{"id":"https://openalex.org/W2784990005","doi":"https://doi.org/10.1109/icaci.2018.8377579","title":"Dimensionality reduction in deep learning for chest X-ray analysis of lung cancer","display_name":"Dimensionality reduction in deep learning for chest X-ray analysis of lung cancer","publication_year":2018,"publication_date":"2018-03-01","ids":{"openalex":"https://openalex.org/W2784990005","doi":"https://doi.org/10.1109/icaci.2018.8377579","mag":"2784990005"},"language":"en","primary_location":{"id":"doi:10.1109/icaci.2018.8377579","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icaci.2018.8377579","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 Tenth International Conference on Advanced Computational Intelligence (ICACI)","raw_type":"proceedings-article"},"type":"article","indexed_in":["arxiv","crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/1801.06495","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Peng Gang","orcid":null},"institutions":[{"id":"https://openalex.org/I93477617","display_name":"Huizhou University","ror":"https://ror.org/03q3s7962","country_code":"CN","type":"education","lineage":["https://openalex.org/I93477617"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Peng Gang","raw_affiliation_strings":["Huizhou University, Huizhou City, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Huizhou University, Huizhou City, China","institution_ids":["https://openalex.org/I93477617"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Wang Zhen","orcid":null},"institutions":[{"id":"https://openalex.org/I93477617","display_name":"Huizhou University","ror":"https://ror.org/03q3s7962","country_code":"CN","type":"education","lineage":["https://openalex.org/I93477617"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wang Zhen","raw_affiliation_strings":["Huizhou University, Huizhou City, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Huizhou University, Huizhou City, China","institution_ids":["https://openalex.org/I93477617"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Wei Zeng","orcid":null},"institutions":[{"id":"https://openalex.org/I93477617","display_name":"Huizhou University","ror":"https://ror.org/03q3s7962","country_code":"CN","type":"education","lineage":["https://openalex.org/I93477617"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wei Zeng","raw_affiliation_strings":["Huizhou University, Huizhou City, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Huizhou University, Huizhou City, China","institution_ids":["https://openalex.org/I93477617"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Yuri Gordienko","orcid":null},"institutions":[{"id":"https://openalex.org/I202483615","display_name":"National Technical University of Ukraine \u201cIgor Sikorsky Kyiv Polytechnic Institute\u201d","ror":"https://ror.org/00syn5v21","country_code":"UA","type":"education","lineage":["https://openalex.org/I202483615"]}],"countries":["UA"],"is_corresponding":false,"raw_author_name":"Yuri Gordienko","raw_affiliation_strings":["National Technical University of Ukraine, Igor Sikorsky Kyiv Polytechnic Institute, Kyiv, Ukraine"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Technical University of Ukraine, Igor Sikorsky Kyiv Polytechnic Institute, Kyiv, Ukraine","institution_ids":["https://openalex.org/I202483615"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Yuriy Kochura","orcid":null},"institutions":[{"id":"https://openalex.org/I202483615","display_name":"National Technical University of Ukraine \u201cIgor Sikorsky Kyiv Polytechnic Institute\u201d","ror":"https://ror.org/00syn5v21","country_code":"UA","type":"education","lineage":["https://openalex.org/I202483615"]}],"countries":["UA"],"is_corresponding":false,"raw_author_name":"Yuriy Kochura","raw_affiliation_strings":["National Technical University of Ukraine, Igor Sikorsky Kyiv Polytechnic Institute, Kyiv, Ukraine"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Technical University of Ukraine, Igor Sikorsky Kyiv Polytechnic Institute, Kyiv, Ukraine","institution_ids":["https://openalex.org/I202483615"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Oleg Alienin","orcid":null},"institutions":[{"id":"https://openalex.org/I202483615","display_name":"National Technical University of Ukraine \u201cIgor Sikorsky Kyiv Polytechnic Institute\u201d","ror":"https://ror.org/00syn5v21","country_code":"UA","type":"education","lineage":["https://openalex.org/I202483615"]}],"countries":["UA"],"is_corresponding":false,"raw_author_name":"Oleg