{"id":"https://openalex.org/W3011086304","doi":"https://doi.org/10.1007/s13755-019-0091-3","title":"Convolutional neural networks based efficient approach for classification of lung diseases","display_name":"Convolutional neural networks based efficient approach for classification of lung diseases","publication_year":2019,"publication_date":"2019-12-23","ids":{"openalex":"https://openalex.org/W3011086304","doi":"https://doi.org/10.1007/s13755-019-0091-3","mag":"3011086304","pmid":"https://pubmed.ncbi.nlm.nih.gov/31915523"},"language":"en","primary_location":{"id":"doi:10.1007/s13755-019-0091-3","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s13755-019-0091-3","pdf_url":"https://link.springer.com/content/pdf/10.1007/s13755-019-0091-3.pdf","source":{"id":"https://openalex.org/S4210178793","display_name":"Health Information Science and Systems","issn_l":"2047-2501","issn":["2047-2501"],"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":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Health Information Science and Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s13755-019-0091-3.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5077471358","display_name":"Fatih Demir","orcid":"https://orcid.org/0000-0003-3210-3664"},"institutions":[{"id":"https://openalex.org/I143396566","display_name":"F\u0131rat University","ror":"https://ror.org/05teb7b63","country_code":"TR","type":"education","lineage":["https://openalex.org/I143396566"]}],"countries":["TR"],"is_corresponding":true,"raw_author_name":"Fatih Demir","raw_affiliation_strings":["1Electrical and Electronics Engineering Dept., Technology Faculty, Firat University, Elazig, Turkey","Electrical and Electronics Engineering Dept., Technology Faculty, Firat University, Elazig, Turkey"],"raw_orcid":"https://orcid.org/0000-0003-3210-3664","affiliations":[{"raw_affiliation_string":"1Electrical and Electronics Engineering Dept., Technology Faculty, Firat University, Elazig, Turkey","institution_ids":["https://openalex.org/I143396566"]},{"raw_affiliation_string":"Electrical and Electronics Engineering Dept., Technology Faculty, Firat University, Elazig, Turkey","institution_ids":["https://openalex.org/I143396566"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045216943","display_name":"Abdulkadir \u015eeng\u00fcr","orcid":"https://orcid.org/0000-0003-1614-2639"},"institutions":[{"id":"https://openalex.org/I143396566","display_name":"F\u0131rat University","ror":"https://ror.org/05teb7b63","country_code":"TR","type":"education","lineage":["https://openalex.org/I143396566"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Abdulkadir Sengur","raw_affiliation_strings":["1Electrical and Electronics Engineering Dept., Technology Faculty, Firat University, Elazig, Turkey","Electrical and Electronics Engineering Dept., Technology Faculty, Firat University, Elazig, Turkey"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"1Electrical and Electronics Engineering Dept., Technology Faculty, Firat University, Elazig, Turkey","institution_ids":["https://openalex.org/I143396566"]},{"raw_affiliation_string":"Electrical and Electronics Engineering Dept., Technology Faculty, Firat University, Elazig, Turkey","institution_ids":["https://openalex.org/I143396566"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5059215546","display_name":"Varun Bajaj","orcid":"https://orcid.org/0000-0002-8721-1219"},"institutions":[{"id":"https://openalex.org/I207223250","display_name":"Indian Institute of Information Technology Design and Manufacturing Jabalpur","ror":"https://ror.org/00gmd7q80","country_code":"IN","type":"education","lineage":["https://openalex.org/I207223250"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Varun Bajaj","raw_affiliation_strings":["2Discipline of ECE, IIITDM, Jabalpur, India","Discipline of ECE, IIITDM, Jabalpur, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"2Discipline of ECE, IIITDM, Jabalpur, India","institution_ids":["https://openalex.org/I207223250"]},{"raw_affiliation_string":"Discipline of ECE, IIITDM, Jabalpur, India","institution_ids":["https://openalex.org/I207223250"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5077471358"],"corresponding_institution_ids":["https://openalex.org/I143396566"],"apc_list":{"value":3590,"currency":"USD","value_usd":3590},"apc_paid":{"value":3590,"currency":"USD","value_usd":3590},"fwci":13.1393,"has_fulltext":true,"cited_by_count":203,"citation_normalized_percentile":{"value":0.99254558,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"8","issue":"1","first_page":"4","last_page":"4"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12419","display_name":"Phonocardiography and Auscultation Techniques","score":0.9994999766349792,"subfield":{"id":"https://openalex.org/subfields/2740","display_name":"Pulmonary and Respiratory 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/T12419","display_name":"Phonocardiography and Auscultation Techniques","score":0.9994999766349792,"subfield":{"id":"https://openalex.org/subfields/2740","display_name":"Pulmonary and Respiratory 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/T11775","display_name":"COVID-19 diagnosis using AI","score":0.9789999723434448,"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/T11021","display_name":"ECG Monitoring and Analysis","score":0.9064000248908997,"subfield":{"id":"https://openalex.org/subfields/2705","display_name":"Cardiology and Cardiovascular 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/convolutional-neural-network","display_name":"Convolutional neural