiers":[137],"concluded":[138],"\"mixed":[140],"set\"":[142],"is":[143],"set.":[147,159],"It":[148],"showed":[149],"excellent":[151],"rate":[152],"accuracy":[154],"training":[157],"data":[158],"gray":[161],"level":[162],"run":[163],"length":[164],"matrix":[165],"(GLRLM)":[166],"better":[169],"results":[170],"when":[171],"was":[174],"tested":[175],"against":[176],"unknown":[177],"data.":[178]},"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":6},{"year":2023,"cited_by_count":7},{"year":2022,"cited_by_count":11},{"year":2021,"cited_by_count":6},{"year":2020,"cited_by_count":18},{"year":2019,"cited_by_count":4},{"year":2018,"cited_by_count":14},{"year":2017,"cited_by_count":13},{"year":2016,"cited_by_count":14},{"year":2015,"cited_by_count":4}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
