{"id":"https://openalex.org/W4225406569","doi":"https://doi.org/10.1109/jbhi.2022.3171663","title":"IIMFCBM: Intelligent Integrated Model for Feature Extraction and Classification of Brain Tumors Using MRI Clinical Imaging Data in IoT-Healthcare","display_name":"IIMFCBM: Intelligent Integrated Model for Feature Extraction and Classification of Brain Tumors Using MRI Clinical Imaging Data in IoT-Healthcare","publication_year":2022,"publication_date":"2022-05-03","ids":{"openalex":"https://openalex.org/W4225406569","doi":"https://doi.org/10.1109/jbhi.2022.3171663","pmid":"https://pubmed.ncbi.nlm.nih.gov/35503847"},"language":"en","primary_location":{"id":"doi:10.1109/jbhi.2022.3171663","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jbhi.2022.3171663","pdf_url":null,"source":{"id":"https://openalex.org/S2495854775","display_name":"IEEE Journal of Biomedical and Health Informatics","issn_l":"2168-2194","issn":["2168-2194","2168-2208"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Journal of Biomedical and Health Informatics","raw_type":"journal-article"},"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/A5058835260","display_name":"Amin Ul Haq","orcid":"https://orcid.org/0000-0002-7774-5604"},"institutions":[{"id":"https://openalex.org/I150229711","display_name":"University of Electronic Science and Technology of China","ror":"https://ror.org/04qr3zq92","country_code":"CN","type":"education","lineage":["https://openalex.org/I150229711"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Amin Ul Haq","raw_affiliation_strings":["School of Computer Science and Engineering, University of Electronic Science and Technology of China, Chengdu, Sichuan, China"],"raw_orcid":"https://orcid.org/0000-0002-7774-5604","affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, University of Electronic Science and Technology of China, Chengdu, Sichuan, China","institution_ids":["https://openalex.org/I150229711"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100692320","display_name":"Jianping Li","orcid":"https://orcid.org/0000-0003-2192-1450"},"institutions":[{"id":"https://openalex.org/I150229711","display_name":"University of Electronic Science and Technology of China","ror":"https://ror.org/04qr3zq92","country_code":"CN","type":"education","lineage":["https://openalex.org/I150229711"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jian Ping Li","raw_affiliation_strings":["School of Computer Science and Engineering, University of Electronic Science and Technology of China, Chengdu, Sichuan, China"],"raw_orcid":"https://orcid.org/0000-0003-2192-1450","affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, University of Electronic Science and Technology of China, Chengdu, Sichuan, China","institution_ids":["https://openalex.org/I150229711"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076368319","display_name":"Bless Lord Y. Agbley","orcid":"https://orcid.org/0000-0002-3480-1936"},"institutions":[{"id":"https://openalex.org/I150229711","display_name":"University of Electronic Science and Technology of China","ror":"https://ror.org/04qr3zq92","country_code":"CN","type":"education","lineage":["https://openalex.org/I150229711"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bless Lord Y Agbley","raw_affiliation_strings":["School of Computer Science and Engineering, University of Electronic Science and Technology of China, Chengdu, Sichuan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, University of Electronic Science and Technology of China, Chengdu, Sichuan, China","institution_ids":["https://openalex.org/I150229711"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039995971","display_name":"Asif Khan","orcid":"https://orcid.org/0000-0001-5009-3290"},"institutions":[{"id":"https://openalex.org/I150229711","display_name":"University of Electronic Science and Technology of China","ror":"https://ror.org/04qr3zq92","country_code":"CN","type":"education","lineage":["https://openalex.org/I150229711"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Asif Khan","raw_affiliation_strings":["School of Computer Science and Engineering, University of Electronic Science and Technology of China, Chengdu, Sichuan, China"],"raw_orcid":"https://orcid.org/0000-0001-5009-3290","affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, University of Electronic Science and Technology of China, Chengdu, Sichuan, China","institution_ids":["https://openalex.org/I150229711"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067743408","display_name":"Inayat Khan","orcid":"https://orcid.org/0000-0003-0895-9665"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Inayat Khan","raw_affiliation_strings":["Department of Computer Science, University of Buner, Buner, Khyber Pakhtunkhwa, Pakistan"],"raw_orcid":"https://orcid.org/0000-0003-0895-9665","affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of Buner, Buner, Khyber Pakhtunkhwa, Pakistan","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047672519","display_name":"M. Irfan Uddin","orcid":"https://orcid.org/0000-0002-1355-3881"},"institutions":[{"id":"https://openalex.org/I178777954","display_name":"Kohat University of Science and Technology","ror":"https://ror.org/057d2v504","country_code":"PK","type":"education","lineage":["https://openalex.org/I178777954"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"M. Irfan