{"id":"https://openalex.org/W2042664989","doi":"https://doi.org/10.1109/msp.2012.2231991","title":"Diffusion strategies for adaptation and learning over networks: an examination of distributed strategies and network behavior","display_name":"Diffusion strategies for adaptation and learning over networks: an examination of distributed strategies and network behavior","publication_year":2013,"publication_date":"2013-04-05","ids":{"openalex":"https://openalex.org/W2042664989","doi":"https://doi.org/10.1109/msp.2012.2231991","mag":"2042664989"},"language":"en","primary_location":{"id":"doi:10.1109/msp.2012.2231991","is_oa":false,"landing_page_url":"https://doi.org/10.1109/msp.2012.2231991","pdf_url":null,"source":{"id":"https://openalex.org/S120977877","display_name":"IEEE Signal Processing Magazine","issn_l":"1053-5888","issn":["1053-5888","1558-0792"],"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 Signal Processing Magazine","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"http://infoscience.epfl.ch/record/233436","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5091103447","display_name":"Ali H. Sayed","orcid":"https://orcid.org/0000-0002-5125-5519"},"institutions":[{"id":"https://openalex.org/I161318765","display_name":"University of California, Los Angeles","ror":"https://ror.org/046rm7j60","country_code":"US","type":"education","lineage":["https://openalex.org/I161318765"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ali H. Sayed","raw_affiliation_strings":["University of California, Los Angeles, USA","Department of Electrical Engineering, University of California, Los Angeles, CA 90095-1594 USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of California, Los Angeles, USA","institution_ids":["https://openalex.org/I161318765"]},{"raw_affiliation_string":"Department of Electrical Engineering, University of California, Los Angeles, CA 90095-1594 USA","institution_ids":["https://openalex.org/I161318765"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044246604","display_name":"Sheng-Yuan Tu","orcid":null},"institutions":[{"id":"https://openalex.org/I161318765","display_name":"University of California, Los Angeles","ror":"https://ror.org/046rm7j60","country_code":"US","type":"education","lineage":["https://openalex.org/I161318765"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Sheng-Yuan Tu","raw_affiliation_strings":["University of California, Los Angeles, USA","Department of Electrical Engineering, University of California, Los Angeles, CA 90095-1594 USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of California, Los Angeles, USA","institution_ids":["https://openalex.org/I161318765"]},{"raw_affiliation_string":"Department of Electrical Engineering, University of California, Los Angeles, CA 90095-1594 USA","institution_ids":["https://openalex.org/I161318765"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088339142","display_name":"Jianshu Chen","orcid":"https://orcid.org/0000-0001-8216-2756"},"institutions":[{"id":"https://openalex.org/I161318765","display_name":"University of California, Los Angeles","ror":"https://ror.org/046rm7j60","country_code":"US","type":"education","lineage":["https://openalex.org/I161318765"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jianshu Chen","raw_affiliation_strings":["University of California, Los Angeles, USA","Department of Electrical Engineering, University of California, Los Angeles, CA 90095-1594 USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of California, Los Angeles, USA","institution_ids":["https://openalex.org/I161318765"]},{"raw_affiliation_string":"Department of Electrical Engineering, University of California, Los Angeles, CA 90095-1594 USA","institution_ids":["https://openalex.org/I161318765"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5106415108","display_name":"Xiaochuan Zhao","orcid":null},"institutions":[{"id":"https://openalex.org/I161318765","display_name":"University of California, Los Angeles","ror":"https://ror.org/046rm7j60","country_code":"US","type":"education","lineage":["https://openalex.org/I161318765"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Xiaochuan Zhao","raw_affiliation_strings":["University of California, Los Angeles, USA","Department of Electrical Engineering, University of California, Los Angeles, CA 90095-1594 USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of California, Los Angeles, USA","institution_ids":["https://openalex.org/I161318765"]},{"raw_affiliation_string":"Department of Electrical Engineering, University of California, Los Angeles, CA 90095-1594 USA","institution_ids":["https://openalex.org/I161318765"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5054060991","display_name":"Zaid J. Towfic","orcid":"https://orcid.org/0000-0002-3631-7451"},"institutions":[{"id":"https://openalex.org/I161318765","display_name":"University of California, Los Angeles","ror":"https://ror.org/046rm7j60","country_code":"US","type":"education","lineage":["https://openalex.org/I161318765"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Zaid J. Towfic","raw_affiliation_strings":["University of California, Los Angeles, USA","Department of Electrical Engineering, University of California, Los Angeles, CA 90095-1594 USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of California, Los Angeles, USA","institution_ids":["https://openalex.org/I161318765"]},{"raw_affiliation_string":"Department of Electrical Engineering, University of