{"id":"https://openalex.org/W4387717542","doi":"https://doi.org/10.1109/jiot.2023.3325272","title":"Deep Incomplete Multiview Clustering via Information Bottleneck for Pattern Mining of Data in Extreme-Environment IoT","display_name":"Deep Incomplete Multiview Clustering via Information Bottleneck for Pattern Mining of Data in Extreme-Environment IoT","publication_year":2023,"publication_date":"2023-10-17","ids":{"openalex":"https://openalex.org/W4387717542","doi":"https://doi.org/10.1109/jiot.2023.3325272"},"language":"en","primary_location":{"id":"doi:10.1109/jiot.2023.3325272","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jiot.2023.3325272","pdf_url":null,"source":{"id":"https://openalex.org/S2480266640","display_name":"IEEE Internet of Things Journal","issn_l":"2327-4662","issn":["2327-4662","2372-2541"],"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 Internet of Things Journal","raw_type":"journal-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/A5100781385","display_name":"Jing Gao","orcid":"https://orcid.org/0000-0001-5099-6991"},"institutions":[{"id":"https://openalex.org/I27357992","display_name":"Dalian University of Technology","ror":"https://ror.org/023hj5876","country_code":"CN","type":"education","lineage":["https://openalex.org/I27357992"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jing Gao","raw_affiliation_strings":["School of Software Technology, Dalian University of Technology, Dalian, China"],"raw_orcid":"https://orcid.org/0000-0001-5099-6991","affiliations":[{"raw_affiliation_string":"School of Software Technology, Dalian University of Technology, Dalian, China","institution_ids":["https://openalex.org/I27357992"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102915291","display_name":"Meng Liu","orcid":"https://orcid.org/0009-0002-1604-019X"},"institutions":[{"id":"https://openalex.org/I27357992","display_name":"Dalian University of Technology","ror":"https://ror.org/023hj5876","country_code":"CN","type":"education","lineage":["https://openalex.org/I27357992"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Meng Liu","raw_affiliation_strings":["School of Software Technology, Dalian University of Technology, Dalian, China"],"raw_orcid":"https://orcid.org/0009-0002-1604-019X","affiliations":[{"raw_affiliation_string":"School of Software Technology, Dalian University of Technology, Dalian, China","institution_ids":["https://openalex.org/I27357992"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100432725","display_name":"Peng Li","orcid":"https://orcid.org/0000-0002-7138-430X"},"institutions":[{"id":"https://openalex.org/I27357992","display_name":"Dalian University of Technology","ror":"https://ror.org/023hj5876","country_code":"CN","type":"education","lineage":["https://openalex.org/I27357992"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Peng Li","raw_affiliation_strings":["School of Software Technology, Dalian University of Technology, Dalian, China"],"raw_orcid":"https://orcid.org/0000-0002-7138-430X","affiliations":[{"raw_affiliation_string":"School of Software Technology, Dalian University of Technology, Dalian, China","institution_ids":["https://openalex.org/I27357992"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5077907139","display_name":"Asif Ali Laghari","orcid":"https://orcid.org/0000-0001-5831-5943"},"institutions":[{"id":"https://openalex.org/I32399674","display_name":"Shenyang Normal University","ror":"https://ror.org/05cdfgm80","country_code":"CN","type":"education","lineage":["https://openalex.org/I32399674"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Asif Ali Laghari","raw_affiliation_strings":["Software College, Shenyang Normal University, Shenyang, China"],"raw_orcid":"https://orcid.org/0000-0001-5831-5943","affiliations":[{"raw_affiliation_string":"Software College, Shenyang Normal University, Shenyang, China","institution_ids":["https://openalex.org/I32399674"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069580698","display_name":"Abdul Rehman Javed","orcid":"https://orcid.org/0000-0002-0570-1813"},"institutions":[{"id":"https://openalex.org/I56306041","display_name":"Lebanese American University","ror":"https://ror.org/00hqkan37","country_code":"LB","type":"education","lineage":["https://openalex.org/I56306041"]},{"id":"https://openalex.org/I899713450","display_name":"Air University","ror":"https://ror.org/03yfe9v83","country_code":"PK","type":"education","lineage":["https://openalex.org/I899713450"]}],"countries":["LB","PK"],"is_corresponding":false,"raw_author_name":"Abdul Rehman Javed","raw_affiliation_strings":["Department of Cyber Security, Air University, Islamabad, Pakistan","Department of Electrical and Computer Engineering, Lebanese American University, Byblos, Lebanon"],"raw_orcid":"https://orcid.org/0000-0002-0570-1813","affiliations":[{"raw_affiliation_string":"Department of Cyber Security, Air University, Islamabad, Pakistan","institution_ids":["https://openalex.org/I899713450"]},{"raw_affiliation_string":"Department of Electrical and Computer Engineering, Lebanese American University, Byblos, Lebanon","institution_ids":["https://openalex.org/I56306041"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076805539","display_name":"Nancy Victor","orcid":"https://orcid.org/0000-0002-0640-5768"},"institutions":[{"id":"https://openalex.org/I876193797","display_name":"Vellore