{"id":"https://openalex.org/W7123727691","doi":"https://doi.org/10.1093/bib/bbaf717","title":"Adaptive multi-view information bottleneck for multi-omics data clustering","display_name":"Adaptive multi-view information bottleneck for multi-omics data clustering","publication_year":2025,"publication_date":"2025-12-25","ids":{"openalex":"https://openalex.org/W7123727691","doi":"https://doi.org/10.1093/bib/bbaf717","pmid":"https://pubmed.ncbi.nlm.nih.gov/41527852"},"language":"en","primary_location":{"id":"doi:10.1093/bib/bbaf717","is_oa":true,"landing_page_url":"https://doi.org/10.1093/bib/bbaf717","pdf_url":null,"source":{"id":"https://openalex.org/S91767247","display_name":"Briefings in Bioinformatics","issn_l":"1467-5463","issn":["1467-5463","1477-4054"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310311648","host_organization_name":"Oxford University Press","host_organization_lineage":["https://openalex.org/P4310311648","https://openalex.org/P4310311647"],"host_organization_lineage_names":["Oxford University Press","University of Oxford"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Briefings in Bioinformatics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1093/bib/bbaf717","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Zhen Tian","orcid":null},"institutions":[{"id":"https://openalex.org/I38877650","display_name":"Zhengzhou University","ror":"https://ror.org/04ypx8c21","country_code":"CN","type":"education","lineage":["https://openalex.org/I38877650"]},{"id":"https://openalex.org/I4210123686","display_name":"Quzhou University","ror":"https://ror.org/024nfx323","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210123686"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Zhen Tian","raw_affiliation_strings":["School of Computer and Artificial Intelligence, Zhengzhou University , No. 100, Kexue Road, Gaoxin District, Zhengzhou 450000 ,","Yangtze Delta Region Institute (Quzhou), University of Electronic Science and Technology of China , No. 1, Chengdian Road, Kecheng District, Quzhou 324000 ,"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer and Artificial Intelligence, Zhengzhou University , No. 100, Kexue Road, Gaoxin District, Zhengzhou 450000 ,","institution_ids":["https://openalex.org/I38877650"]},{"raw_affiliation_string":"Yangtze Delta Region Institute (Quzhou), University of Electronic Science and Technology of China , No. 1, Chengdian Road, Kecheng District, Quzhou 324000 ,","institution_ids":["https://openalex.org/I4210123686"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065969089","display_name":"Xiaojiao Wei","orcid":null},"institutions":[{"id":"https://openalex.org/I2800970254","display_name":"State Intellectual Property Office","ror":"https://ror.org/00zrjgm10","country_code":"CN","type":"government","lineage":["https://openalex.org/I2800970254"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaojiao Wei","raw_affiliation_strings":["The Patent Examination Cooperation (Jiangsu) Center of the Patent Office of China National Intellectual Property Administration , 145 Hanzhongmen Street, Jianye District, Nanjing 210000 ,"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The Patent Examination Cooperation (Jiangsu) Center of the Patent Office of China National Intellectual Property Administration , 145 Hanzhongmen Street, Jianye District, Nanjing 210000 ,","institution_ids":["https://openalex.org/I2800970254"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044240623","display_name":"Zhengzheng Lou","orcid":"https://orcid.org/0000-0002-6902-5260"},"institutions":[{"id":"https://openalex.org/I38877650","display_name":"Zhengzhou University","ror":"https://ror.org/04ypx8c21","country_code":"CN","type":"education","lineage":["https://openalex.org/I38877650"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhengzheng Lou","raw_affiliation_strings":["School of Computer and Artificial Intelligence, Zhengzhou University , No. 100, Kexue Road, Gaoxin District, Zhengzhou 450000 ,"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer and Artificial Intelligence, Zhengzhou University , No. 100, Kexue Road, Gaoxin District, Zhengzhou 450000 ,","institution_ids":["https://openalex.org/I38877650"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5122965342","display_name":"Zhixia Teng","orcid":null},"institutions":[{"id":"https://openalex.org/I47689461","display_name":"Northeast Forestry University","ror":"https://ror.org/02yxnh564","country_code":"CN","type":"education","lineage":["https://openalex.org/I47689461"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhixia Teng","raw_affiliation_strings":["College of Computer and Control Engineering, Northeast Forestry University , 26 Hexing Road, Xiangfang District, Harbin 150040 ,"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Computer and Control Engineering, Northeast Forestry University , 26 Hexing Road, Xiangfang District, Harbin 150040 ,","institution_ids":["https://openalex.org/I47689461"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5122973184","display_name":"Shouli