{"id":"https://openalex.org/W3201084509","doi":"https://doi.org/10.1109/tip.2021.3113796","title":"Investigating Customization Strategies and Convergence Behaviors of Task-Specific ADMM","display_name":"Investigating Customization Strategies and Convergence Behaviors of Task-Specific ADMM","publication_year":2021,"publication_date":"2021-01-01","ids":{"openalex":"https://openalex.org/W3201084509","doi":"https://doi.org/10.1109/tip.2021.3113796","mag":"3201084509","pmid":"https://pubmed.ncbi.nlm.nih.gov/34559653"},"language":"en","primary_location":{"id":"doi:10.1109/tip.2021.3113796","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tip.2021.3113796","pdf_url":null,"source":{"id":"https://openalex.org/S4210173141","display_name":"IEEE Transactions on Image Processing","issn_l":"1057-7149","issn":["1057-7149","1941-0042"],"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 Transactions on Image Processing","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/A5042370642","display_name":"Risheng Liu","orcid":"https://orcid.org/0000-0002-9554-0565"},"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"]},{"id":"https://openalex.org/I4210102840","display_name":"Ubiquitous Energy (United States)","ror":"https://ror.org/01b06j989","country_code":"US","type":"company","lineage":["https://openalex.org/I4210102840"]}],"countries":["CN","US"],"is_corresponding":false,"raw_author_name":"Risheng Liu","raw_affiliation_strings":["DUT-RU International School of Information Science & Engineering, Dalian University of Technology, and also with the Key Laboratory for Ubiquitous Network and Service Software of Liaoning Province, Dalian 116024, China"],"raw_orcid":"https://orcid.org/0000-0002-9554-0565","affiliations":[{"raw_affiliation_string":"DUT-RU International School of Information Science & Engineering, Dalian University of Technology, and also with the Key Laboratory for Ubiquitous Network and Service Software of Liaoning Province, Dalian 116024, China","institution_ids":["https://openalex.org/I27357992","https://openalex.org/I4210102840"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5006040955","display_name":"Pan Mu","orcid":"https://orcid.org/0000-0002-5330-2673"},"institutions":[{"id":"https://openalex.org/I4210102840","display_name":"Ubiquitous Energy (United States)","ror":"https://ror.org/01b06j989","country_code":"US","type":"company","lineage":["https://openalex.org/I4210102840"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Pan Mu","raw_affiliation_strings":["School of Mathematical Sciences, Dalian University of Technology, and also with the Key Laboratory for Ubiquitous Network and Service Software of Liaoning Province"],"raw_orcid":"https://orcid.org/0000-0002-5330-2673","affiliations":[{"raw_affiliation_string":"School of Mathematical Sciences, Dalian University of Technology, and also with the Key Laboratory for Ubiquitous Network and Service Software of Liaoning Province","institution_ids":["https://openalex.org/I4210102840"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5080552363","display_name":"Jin Zhang","orcid":"https://orcid.org/0000-0002-6691-5612"},"institutions":[{"id":"https://openalex.org/I3045169105","display_name":"Southern University of Science and Technology","ror":"https://ror.org/049tv2d57","country_code":"CN","type":"education","lineage":["https://openalex.org/I3045169105"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jin Zhang","raw_affiliation_strings":["Department of Mathematics and SUSTech International Center for Mathematics, Southern University of Science and Technology, National Center for Applied Mathematics, Shenzhen, Guangdong, China. (e-mail: zhangj9@sustech.edu.cn)","Department of Mathematics Southern University of Science and Technology, Shenzhen, China"],"raw_orcid":"https://orcid.org/0000-0002-6691-5612","affiliations":[{"raw_affiliation_string":"Department of Mathematics and SUSTech International Center for Mathematics, Southern University of Science and Technology, National Center for Applied Mathematics, Shenzhen, Guangdong, China. (e-mail: zhangj9@sustech.edu.cn)","institution_ids":["https://openalex.org/I3045169105"]},{"raw_affiliation_string":"Department of Mathematics Southern University of Science and Technology, Shenzhen, China","institution_ids":["https://openalex.org/I3045169105"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.863,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":{"value":0.69504626,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":"30","issue":null,"first_page":"8278","last_page":"8292"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10500","display_name":"Sparse and Compressive Sensing Techniques","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/2206","display_name":"Computational Mechanics"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10500","display_name":"Sparse and Compressive Sensing Techniques","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/2206","display_name":"Computational Mechanics"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10534","display_name":"Structural Health Monitoring Techniques","score":0.994700014591217,"subfield":{"id":"https://openalex.org/subfields/2205","display_name":"Civil and Structural Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11447","display_name":"Blind Source Separation Techniques","score":0.9940000176429749,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/personalization","display_name":"Personalization","score":0.7013348340988159},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7009831666946411},{"id":"https://openalex.org/keywords/convergence","display_name":"Convergence (economics)","score":0.6394742131233215},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.6234979629516602},{"id":"https://openalex.org/keywords/task-analysis","display_name":"Task analysis","score":0.44880205392837524},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4097645878791809},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.38285955786705017},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.13358300924301147},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.11491605639457703}],"concepts":[{"id":"https://openalex.org/C183003079","wikidata":"https://www.wikidata.org/wiki/Q1000371","display_name":"Personalization","level":2,"score":0.7013348340988159},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7009831666946411},{"id":"https://openalex.org/C2777303404","wikidata":"https://www.wikidata.org/wiki/Q759757","display_name":"Convergence (economics)","level":2,"score":0.6394742131233215},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.6234979629516602},{"id":"https://openalex.org/C175154964","wikidata":"https://www.wikidata.org/wiki/Q380077","display_name":"Task analysis","level":3,"score":0.44880205392837524},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4097645878791809},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.38285955786705017},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.13358300924301147},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.11491605639457703},{"id":"https://openalex.org/C50522688","wikidata":"https://www.wikidata.org/wiki/Q189833","display_name":"Economic growth","level":1,"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/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/tip.2021.3113796","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tip.2021.3113796","pdf_url":null,"source":{"id":"https://openalex.org/S4210173141","display_name":"IEEE Transactions on Image Processing","issn_l":"1057-7149","issn":["1057-7149","1941-0042"],"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 Transactions on Image Processing","raw_type":"journal-article"},{"id":"pmid:34559653","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/34559653","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 transactions on image processing : a publication of the IEEE Signal Processing Society","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.6600000262260437,"display_name":"Peace, Justice and strong institutions","id":"https://metadata.un.org/sdg/16"}],"awards":[{"id":"https://openalex.org/G3049148066","display_name":"\u57fa\u4e8e\u53d8\u5206\u5206\u6790\u7684\u5206\u88c2\u7b97\u6cd5\u7ebf\u6027\u6536\u655b\u7387\u7814\u7a76","funder_award_id":"11971220","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3526176278","display_name":null,"funder_award_id":"61733002","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3712061478","display_name":null,"funder_award_id":"61672125","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6862244890","display_name":null,"funder_award_id":"61632019","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6944073253","display_name":null,"funder_award_id":"2019A1515011152","funder_id":"https://openalex.org/F4320321921","funder_display_name":"Natural Science Foundation of Guangdong Province"},{"id":"https://openalex.org/G7033921617","display_name":null,"funder_award_id":"2019A1515011152","funder_id":"https://openalex.org/F4320337111","funder_display_name":"Basic and Applied Basic Research Foundation of Guangdong Province"},{"id":"https://openalex.org/G7785428373","display_name":null,"funder_award_id":"2020YFB1313503","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"},{"id":"https://openalex.org/G8119831213","display_name":"\u9762\u5411\u5927\u578b\u5de5\u4e1a\u7ea73D\u6253\u5370\u7684\u51e0\u4f55\u6a21\u578b\u53ca\u5185\u5bb9\u9ad8\u6548\u751f\u6210\u7814\u7a76","funder_award_id":"61432003","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8944108821","display_name":null,"funder_award_id":"61922019","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/F4320321921","display_name":"Natural Science Foundation of Guangdong Province","ror":null},{"id":"https://openalex.org/F4320335777","display_name":"National Key Research and Development Program of China","ror":null},{"id":"https://openalex.org/F4320335787","display_name":"Fundamental Research Funds for the Central Universities","ror":null},{"id":"https://openalex.org/F4320337111","display_name":"Basic and Applied Basic Research Foundation of Guangdong Province","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":95,"referenced_works":["https://openalex.org/W1897801518","https://openalex.org/W1967468998","https://openalex.org/W1986080131","https://openalex.org/W1993205988","https://openalex.org/W1993962865","https://openalex.org/W1997201895","https://openalex.org/W1997763492","https://openalex.org/W2019904315","https://openalex.org/W2020073708","https://openalex.org/W2038233084","https://openalex.org/W2056370875","https://openalex.org/W2061645416","https://openalex.org/W2065030431","https://openalex.org/W2071631699","https://openalex.org/W2079558799","https://openalex.org/W2087416986","https://openalex.org/W2089024363","https://openalex.org/W2093621384","https://openalex.org/W2101675075","https://openalex.org/W2104266187","https://openalex.org/W2117539524","https://openalex.org/W2121927366","https://openalex.org/W2125390510","https://openalex