Uddin","raw_affiliation_strings":["Institute of Computing, Kohat University of Science and Technology, Kohat, Khyber Pakhtunkhwa, Pakistan"],"raw_orcid":"https://orcid.org/0000-0002-1355-3881","affiliations":[{"raw_affiliation_string":"Institute of Computing, Kohat University of Science and Technology, Kohat, Khyber Pakhtunkhwa, Pakistan","institution_ids":["https://openalex.org/I178777954"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5037044938","display_name":"Shakir Khan","orcid":"https://orcid.org/0000-0002-7925-9191"},"institutions":[{"id":"https://openalex.org/I240666556","display_name":"Imam Mohammad ibn Saud Islamic University","ror":"https://ror.org/05gxjyb39","country_code":"SA","type":"education","lineage":["https://openalex.org/I240666556"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Shakir Khan","raw_affiliation_strings":["College of Computer and Information Sciences, Imam Mohammad Ibn Saud Islamic University (IMSIU), Riyadh, Saudi Arabia"],"raw_orcid":"https://orcid.org/0000-0002-7925-9191","affiliations":[{"raw_affiliation_string":"College of Computer and Information Sciences, Imam Mohammad Ibn Saud Islamic University (IMSIU), Riyadh, Saudi Arabia","institution_ids":["https://openalex.org/I240666556"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":7,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":5.7581,"has_fulltext":false,"cited_by_count":71,"citation_normalized_percentile":{"value":0.96895519,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":100},"biblio":{"volume":"26","issue":"10","first_page":"5004","last_page":"5012"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12702","display_name":"Brain Tumor Detection and Classification","score":1.0,"subfield":{"id":"https://openalex.org/subfields/2808","display_name":"Neurology"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T12702","display_name":"Brain Tumor Detection and Classification","score":1.0,"subfield":{"id":"https://openalex.org/subfields/2808","display_name":"Neurology"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T12676","display_name":"Machine Learning and ELM","score":0.9968000054359436,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":0.9965999722480774,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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":0.7817450165748596},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.6249169707298279},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6175218820571899},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"Feature extraction","score":0.6147680878639221},{"id":"https://openalex.org/keywords/medical-imaging","display_name":"Medical imaging","score":0.5006864070892334},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4887094497680664},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.4585416913032532},{"id":"https://openalex.org/keywords/boosting","display_name":"Boosting (machine learning)","score":0.4284498691558838},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.42522597312927246},{"id":"https://openalex.org/keywords/data-modeling","display_name":"Data modeling","score":0.4210144877433777},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.37362760305404663},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.10492855310440063}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7817450165748596},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.6249169707298279},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6175218820571899},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.6147680878639221},{"id":"https://openalex.org/C31601959","wikidata":"https://www.wikidata.org/wiki/Q931309","display_name":"Medical imaging","level":2,"score":0.5006864070892334},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4887094497680664},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.4585416913032532},{"id":"https://openalex.org/C46686674","wikidata":"https://www.wikidata.org/wiki/Q466303","display_name":"Boosting (machine learning)","level":2,"score":0.4284498691558838},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.42522597312927246},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.4210144877433777},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.37362760305404663},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.10492855310440063}],"mesh":[{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D001932","descriptor_name":"Brain Neoplasms","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D001932","descriptor_name":"Brain Neoplasms","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D001932","descriptor_name":"Brain Neoplasms","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D003695","descriptor_name":"Delivery of Health Care","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003695","descriptor_name":"Delivery of Health Care","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003695","descriptor_name":"Delivery of Health Care","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":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D008279","descriptor_name":"Magnetic Resonance Imaging","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D008279","descriptor_name":"Magnetic Resonance