Fu","orcid":null},"institutions":[{"id":"https://openalex.org/I38877650","display_name":"Zhengzhou University","ror":"https://ror.org/04ypx8c21","country_code":"CN","type":"education","lineage":["https://openalex.org/I38877650"]},{"id":"https://openalex.org/I4210091712","display_name":"Zhengzhou University of Science and Technology","ror":"https://ror.org/00b3j7936","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210091712"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shouli Fu","raw_affiliation_strings":["School of Cyber Science and Engineering, Zhengzhou University , No. 97, Wenhua Road, Zhengzhou 450000 ,"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Cyber Science and Engineering, Zhengzhou University , No. 97, Wenhua Road, Zhengzhou 450000 ,","institution_ids":["https://openalex.org/I38877650","https://openalex.org/I4210091712"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I38877650","https://openalex.org/I4210123686"],"apc_list":{"value":4011,"currency":"USD","value_usd":4011},"apc_paid":{"value":4011,"currency":"USD","value_usd":4011},"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.62882378,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"27","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11289","display_name":"Single-cell and spatial transcriptomics","score":0.8881000280380249,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T11289","display_name":"Single-cell and spatial transcriptomics","score":0.8881000280380249,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T10885","display_name":"Gene expression and cancer classification","score":0.04470000043511391,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T12859","display_name":"Cell Image Analysis Techniques","score":0.03229999914765358,"subfield":{"id":"https://openalex.org/subfields/1304","display_name":"Biophysics"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/information-bottleneck-method","display_name":"Information bottleneck method","score":0.8565999865531921},{"id":"https://openalex.org/keywords/bottleneck","display_name":"Bottleneck","score":0.8410999774932861},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.8349999785423279},{"id":"https://openalex.org/keywords/complementarity","display_name":"Complementarity (molecular biology)","score":0.5874999761581421},{"id":"https://openalex.org/keywords/entropy","display_name":"Entropy (arrow of time)","score":0.5546000003814697},{"id":"https://openalex.org/keywords/correlation-clustering","display_name":"Correlation clustering","score":0.41609999537467957},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.41179999709129333},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.398499995470047},{"id":"https://openalex.org/keywords/constrained-clustering","display_name":"Constrained clustering","score":0.3896999955177307}],"concepts":[{"id":"https://openalex.org/C60008888","wikidata":"https://www.wikidata.org/wiki/Q6031013","display_name":"Information bottleneck method","level":3,"score":0.8565999865531921},{"id":"https://openalex.org/C2780513914","wikidata":"https://www.wikidata.org/wiki/Q18210350","display_name":"Bottleneck","level":2,"score":0.8410999774932861},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.8349999785423279},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7177000045776367},{"id":"https://openalex.org/C202269582","wikidata":"https://www.wikidata.org/wiki/Q2644277","display_name":"Complementarity (molecular biology)","level":2,"score":0.5874999761581421},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.574400007724762},{"id":"https://openalex.org/C106301342","wikidata":"https://www.wikidata.org/wiki/Q4117933","display_name":"Entropy (arrow of time)","level":2,"score":0.5546000003814697},{"id":"https://openalex.org/C94641424","wikidata":"https://www.wikidata.org/wiki/Q5172845","display_name":"Correlation clustering","level":3,"score":0.41609999537467957},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.41179999709129333},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.398499995470047},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.39259999990463257},{"id":"https://openalex.org/C27964816","wikidata":"https://www.wikidata.org/wiki/Q5164359","display_name":"Constrained clustering","level":5,"score":0.3896999955177307},{"id":"https://openalex.org/C72634772","wikidata":"https://www.wikidata.org/wiki/Q386824","display_name":"Data integration","level":2,"score":0.32989999651908875},{"id":"https://openalex.org/C167981619","wikidata":"https://www.wikidata.org/wiki/Q1685498","display_name":"Cross entropy","level":3,"score":0.3271999955177307},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.32600000500679016},{"id":"https://openalex.org/C39235581","wikidata":"https://www.wikidata.org/wiki/Q5158434","display_name":"Conceptual clustering","level":5,"score":0.30880001187324524},{"id":"https://openalex.org/C17212007","wikidata":"https://www.wikidata.org/wiki/Q5511111","display_name":"Fuzzy