Alienin","raw_affiliation_strings":["National Technical University of Ukraine, Igor Sikorsky Kyiv Polytechnic Institute, Kyiv, Ukraine"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Technical University of Ukraine, Igor Sikorsky Kyiv Polytechnic Institute, Kyiv, Ukraine","institution_ids":["https://openalex.org/I202483615"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Oleksandr Rokovyi","orcid":null},"institutions":[{"id":"https://openalex.org/I202483615","display_name":"National Technical University of Ukraine \u201cIgor Sikorsky Kyiv Polytechnic Institute\u201d","ror":"https://ror.org/00syn5v21","country_code":"UA","type":"education","lineage":["https://openalex.org/I202483615"]}],"countries":["UA"],"is_corresponding":false,"raw_author_name":"Oleksandr Rokovyi","raw_affiliation_strings":["National Technical University of Ukraine, Igor Sikorsky Kyiv Polytechnic Institute, Kyiv, Ukraine"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Technical University of Ukraine, Igor Sikorsky Kyiv Polytechnic Institute, Kyiv, Ukraine","institution_ids":["https://openalex.org/I202483615"]}]},{"author_position":"last","author":{"id":null,"display_name":"Sergii Stirenko","orcid":null},"institutions":[{"id":"https://openalex.org/I202483615","display_name":"National Technical University of Ukraine \u201cIgor Sikorsky Kyiv Polytechnic Institute\u201d","ror":"https://ror.org/00syn5v21","country_code":"UA","type":"education","lineage":["https://openalex.org/I202483615"]}],"countries":["UA"],"is_corresponding":false,"raw_author_name":"Sergii Stirenko","raw_affiliation_strings":["National Technical University of Ukraine, Igor Sikorsky Kyiv Polytechnic Institute, Kyiv, Ukraine"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Technical University of Ukraine, Igor Sikorsky Kyiv Polytechnic Institute, Kyiv, Ukraine","institution_ids":["https://openalex.org/I202483615"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":8,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":4.2571,"has_fulltext":false,"cited_by_count":46,"citation_normalized_percentile":{"value":0.94808204,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"878","last_page":"883"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11775","display_name":"COVID-19 diagnosis using AI","score":0.998199999332428,"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/T11775","display_name":"COVID-19 diagnosis using AI","score":0.998199999332428,"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/T12422","display_name":"Radiomics and Machine Learning in Medical Imaging","score":0.9977999925613403,"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/T10202","display_name":"Lung Cancer Diagnosis and Treatment","score":0.9955999851226807,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.7177000045776367},{"id":"https://openalex.org/keywords/lung-cancer","display_name":"Lung cancer","score":0.6523000001907349},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.620199978351593},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.6097000241279602},{"id":"https://openalex.org/keywords/dimensionality-reduction","display_name":"Dimensionality reduction","score":0.609000027179718},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5568000078201294},{"id":"https://openalex.org/keywords/outlier","display_name":"Outlier","score":0.47510001063346863}],"concepts":[{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7652999758720398},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.7177000045776367},{"id":"https://openalex.org/C2776256026","wikidata":"https://www.wikidata.org/wiki/Q47912","display_name":"Lung cancer","level":2,"score":0.6523000001907349},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.620199978351593},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.6097000241279602},{"id":"https://openalex.org/C70518039","wikidata":"https://www.wikidata.org/wiki/Q16000077","display_name":"Dimensionality reduction","level":2,"score":0.609000027179718},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5568000078201294},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5324000120162964},{"id":"https://openalex.org/C79337645","wikidata":"https://www.wikidata.org/wiki/Q779824","display_name":"Outlier","level":2,"score":0.47510001063346863},{"id":"https://openalex.org/C117797892","wikidata":"https://www.wikidata.org/wiki/Q286363","display_name":"Shadow (psychology)","level":2,"score":0.3946000039577484},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.39010000228881836},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.382099986076355},{"id":"https://openalex.org/C111335779","wikidata":"https://www.wikidata.org/wiki/Q3454686","display_name":"Reduction (mathematics)","level":2,"score":0.3481999933719635},{"id":"https://openalex.org/C111030470","wikidata":"https://www.wikidata.org/wiki/Q1430460","display_name":"Curse of dimensionality","level":2,"score":0.3411000072956085},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.337799996137619},{"id":"https://openalex.org/C41608201","wikidata":"https://www.wikidata.org/wiki/Q980509","display_name":"Embedding","level":2,"score":0.3305000066757202},{"id":"https://openalex.org/C124504099","wikidata":"https://www.wikidata.org/wiki/Q56933","display_name":"Image segmentation","level":3,"score":0.3176000118255615},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.3174000084400177},{"id":"https://openalex.org/C2777714996","wikidata":"https://www.wikidata.org/wiki/Q7886","display_name":"Lung","level":2,"score":0.2964000105857849},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.2632000148296356},{"id":"https://openalex.org/C2779883129","wikidata":"https://www.wikidata.org/wiki/Q2447890","display_name":"Gabor filter","level":3,"score":0.2606000006198883}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/icaci.2018.8377579","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icaci.2018.8377579","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 Tenth International Conference on Advanced Computational Intelligence (ICACI)","raw_type":"proceedings-article"},{"id":"pmh:oai:arXiv.org:1801.06495","is_oa":true,"landing_page_url":"http://arxiv.org/abs/1801.06495","pdf_url":"https://arxiv.org/pdf/1801.06495","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:1801.06495","is_oa":true,"landing_page_url":"http://arxiv.org/abs/1801.06495","pdf_url":"https://arxiv.org/pdf/1801.06495","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":18,"referenced_works":["https://openalex.org/W130099911","https://openalex.org/W1986649315","https://openalex.org/W2010382953","https://openalex.org/W2024798729","https://openalex.org/W2079961815","https://openalex.org/W2142514727","https://openalex.org/W2144594880","https://openalex.org/W2611650229","https://openalex.org/W2612938778","https://openalex.org/W2623992906","https://openalex.org/W2738229808","https://openalex.org/W2919115771","https://openalex.org/W2949980495","https://openalex.org/W6639867372","https://openalex.org/W6697386402","https://openalex.org/W6747745930","https://openalex.org/W6785845253","https://openalex.org/W6786119688"],"related_works":[],"abstract_inverted_index":{"The":[0,100],"efficiency":[1],"of":[2,21,27,42,50,93],"some":[3],"dimensionality":[4],"reduction":[5],"techniques,":[6],"like":[7],"lung":[8,43,78,84,109],"segmentation,":[9,110],"bone":[10,69,111],"shadow":[11,70,112],"exclusion,":[12,113],"and":[13,48,88,114,128],"t-distributed":[14],"stochastic":[15],"neighbor":[16],"embedding":[17],"(t-SNE)":[18],"for":[19,25],"exclusion":[20,71,92],"outliers,":[22],"is":[23],"estimated":[24],"analysis":[26],"chest":[28],"X-ray":[29],"(CXR)":[30],"2D":[31],"images":[32],"by":[33,95,119],"deep":[34,52],"learning":[35],"approach":[36],"to":[37,133],"help":[38],"radiologists":[39],"identify":[40],"marks":[41],"cancer":[44],"in":[45,131],"CXR.":[46],"Training":[47],"validation":[49],"the":[51,60,66,104,117,124,134],"convolutional":[53],"neural":[54],"network":[55],"(CNN)":[56],"was":[57],"performed":[58],"on":[59],"open":[61],"JSRT":[62,67,76],"dataset":[63,106],"(dataset":[64,74,80,86,98,121],"#01),":[65],"after":[68,77,83,91,108],"-":[72],"BSE-JSRT":[73,82,90],"#02),":[75],"segmentation":[79,85],"#03),":[81],"#04),":[87],"segmented":[89],"outliers":[94,118],"t-SNE":[96,120],"method":[97],"#05).":[99],"results":[101],"demonstrate":[102],"that":[103],"pre-processed":[105,136],"obtained":[107],"filtering":[115],"out":[116],"#05)":[122],"demonstrates":[123],"highest":[125],"training":[126],"rate":[127],"best":[129],"accuracy":[130],"comparison":[132],"other":[135],"datasets.":[137]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":8},{"year":2022,"cited_by_count":8},{"year":2021,"cited_by_count":11},{"year":2020,"cited_by_count":5},{"year":2019,"cited_by_count":6},{"year":2018,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2018-02-02T00:00:00"}