Imaging","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":2,"locations":[{"id":"doi:10.1109/jbhi.2022.3171663","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jbhi.2022.3171663","pdf_url":null,"source":{"id":"https://openalex.org/S2495854775","display_name":"IEEE Journal of Biomedical and Health Informatics","issn_l":"2168-2194","issn":["2168-2194","2168-2208"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Journal of Biomedical and Health Informatics","raw_type":"journal-article"},{"id":"pmid:35503847","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/35503847","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":"IEEE journal of biomedical and health informatics","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1394072055","display_name":null,"funder_award_id":"2021YFG0322","funder_id":"https://openalex.org/F4320322922","funder_display_name":"Department of Science and Technology of Sichuan Province"},{"id":"https://openalex.org/G2854584440","display_name":null,"funder_award_id":"KJZD-K202114401","funder_id":"https://openalex.org/F4320324805","funder_display_name":"Chongqing Municipal Education Commission"},{"id":"https://openalex.org/G7535297184","display_name":null,"funder_award_id":"61370073","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320322922","display_name":"Department of Science and Technology of Sichuan Province","ror":"https://ror.org/04323m874"},{"id":"https://openalex.org/F4320324805","display_name":"Chongqing Municipal Education Commission","ror":"https://ror.org/031nm5713"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":29,"referenced_works":["https://openalex.org/W2017896827","https://openalex.org/W2064675550","https://openalex.org/W2083927153","https://openalex.org/W2097998348","https://openalex.org/W2116531017","https://openalex.org/W2182098131","https://openalex.org/W2312448392","https://openalex.org/W2366536035","https://openalex.org/W2766739066","https://openalex.org/W2774038639","https://openalex.org/W2890597972","https://openalex.org/W2894511130","https://openalex.org/W2897188827","https://openalex.org/W2903099708","https://openalex.org/W2910541852","https://openalex.org/W2947735999","https://openalex.org/W2963356165","https://openalex.org/W2989272346","https://openalex.org/W3127852736","https://openalex.org/W3128997703","https://openalex.org/W3168798228","https://openalex.org/W3186745756","https://openalex.org/W3217476834","https://openalex.org/W4200585446","https://openalex.org/W4212863985","https://openalex.org/W4220998430","https://openalex.org/W4288083766","https://openalex.org/W6674385629","https://openalex.org/W6691134379"],"related_works":["https://openalex.org/W4299822940","https://openalex.org/W2279398222","https://openalex.org/W2731899572","https://openalex.org/W4281780675","https://openalex.org/W3156786002","https://openalex.org/W4366492315","https://openalex.org/W2946016983","https://openalex.org/W2724710774","https://openalex.org/W3111570720","https://openalex.org/W2889705046"],"abstract_inverted_index":{"Accurate":[0],"classification":[1],"of":[2,15,122,180],"brain":[3,9,18,45,64,175],"tumors":[4],"is":[5,24,167],"vital":[6],"for":[7,131],"detecting":[8],"cancer":[10,19,65,176],"in":[11,62,177],"the":[12,72,106,115,120,127,145,152],"Medical":[13,178],"Internet":[14,179],"Things.":[16],"Detecting":[17],"at":[20],"its":[21,186],"early":[22],"stages":[23],"a":[25,79,98],"tremendous":[26],"medical":[27,60],"problem,":[28],"and":[29,66,133],"many":[30],"researchers":[31],"have":[32],"proposed":[33,52,73,146,165],"various":[34,141],"diagnostic":[35],"systems;":[36],"however,":[37],"these":[38],"systems":[39,183],"still":[40],"do":[41],"not":[42],"effectively":[43],"detect":[44],"cancer.":[46],"To":[47],"address":[48],"this":[49],"issue,":[50],"we":[51,76,139],"an":[53],"automatic":[54],"diagnosing":[55,63],"framework":[56],"that":[57,155],"will":[58],"assist":[59],"experts":[61],"ensuring":[67],"proper":[68],"treatment.":[69],"In":[70,137],"developing":[71],"integrated":[74,78],"framework,":[75],"first":[77],"Convolutional":[80],"Neural":[81],"Networks":[82],"model":[83,157,166],"to":[84,97,113,143,170,173,185],"extract":[85],"deep":[86],"features":[87,94],"from":[88,151],"Magnetic":[89],"resonance":[90],"imaging.":[91],"The":[92,148,164],"extracted":[93],"are":[95],"forwarded":[96],"Long":[99],"Short":[100],"Term":[101],"Memory":[102],"model,":[103],"which":[104],"performs":[105],"final":[107],"classification.":[108],"Augmentation":[109],"techniques":[110],"were":[111],"applied":[112],"increase":[114],"data":[116],"size,":[117],"thereby":[118],"boosting":[119],"performance":[121,160],"our":[123,135,156],"model.":[124,147],"We":[125],"used":[126,140,172],"hold-out":[128],"Cross-validation":[129],"technique":[130],"training":[132],"validating":[134],"method.":[136],"addition,":[138],"metrics":[142],"evaluate":[144],"results":[149],"obtained":[150],"experiments":[153],"show":[154],"achieved":[158],"higher":[159,187],"than":[161],"previous":[162],"models.":[163],"strongly":[168],"recommended":[169],"be":[171],"diagnose":[174],"Things":[181],"healthcare":[182],"due":[184],"predictive":[188],"outcomes.":[189]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":22},{"year":2024,"cited_by_count":20},{"year":2023,"cited_by_count":20},{"year":2022,"cited_by_count":6}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