clustering","level":3,"score":0.3052999973297119},{"id":"https://openalex.org/C66746571","wikidata":"https://www.wikidata.org/wiki/Q1134833","display_name":"ENCODE","level":3,"score":0.2922999858856201},{"id":"https://openalex.org/C193143536","wikidata":"https://www.wikidata.org/wiki/Q5227360","display_name":"Data stream clustering","level":5,"score":0.2824999988079071},{"id":"https://openalex.org/C92835128","wikidata":"https://www.wikidata.org/wiki/Q1277447","display_name":"Hierarchical clustering","level":3,"score":0.2800999879837036},{"id":"https://openalex.org/C33704608","wikidata":"https://www.wikidata.org/wiki/Q5014717","display_name":"CURE data clustering algorithm","level":4,"score":0.274399995803833},{"id":"https://openalex.org/C52622258","wikidata":"https://www.wikidata.org/wiki/Q131222","display_name":"Information theory","level":2,"score":0.2712000012397766},{"id":"https://openalex.org/C104047586","wikidata":"https://www.wikidata.org/wiki/Q5033439","display_name":"Canopy clustering algorithm","level":4,"score":0.27000001072883606},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.2667999863624573},{"id":"https://openalex.org/C184509293","wikidata":"https://www.wikidata.org/wiki/Q5136711","display_name":"Clustering high-dimensional data","level":3,"score":0.2653000056743622},{"id":"https://openalex.org/C83665646","wikidata":"https://www.wikidata.org/wiki/Q42139305","display_name":"Feature vector","level":2,"score":0.250900000333786}],"mesh":[{"descriptor_ui":"D000095028","descriptor_name":"Multiomics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000095028","descriptor_name":"Multiomics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000095028","descriptor_name":"Multiomics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000095028","descriptor_name":"Multiomics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","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":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016000","descriptor_name":"Cluster Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016000","descriptor_name":"Cluster Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016000","descriptor_name":"Cluster Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016000","descriptor_name":"Cluster Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D019295","descriptor_name":"Computational Biology","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D019295","descriptor_name":"Computational Biology","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D019295","descriptor_name":"Computational Biology","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D019295","descriptor_name":"Computational Biology","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D023281","descriptor_name":"Genomics","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D023281","descriptor_name":"Genomics","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D023281","descriptor_name":"Genomics","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D023281","descriptor_name":"Genomics","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D059010","descriptor_name":"Single-Cell Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D059010","descriptor_name":"Single-Cell Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D059010","descriptor_name":"Single-Cell Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D059010","descriptor_name":"Single-Cell Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":3,"locations":[{"id":"doi:10.1093/bib/bbaf717","is_oa":true,"landing_page_url":"https://doi.org/10.1093/bib/bbaf717","pdf_url":null,"source":{"id":"https://openalex.org/S91767247","display_name":"Briefings in Bioinformatics","issn_l":"1467-5463","issn":["1467-5463","1477-4054"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310311648","host_organization_name":"Oxford University Press","host_organization_lineage":["https://openalex.org/P4310311648","https://openalex.org/P4310311647"],"host_organization_lineage_names":["Oxford University Press","University of Oxford"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Briefings in Bioinformatics","raw_type":"journal-article"},{"id":"pmid:41527852","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/41527852","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":"Briefings in bioinformatics","raw_type":null},{"id":"pmh:oai:pubmedcentral.nih.gov:12796825","is_oa":true,"landing_page_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC12796825/","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC12796825/pdf/bbaf717.pdf","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-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Brief Bioinform","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.1093/bib/bbaf717","is_oa":true,"landing_page_url":"https://doi.org/10.1093/bib/bbaf717","pdf_url":null,"source":{"id":"https://openalex.org/S91767247","display_name":"Briefings in Bioinformatics","issn_l":"1467-5463","issn":["1467-5463","1477-4054"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310311648","host_organization_name":"Oxford University