{"id":"https://openalex.org/W2782574184","doi":"https://doi.org/10.1109/cdc.2017.8263860","title":"Stability of adaptive network algorithms in multitask environments","display_name":"Stability of adaptive network algorithms in multitask environments","publication_year":2017,"publication_date":"2017-12-01","ids":{"openalex":"https://openalex.org/W2782574184","doi":"https://doi.org/10.1109/cdc.2017.8263860","mag":"2782574184"},"language":"en","primary_location":{"id":"doi:10.1109/cdc.2017.8263860","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cdc.2017.8263860","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2017 IEEE 56th Annual Conference on Decision and Control (CDC)","raw_type":"proceedings-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/A5056263605","display_name":"Marc J. Piggott","orcid":"https://orcid.org/0000-0001-5576-8867"},"institutions":[{"id":"https://openalex.org/I31746571","display_name":"UNSW Sydney","ror":"https://ror.org/03r8z3t63","country_code":"AU","type":"education","lineage":["https://openalex.org/I31746571"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Marc J. Piggott","raw_affiliation_strings":["School of Electrical Engineering and Telecommunications, The University of New South Wales, Sydney, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electrical Engineering and Telecommunications, The University of New South Wales, Sydney, Australia","institution_ids":["https://openalex.org/I31746571"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5091154507","display_name":"Victor Solo","orcid":"https://orcid.org/0000-0002-5123-7708"},"institutions":[{"id":"https://openalex.org/I31746571","display_name":"UNSW Sydney","ror":"https://ror.org/03r8z3t63","country_code":"AU","type":"education","lineage":["https://openalex.org/I31746571"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Victor Solo","raw_affiliation_strings":["School of Electrical Engineering and Telecommunications, The University of New South Wales, Sydney, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electrical Engineering and Telecommunications, The University of New South Wales, Sydney, Australia","institution_ids":["https://openalex.org/I31746571"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I31746571"],"apc_list":null,"apc_paid":null,"fwci":0.2369,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.56849279,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":"64","issue":null,"first_page":"1472","last_page":"1477"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11233","display_name":"Advanced Adaptive Filtering Techniques","score":1.0,"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/T11233","display_name":"Advanced Adaptive Filtering Techniques","score":1.0,"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/T11347","display_name":"Neural Networks Stability and Synchronization","score":0.992900013923645,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/T11110","display_name":"Stability and Controllability of Differential Equations","score":0.9847999811172485,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/stability","display_name":"Stability (learning theory)","score":0.6781165599822998},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6742570400238037},{"id":"https://openalex.org/keywords/realization","display_name":"Realization (probability)","score":0.5780516266822815},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.5334306955337524},{"id":"https://openalex.org/keywords/moment","display_name":"Moment (physics)","score":0.5116553902626038},{"id":"https://openalex.org/keywords/limit","display_name":"Limit (mathematics)","score":0.5063668489456177},{"id":"https://openalex.org/keywords/noise","display_name":"Noise (video)","score":0.4911322295665741},{"id":"https://openalex.org/keywords/adaptation","display_name":"Adaptation (eye)","score":0.4651162922382355},{"id":"https://openalex.org/keywords/node","display_name":"Node (physics)","score":0.42067885398864746},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.36348646879196167},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.2002774178981781},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.18014395236968994},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.17105644941329956}],"concepts":[{"id":"https://openalex.org/C112972136","wikidata":"https://www.wikidata.org/wiki/Q7595718","display_name":"Stability (learning theory)","level":2,"score":0.6781165599822998},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6742570400238037},{"id":"https://openalex.org/C2781089630","wikidata":"https://www.wikidata.org/wiki/Q21856745","display_name":"Realization (probability)","level":2,"score":0.5780516266822815},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.5334306955337524},{"id":"https://openalex.org/C179254644","wikidata":"https://www.wikidata.org/wiki/Q13222844","display_name":"Moment (physics)","level":2,"score":0.5116553902626038},{"id":"https://openalex.org/C151201525","wikidata":"https://www.wikidata.org/wiki/Q177239","display_name":"Limit (mathematics)","level":2,"score":0.5063668489456177},{"id":"https://openalex.org/C99498987","wikidata":"https://www.wikidata.org/wiki/Q2210247","display_name":"Noise (video)","level":3,"score":0.4911322295665741},{"id":"https://openalex.org/C139807058","wikidata":"https://www.wikidata.org/wiki/Q352374","display_name":"Adaptation (eye)","level":2,"score":0.4651162922382355},{"id":"https://openalex.org/C62611344","wikidata":"https://www.wikidata.org/wiki/Q1062658","display_name":"Node (physics)","level":2,"score":0.42067885398864746},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.36348646879196167},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.2002774178981781},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.18014395236968994},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.17105644941329956},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.0},{"id":"https://openalex.org/C66938386","wikidata":"https://www.wikidata.org/wiki/Q633538","display_name":"Structural engineering","level":1,"score":0.0},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C74650414","wikidata":"https://www.wikidata.org/wiki/Q11397","display_name":"Classical mechanics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/cdc.2017.8263860","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cdc.2017.8263860","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2017 IEEE 56th Annual Conference on Decision and Control (CDC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":27,"referenced_works":["https://openalex.org/W338925043","https://openalex.org/W1550574544","https://openalex.org/W1568229137","https://openalex.org/W2024747714","https://openalex.org/W2027481851","https://openalex.org/W2038830744","https://openalex.org/W2057325524","https://openalex.org/W2068254488","https://openalex.org/W2082904296","https://openalex.org/W2086502731","https://openalex.org/W2093737596","https://openalex.org/W2093795816","https://openalex.org/W2118776392","https://openalex.org/W2121820607","https://openalex.org/W2123183226","https://openalex.org/W2159585070","https://openalex.org/W2166935429","https://openalex.org/W2402585016","https://openalex.org/W2412976330","https://openalex.org/W2511623939","https://openalex.org/W2746360986","https://openalex.org/W2949951178","https://openalex.org/W2962907301","https://openalex.org/W2963157432","https://openalex.org/W4205987271","https://openalex.org/W6684139056","https://openalex.org/W6763931998"],"related_works":["https://openalex.org/W2022544890","https://openalex.org/W2394097730","https://openalex.org/W2043523297","https://openalex.org/W2475378634","https://openalex.org/W2113405914","https://openalex.org/W4312353617","https://openalex.org/W2260963831","https://openalex.org/W4235249401","https://openalex.org/W2331305369","https://openalex.org/W2076430825"],"abstract_inverted_index":{"Multitask":[0],"diffusion":[1,37],"and":[2,39,79,109],"consensus":[3,42],"algorithms":[4,44,95,111],"have":[5],"been":[6,54],"proposed":[7],"to":[8,23,84,114],"solve":[9],"distributed":[10,122],"optimization":[11],"problems":[12],"in":[13,46,96],"real":[14,40],"time":[15,41],"from":[16],"streaming":[17],"data,":[18],"where":[19],"the":[20,72,90,97,104,121],"nodes":[21],"cooperate":[22],"estimate":[24],"node-dependent":[25],"parameters.":[26],"A":[27],"fundamental":[28],"question":[29],"motivating":[30],"their":[31],"development":[32],"is:":[33],"how":[34],"do":[35],"standard":[36],"LMS":[38],"(RTC)":[43],"perform":[45],"such":[47],"environments?":[48],"Previously,":[49],"only":[50],"moment":[51],"stability":[52,69],"has":[53],"studied":[55],"via":[56],"energy":[57],"conservation":[58],"arguments":[59],"which":[60],"require":[61],"unrealistic":[62],"white":[63],"regressor":[64],"assumptions.":[65],"We":[66,101],"present":[67],"realization-wise":[68],"results":[70],"for":[71,89],"first":[73],"time,":[74],"under":[75],"both":[76],"correlated":[77],"regressors":[78],"noise.":[80],"This":[81],"allows":[82],"us":[83],"give":[85],"an":[86],"explicit":[87],"expression":[88],"limit":[91],"point":[92],"of":[93,120],"these":[94],"slow":[98],"adaptation":[99],"regime.":[100],"see":[102],"that":[103],"Adapt-Then-Combine":[105],"(ATC),":[106],"Combine-Then-Adapt":[107],"(CTA)":[108],"RTC":[110],"all":[112],"converge":[113],"a":[115],"common":[116],"Pareto":[117],"optimal":[118],"solution":[119],"MMSE":[123],"problem.":[124]},"counts_by_year":[{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}