Institute of Technology University","ror":"https://ror.org/00qzypv28","country_code":"IN","type":"education","lineage":["https://openalex.org/I876193797"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Nancy Victor","raw_affiliation_strings":["School of Information Technology and Engineering, Vellore Institute of Technology Vellore, Vellore, India"],"raw_orcid":"https://orcid.org/0000-0002-0640-5768","affiliations":[{"raw_affiliation_string":"School of Information Technology and Engineering, Vellore Institute of Technology Vellore, Vellore, India","institution_ids":["https://openalex.org/I876193797"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5041854978","display_name":"Thippa Reddy Gadekallu","orcid":"https://orcid.org/0000-0003-0097-801X"},"institutions":[{"id":"https://openalex.org/I56306041","display_name":"Lebanese American University","ror":"https://ror.org/00hqkan37","country_code":"LB","type":"education","lineage":["https://openalex.org/I56306041"]},{"id":"https://openalex.org/I876193797","display_name":"Vellore Institute of Technology University","ror":"https://ror.org/00qzypv28","country_code":"IN","type":"education","lineage":["https://openalex.org/I876193797"]}],"countries":["IN","LB"],"is_corresponding":false,"raw_author_name":"Thippa Reddy Gadekallu","raw_affiliation_strings":["Zhongda Group, Haiyan County, Jiaxing, Zhejiang, China","Department of Electrical and Computer Engineering, Lebanese American University, Byblos, Lebanon","School of Information Technology and Engineering, Vellore Institute of Technology, Tamil Nadu, India"],"raw_orcid":"https://orcid.org/0000-0003-0097-801X","affiliations":[{"raw_affiliation_string":"Zhongda Group, Haiyan County, Jiaxing, Zhejiang, China","institution_ids":[]},{"raw_affiliation_string":"Department of Electrical and Computer Engineering, Lebanese American University, Byblos, Lebanon","institution_ids":["https://openalex.org/I56306041"]},{"raw_affiliation_string":"School of Information Technology and Engineering, Vellore Institute of Technology, Tamil Nadu, India","institution_ids":["https://openalex.org/I876193797"]}]}],"institutions":[],"countries_distinct_count":4,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":3.8707,"has_fulltext":false,"cited_by_count":29,"citation_normalized_percentile":{"value":0.94921299,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":100},"biblio":{"volume":"11","issue":"16","first_page":"26700","last_page":"26712"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11106","display_name":"Data Management and Algorithms","score":0.9873999953269958,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11106","display_name":"Data Management and Algorithms","score":0.9873999953269958,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/T12761","display_name":"Data Stream Mining Techniques","score":0.9857000112533569,"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/T10627","display_name":"Advanced Image and Video Retrieval Techniques","score":0.982200026512146,"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":0.831203281879425},{"id":"https://openalex.org/keywords/information-bottleneck-method","display_name":"Information bottleneck method","score":0.7488906979560852},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.7124119997024536},{"id":"https://openalex.org/keywords/bottleneck","display_name":"Bottleneck","score":0.6712973713874817},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.6368559002876282},{"id":"https://openalex.org/keywords/pairwise-comparison","display_name":"Pairwise comparison","score":0.543209969997406},{"id":"https://openalex.org/keywords/missing-data","display_name":"Missing data","score":0.4932023882865906},{"id":"https://openalex.org/keywords/complete-information","display_name":"Complete information","score":0.4825279414653778},{"id":"https://openalex.org/keywords/semantics","display_name":"Semantics (computer science)","score":0.4539416432380676},{"id":"https://openalex.org/keywords/robustness","display_name":"Robustness (evolution)","score":0.43378376960754395},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.39187926054000854},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3229837715625763}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.831203281879425},{"id":"https://openalex.org/C60008888","wikidata":"https://www.wikidata.org/wiki/Q6031013","display_name":"Information bottleneck method","level":3,"score":0.7488906979560852},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.7124119997024536},{"id":"https://openalex.org/C2780513914","wikidata":"https://www.wikidata.org/wiki/Q18210350","display_name":"Bottleneck","level":2,"score":0.6712973713874817},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.6368559002876282},{"id":"https://openalex.org/C184898388","wikidata":"https://www.wikidata.org/wiki/Q1435712","display_name":"Pairwise comparison","level":2,"score":0.543209969997406},{"id":"https://openalex.org/C9357733","wikidata":"https://www.wikidata.org/wiki/Q6878417","display_name":"Missing data","level":2,"score":0.4932023882865906},{"id":"https://openalex.org/C113336015","wikidata":"https://www.wikidata.org/wiki/Q574010","display_name":"Complete information","level":2,"score":0.4825279414653778},{"id":"https://openalex.org/C184337299","wikidata":"https://www.wikidata.org/wiki/Q1437428","display_name":"Semantics (computer science)","level":2,"score":0.4539416432380676},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.43378376960754395},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.39187926054000854},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3229837715625763},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.0},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0},{"id":"https://openalex.org/C175444787","wikidata":"https://www.wikidata.org/wiki/Q39072","display_name":"Microeconomics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/jiot.2023.3325272","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jiot.2023.3325272","pdf_url":null,"source":{"id":"https://openalex.org/S2480266640","display_name":"IEEE Internet of Things Journal","issn_l":"2327-4662","issn":["2327-4662","2372-2541"],"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 Internet of Things Journal","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G6292418709","display_name":null,"funder_award_id":"62076047","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7883745928","display_name":null,"funder_award_id":"62002044","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"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":31,"referenced_works":["https://openalex.org/W1879834137","https://openalex.org/W2181159407","https://openalex.org/W2546561608","https://openalex.org/W2560185252","https://openalex.org/W2608812095","https://openalex.org/W2741943936","https://openalex.org/W2897402090","https://openalex.org/W2904934357","https://openalex.org/W2906715444","https://openalex.org/W2963111938","https://openalex.org/W2963517422","https://openalex.org/W2964184826","https://openalex.org/W2964199994","https://openalex.org/W2997577891","https://openalex.org/W3008561560","https://openalex.org/W3024429943","https://openalex.org/W3033036004","https://openalex.org/W3035751812","https://openalex.org/W3092144916","https://openalex.org/W3099183477","https://openalex.org/W3120213044","https://openalex.org/W3169978599","https://openalex.org/W3173630221","https://openalex.org/W4281679003","https://openalex.org/W4286572030","https://openalex.org/W4296379054","https://openalex.org/W4312633217","https://openalex.org/W4321377319","https://openalex.org/W6729906282","https://openalex.org/W6731815755","https://openalex.org/W6767624375"],"related_works":["https://openalex.org/W4401325445","https://openalex.org/W2622284819","https://openalex.org/W1504394672","https://openalex.org/W3089381707","https://openalex.org/W4285254085","https://openalex.org/W3034190530","https://openalex.org/W2741297526","https://openalex.org/W4295728955","https://openalex.org/W3129794609","https://openalex.org/W2949033103"],"abstract_inverted_index":{"Internet":[0],"of":[1,31,46,58,64,71,93,135,150,155,189,203],"Things":[2],"(IoT)":[3],"in":[4,52,66,95,213],"extreme":[5,97,216],"environments":[6],"inevitably":[7],"produces":[8],"incomplete":[9,21,32,59,115,136,198],"multi-view":[10,22,102,116,141],"data,":[11,34,60,151],"presenting":[12],"challenges":[13],"to":[14,28,83,89,131,147,174,181],"the":[15,26,62,75,96,127,187,201,208],"existing":[16],"data":[17,51,94],"analysis":[18],"methods.":[19],"Although":[20],"clustering":[23,117],"methods":[24,210],"have":[25],"potential":[27],"mine":[29,90,132,182],"patterns":[30,92,134],"IoT":[33],"they":[35],"are":[36,104,172],"still":[37],"confronted":[38],"with":[39,77,106],"two":[40],"challenges.":[41],"1)":[42],"They":[43],"ignore":[44],"shifts":[45,154],"semantics":[47,156,163],"caused":[48],"by":[49,211],"missing":[50,99,218],"aggregating":[53],"consistent":[54,162,166],"and":[55,165],"complementary":[56],"information":[57,128,142],"degrading":[61],"robustness":[63],"models":[65],"pattern":[67],"mining.":[68],"2)":[69],"Most":[70],"them":[72],"rely":[73],"on":[74,195],"instances":[76,103],"complete":[78,190],"views":[79,185],"as":[80],"pairwise":[81],"supervision":[82],"capture":[84],"correlations":[85,183],"among":[86],"views,":[87],"failing":[88],"inherent":[91],"view":[98,217],"scenario":[100],"where":[101],"only":[105],"an":[107,139],"available":[108],"view.":[109],"To":[110],"this":[111],"end,":[112],"a":[113],"deep":[114],"network":[118],"(DIMC)":[119],"is":[120,145],"proposed":[121],"via":[122,157],"defining":[123],"dual":[124,170],"consistencies":[125,171],"within":[126],"bottleneck":[129,143],"framework":[130],"accurate":[133],"data.":[137],"Specifically,":[138],"unsupervised":[140],"(MIB)":[144],"formulated":[146],"model":[148],"dependencies":[149],"which":[152,177],"remedies":[153],"within-view":[158],"intrinsic":[159],"knowledge":[160],"learning,":[161],"sharing,":[164],"structure":[167],"aligning.":[168],"Meanwhile,":[169],"designed":[173],"implement":[175],"MIB,":[176],"builds":[178],"invariant":[179],"transformations":[180],"between":[184],"without":[186],"help":[188],"instances.":[191],"Finally,":[192],"extensive":[193],"experiments":[194],"four":[196],"benchmark":[197],"datasets":[199],"demonstrate":[200],"superiority":[202],"DIMC.":[204],"Especially,":[205],"DIMC":[206],"surpasses":[207],"state-of-the-art":[209],"0.2048":[212],"accuracy":[214],"under":[215],"scenarios.":[219]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":14},{"year":2024,"cited_by_count":12}],"updated_date":"2026-07-25T09:21:30.201066","created_date":"2025-10-10T00:00:00"}