Press","host_organization_lineage":["https://openalex.org/P4310311648","https://openalex.org/P4310311647"],"host_organization_lineage_names":["Oxford University Press","University of Oxford"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Briefings in Bioinformatics","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G3182591502","display_name":null,"funder_award_id":"62371423","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4349931924","display_name":null,"funder_award_id":"62271132","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4447824058","display_name":null,"funder_award_id":"252300421226","funder_id":"https://openalex.org/F4320323845","funder_display_name":"Natural Science Foundation of Henan Province"},{"id":"https://openalex.org/G8434939644","display_name":null,"funder_award_id":"LH2024F001","funder_id":"https://openalex.org/F4320323085","funder_display_name":"Natural Science Foundation of Heilongjiang Province"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320323085","display_name":"Natural Science Foundation of Heilongjiang Province","ror":null},{"id":"https://openalex.org/F4320323845","display_name":"Natural Science Foundation of Henan Province","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":33,"referenced_works":["https://openalex.org/W1986273607","https://openalex.org/W1987219048","https://openalex.org/W2040209571","https://openalex.org/W2799751301","https://openalex.org/W2884724578","https://openalex.org/W2998127407","https://openalex.org/W3003444384","https://openalex.org/W3013823153","https://openalex.org/W3036600937","https://openalex.org/W3093858607","https://openalex.org/W3159101980","https://openalex.org/W3167669115","https://openalex.org/W3170265427","https://openalex.org/W3176694003","https://openalex.org/W3195317458","https://openalex.org/W4200581587","https://openalex.org/W4214886807","https://openalex.org/W4225138617","https://openalex.org/W4235169531","https://openalex.org/W4283689887","https://openalex.org/W4311232381","https://openalex.org/W4318479578","https://openalex.org/W4319069334","https://openalex.org/W4322768301","https://openalex.org/W4386857837","https://openalex.org/W4387885766","https://openalex.org/W4391964169","https://openalex.org/W4392168151","https://openalex.org/W4392899363","https://openalex.org/W4400519509","https://openalex.org/W4402147617","https://openalex.org/W4402902856","https://openalex.org/W4410997516"],"related_works":[],"abstract_inverted_index":{"MOTIVATION:":[0],"Recent":[1],"advances":[2],"in":[3,49,57,188],"single-cell":[4],"sequencing":[5],"have":[6],"transformed":[7],"precise":[8],"measurement":[9],"of":[10,19,28,54],"gene":[11],"expression":[12],"at":[13],"cellular":[14,20],"resolution,":[15],"enabling":[16],"unprecedented":[17],"dissection":[18],"heterogeneity":[21],"and":[22,42,60,101,128],"intricate":[23],"biological":[24,192],"processes.":[25],"The":[26,88,167],"accumulation":[27],"multi-omics":[29,58,82],"data":[30,59,83,111],"offers":[31],"new":[32],"avenues":[33],"for":[34,39],"cell":[35,169],"clustering-a":[36],"critical":[37],"foundation":[38],"cell-type":[40],"identification":[41],"downstream":[43],"analyses.":[44],"However,":[45],"substantial":[46],"challenges":[47],"persist":[48],"simultaneously":[50],"achieving":[51],"effective":[52],"integration":[53],"complementary":[55],"information":[56,142,165],"their":[61,164],"appropriate":[62],"weight":[63,107],"allocation.":[64,108],"RESULTS:":[65],"Here,":[66],"we":[67],"propose":[68],"an":[69],"Adaptive":[70],"Multi-View":[71],"clustering":[72,84,144,189],"framework":[73,145],"with":[74,104],"the":[75,81,105,116,123],"Information":[76],"Bottleneck":[77],"principle":[78],"to":[79,150,163],"solve":[80],"task":[85],"(named":[86],"scAMVIB).":[87],"proposed":[89],"model":[90],"could":[91],"learn":[92],"multi-view":[93,110,141],"omics":[94,118],"representations":[95,131],"that":[96,146,183],"capture":[97],"both":[98],"inter-omics":[99],"associations":[100],"omics-specific":[102,130],"patterns,":[103],"adaptive":[106],"Specifically,":[109],"comprise":[112],"two":[113],"components:":[114],"(i)":[115],"integrated":[117],"feature":[119],"matrix":[120],"derived":[121],"from":[122,132],"similarity":[124],"network":[125],"fusion":[126],"strategy":[127],"(ii)":[129],"distinct":[133],"platforms.":[134],"These":[135],"inputs":[136],"are":[137,155,171],"processed":[138],"through":[139,173],"a":[140],"bottleneck":[143],"leverages":[147],"cross-view":[148],"complementarity":[149],"enhance":[151],"representations.":[152],"View":[153],"weights":[154],"adaptively":[156],"assigned":[157],"via":[158],"maximum":[159],"entropy":[160],"regularization,":[161],"proportional":[162],"content.":[166],"final":[168],"partitions":[170],"obtained":[172],"sequential":[174],"iterative":[175],"optimization.":[176],"Comprehensive":[177],"experiments":[178],"across":[179],"multiple":[180],"datasets":[181],"demonstrate":[182],"scAMVIB":[184],"has":[185],"strong":[186],"competitiveness":[187],"while":[190],"maintaining":[191],"interpretability.":[193]},"counts_by_year":[],"updated_date":"2026-04-28T14:05:53.105641","created_date":"2026-01-14T00:00:00"}