.org/W2130184048","https://openalex.org/W2130975789","https://openalex.org/W2136334171","https://openalex.org/W2141168890","https://openalex.org/W2164278908","https://openalex.org/W2244987555","https://openalex.org/W2296055064","https://openalex.org/W2304034118","https://openalex.org/W2466666260","https://openalex.org/W2508457857","https://openalex.org/W2509784253","https://openalex.org/W2512527456","https://openalex.org/W2552808051","https://openalex.org/W2559264300","https://openalex.org/W2571537824","https://openalex.org/W2573726823","https://openalex.org/W2613155248","https://openalex.org/W2616252726","https://openalex.org/W2617883747","https://openalex.org/W2740982616","https://openalex.org/W2770522929","https://openalex.org/W2778924750","https://openalex.org/W2784344583","https://openalex.org/W2789288870","https://openalex.org/W2798664073","https://openalex.org/W2805167149","https://openalex.org/W2889700716","https://openalex.org/W2889923760","https://openalex.org/W2890592331","https://openalex.org/W2892999051","https://openalex.org/W2894652550","https://openalex.org/W2912435603","https://openalex.org/W2946304400","https://openalex.org/W2949128855","https://openalex.org/W2949440985","https://openalex.org/W2949483514","https://openalex.org/W2949956859","https://openalex.org/W2955192444","https://openalex.org/W2963230762","https://openalex.org/W2963299521","https://openalex.org/W2963367101","https://openalex.org/W2963391718","https://openalex.org/W2963725279","https://openalex.org/W2963774720","https://openalex.org/W2963793388","https://openalex.org/W2963814976","https://openalex.org/W2964212750","https://openalex.org/W2964215687","https://openalex.org/W2964261957","https://openalex.org/W2970295501","https://openalex.org/W2997862893","https://openalex.org/W3004876477","https://openalex.org/W3046934520","https://openalex.org/W3101954509","https://openalex.org/W3102025760","https://openalex.org/W3105425607","https://openalex.org/W4213262319","https://openalex.org/W4242059867","https://openalex.org/W4247811648","https://openalex.org/W4288351536","https://openalex.org/W4288409091","https://openalex.org/W4292363360","https://openalex.org/W4294285296","https://openalex.org/W6725366215","https://openalex.org/W6731676268","https://openalex.org/W6738909161","https://openalex.org/W6744107740","https://openalex.org/W6746084097","https://openalex.org/W6760820039","https://openalex.org/W6762438721","https://openalex.org/W6762492139","https://openalex.org/W6762973898"],"related_works":["https://openalex.org/W2619847476","https://openalex.org/W2034202275","https://openalex.org/W2090804590","https://openalex.org/W2007682987","https://openalex.org/W2011670355","https://openalex.org/W1990415753","https://openalex.org/W2166791242","https://openalex.org/W2162746924","https://openalex.org/W1989667785","https://openalex.org/W2077746979"],"abstract_inverted_index":{"Alternating":[0],"Direction":[1],"Method":[2],"of":[3,28,79,120,175,206],"Multiplier":[4],"(ADMM)":[5],"has":[6],"been":[7],"a":[8,52,62,91,137],"popular":[9],"algorithmic":[10,64],"framework":[11,65],"for":[12,158],"separable":[13],"optimization":[14],"problems":[15],"with":[16,141],"linear":[17],"constraints.":[18],"For":[19],"numerical":[20,134],"ADMM":[21,50,80,100,161],"fail":[22],"to":[23,48,66,75,95,107,117,197],"exploit":[24],"the":[25,29,34,77,109,118,133,146,159,168,173,185,199,204],"particular":[26],"structure":[27],"problem":[30],"at":[31],"hand":[32],"nor":[33],"input":[35],"data":[36],"information,":[37],"leveraging":[38],"task-specific":[39,69,97,125,130],"modules":[40,70,98,131],"(e.g.,":[41],"neural":[42],"networks":[43],"and":[44,180,183,202],"other":[45],"data-driven":[46],"architectures)":[47],"extend":[49],"is":[51],"significant":[53],"but":[54],"challenging":[55],"task.":[56],"This":[57],"work":[58],"focuses":[59],"on":[60,145,167],"designing":[61],"flexible":[63],"incorporate":[67],"various":[68],"(with":[71],"no":[72],"additional":[73,121],"constraints)":[74],"improve":[76],"performance":[78],"in":[81,136],"real-world":[82],"applications.":[83],"Specifically,":[84],"we":[85,171],"propose":[86],"Guidance":[87],"from":[88],"Optimality":[89],"(GO),":[90],"new":[92],"customization":[93],"strategy,":[94],"embed":[96],"into":[99,132],"(GO-ADMM).":[101],"By":[102],"introducing":[103],"an":[104,113],"optimality-based":[105],"criterion":[106],"guide":[108],"propagation,":[110],"GO-ADMM":[111,176],"establishes":[112],"updating":[114],"scheme":[115],"agnostic":[116],"choice":[119],"modules.":[122],"The":[123],"existing":[124],"methods":[126],"just":[127],"plug":[128],"their":[129],"iterations":[135],"straightforward":[138],"manner.":[139],"Even":[140],"some":[142,153],"restrictive":[143],"constraints":[144],"plug-in":[147],"modules,":[148,170],"they":[149],"can":[150],"only":[151],"obtain":[152],"relatively":[154],"weaker":[155],"convergence":[156,174,187],"properties":[157],"resulted":[160],"iterations.":[162],"Fortunately,":[163],"without":[164],"any":[165],"restrictions":[166],"embedded":[169],"prove":[172],"regarding":[177],"objective":[178],"values":[179],"constraint":[181],"violations,":[182],"derive":[184],"worst-case":[186],"rate":[188],"measured":[189],"by":[190],"iteration":[191],"complexity.":[192],"Extensive":[193],"experiments":[194],"are":[195],"conducted":[196],"verify":[198],"theoretical":[200],"results":[201],"demonstrate":[203],"efficiency":[205],"GO-ADMM.":[207]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":2},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