network","score":0.7826154232025146},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5776791572570801},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4863201081752777},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4075238108634949}],"concepts":[{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.7826154232025146},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5776791572570801},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4863201081752777},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4075238108634949}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1007/s13755-019-0091-3","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s13755-019-0091-3","pdf_url":"https://link.springer.com/content/pdf/10.1007/s13755-019-0091-3.pdf","source":{"id":"https://openalex.org/S4210178793","display_name":"Health Information Science and Systems","issn_l":"2047-2501","issn":["2047-2501"],"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":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Health Information Science and Systems","raw_type":"journal-article"},{"id":"pmid:31915523","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/31915523","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":"Health information science and systems","raw_type":null},{"id":"pmh:oai:pubmedcentral.nih.gov:6928168","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/6928168","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":"Health Inf Sci Syst","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.1007/s13755-019-0091-3","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s13755-019-0091-3","pdf_url":"https://link.springer.com/content/pdf/10.1007/s13755-019-0091-3.pdf","source":{"id":"https://openalex.org/S4210178793","display_name":"Health Information Science and Systems","issn_l":"2047-2501","issn":["2047-2501"],"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":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Health Information Science and Systems","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/3","score":0.7400000095367432,"display_name":"Good health and well-being"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3011086304.pdf","grobid_xml":"https://content.openalex.org/works/W3011086304.grobid-xml"},"referenced_works_count":18,"referenced_works":["https://openalex.org/W1971835160","https://openalex.org/W2022760441","https://openalex.org/W2047469300","https://openalex.org/W2055821069","https://openalex.org/W2090431713","https://openalex.org/W2093867321","https://openalex.org/W2102810012","https://openalex.org/W2126234324","https://openalex.org/W2145487065","https://openalex.org/W2165698076","https://openalex.org/W2399296970","https://openalex.org/W2765826765","https://openalex.org/W2768465935","https://openalex.org/W2770588696","https://openalex.org/W2770896033","https://openalex.org/W2892961888","https://openalex.org/W2899493363","https://openalex.org/W2913043892"],"related_works":["https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W2358668433","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4293226380","https://openalex.org/W2382290278","https://openalex.org/W2478288626","https://openalex.org/W2033914206","https://openalex.org/W2042327336"],"abstract_inverted_index":{"Treatment":[0],"of":[1,11,17,77,145,171,205],"lung":[2,27,43,78,81,114,147,166],"diseases,":[3],"which":[4,63],"are":[5],"the":[6,14,21,36,42,52,75,118,146,150,153,172,179,186,206,219],"third":[7],"most":[8],"common":[9],"cause":[10],"death":[12],"in":[13,20,35,38,54,143],"world,":[15],"is":[16],"great":[18],"importance":[19],"medical":[22],"field.":[23],"Many":[24],"studies":[25],"using":[26,91,178],"sounds":[28,71],"recorded":[29],"with":[30,45,203],"stethoscope":[31],"have":[32],"been":[33],"conducted":[34],"literature":[37],"order":[39],"to":[40,50,87],"diagnose":[41],"diseases":[44],"artificial":[46],"intelligence-compatible":[47],"devices":[48],"and":[49,69,134,188,194,209],"assist":[51],"experts":[53],"their":[55],"diagnosis.":[56],"In":[57,117,149],"this":[58],"paper,":[59],"ICBHI":[60],"2017":[61],"database":[62],"includes":[64],"different":[65],"sample":[66],"frequencies,":[67],"noise":[68],"background":[70],"was":[72,101,129,141,158,211],"used":[73,112,130,142],"for":[74,113,131,165,185],"classification":[76,144],"sounds.":[79,148],"The":[80,94,169,183,197],"sound":[82,115,167],"signals":[83],"were":[84,111,175,192,200,216],"initially":[85],"converted":[86],"spectrogram":[88,163],"images":[89,164],"by":[90,177],"time-frequency":[92,104],"method.":[93],"short":[95],"time":[96],"Fourier":[97],"transform":[98],"(STFT)":[99],"method":[100],"considered":[102],"as":[103],"transformation.":[105],"Two":[106],"deep":[107,123,155],"learning":[108],"based":[109],"approaches":[110],"classification.":[116,168],"first":[119,187],"approach,":[120,152],"a":[121,135],"pre-trained":[122,154],"convolutional":[124],"neural":[125],"networks":[126],"(CNN)":[127],"model":[128,157],"feature":[132],"extraction":[133],"support":[136],"vector":[137],"machine":[138],"(SVM)":[139],"classifier":[140],"second":[151,189],"CNN":[156],"fine-tuned":[159],"(transfer":[160],"learning)":[161],"via":[162],"accuracies":[170,184,199],"proposed":[173,190],"methods":[174,191],"tested":[176],"ten-fold":[180],"cross":[181],"validation.":[182],"65.5%":[193],"63.09%,":[195],"respectively.":[196],"obtained":[198,214],"then":[201],"compared":[202],"some":[204],"existing":[207],"results":[208],"it":[210],"seen":[212],"that":[213],"scores":[215],"better":[217],"than":[218],"other":[220],"results.":[221]},"counts_by_year":[{"year":2026,"cited_by_count":10},{"year":2025,"cited_by_count":28},{"year":2024,"cited_by_count":33},{"year":2023,"cited_by_count":45},{"year":2022,"cited_by_count":38},{"year":2021,"cited_by_count":33},{"year":2020,"cited_by_count":16}],"updated_date":"2026-07-23T08:03:31.855105","created_date":"2025-10-10T00:00:00"}