California, Los Angeles, CA 90095-1594 USA","institution_ids":["https://openalex.org/I161318765"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I161318765"],"apc_list":null,"apc_paid":null,"fwci":62.158,"has_fulltext":false,"cited_by_count":490,"citation_normalized_percentile":{"value":0.9992055,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":100},"biblio":{"volume":"30","issue":"3","first_page":"155","last_page":"171"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10249","display_name":"Distributed Control Multi-Agent Systems","score":0.9993000030517578,"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"}},"topics":[{"id":"https://openalex.org/T10249","display_name":"Distributed Control Multi-Agent Systems","score":0.9993000030517578,"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/T12592","display_name":"Opinion Dynamics and Social Influence","score":0.9969000220298767,"subfield":{"id":"https://openalex.org/subfields/3109","display_name":"Statistical and Nonlinear Physics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10581","display_name":"Neural dynamics and brain function","score":0.9958000183105469,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6756797432899475},{"id":"https://openalex.org/keywords/adaptation","display_name":"Adaptation (eye)","score":0.6452308297157288},{"id":"https://openalex.org/keywords/network-topology","display_name":"Network topology","score":0.6387439370155334},{"id":"https://openalex.org/keywords/swarm-behaviour","display_name":"Swarm behaviour","score":0.553332507610321},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.49939632415771484},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.4594145715236664},{"id":"https://openalex.org/keywords/diffusion","display_name":"Diffusion","score":0.4548013210296631},{"id":"https://openalex.org/keywords/property","display_name":"Property (philosophy)","score":0.4369087219238281},{"id":"https://openalex.org/keywords/face","display_name":"Face (sociological concept)","score":0.42328131198883057},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.33395618200302124},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.21158811450004578},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.15653783082962036},{"id":"https://openalex.org/keywords/sociology","display_name":"Sociology","score":0.11496371030807495}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6756797432899475},{"id":"https://openalex.org/C139807058","wikidata":"https://www.wikidata.org/wiki/Q352374","display_name":"Adaptation (eye)","level":2,"score":0.6452308297157288},{"id":"https://openalex.org/C199845137","wikidata":"https://www.wikidata.org/wiki/Q145490","display_name":"Network topology","level":2,"score":0.6387439370155334},{"id":"https://openalex.org/C181335050","wikidata":"https://www.wikidata.org/wiki/Q14915018","display_name":"Swarm behaviour","level":2,"score":0.553332507610321},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.49939632415771484},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.4594145715236664},{"id":"https://openalex.org/C69357855","wikidata":"https://www.wikidata.org/wiki/Q163214","display_name":"Diffusion","level":2,"score":0.4548013210296631},{"id":"https://openalex.org/C189950617","wikidata":"https://www.wikidata.org/wiki/Q937228","display_name":"Property (philosophy)","level":2,"score":0.4369087219238281},{"id":"https://openalex.org/C2779304628","wikidata":"https://www.wikidata.org/wiki/Q3503480","display_name":"Face (sociological concept)","level":2,"score":0.42328131198883057},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.33395618200302124},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.21158811450004578},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.15653783082962036},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.11496371030807495},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.0},{"id":"https://openalex.org/C97355855","wikidata":"https://www.wikidata.org/wiki/Q11473","display_name":"Thermodynamics","level":1,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C36289849","wikidata":"https://www.wikidata.org/wiki/Q34749","display_name":"Social science","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/msp.2012.2231991","is_oa":false,"landing_page_url":"https://doi.org/10.1109/msp.2012.2231991","pdf_url":null,"source":{"id":"https://openalex.org/S120977877","display_name":"IEEE Signal Processing Magazine","issn_l":"1053-5888","issn":["1053-5888","1558-0792"],"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 Signal Processing Magazine","raw_type":"journal-article"},{"id":"pmh:oai:infoscience.epfl.ch:233436","is_oa":true,"landing_page_url":"http://infoscience.epfl.ch/record/233436","pdf_url":null,"source":{"id":"https://openalex.org/S4306400487","display_name":"Infoscience (Ecole Polytechnique F\u00e9d\u00e9rale de Lausanne)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Text"}],"best_oa_location":{"id":"pmh:oai:infoscience.epfl.ch:233436","is_oa":true,"landing_page_url":"http://infoscience.epfl.ch/record/233436","pdf_url":null,"source":{"id":"https://openalex.org/S4306400487","display_name":"Infoscience (Ecole Polytechnique F\u00e9d\u00e9rale de Lausanne)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Text"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/14","score":0.6100000143051147,"display_name":"Life below water"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":91,"referenced_works":["https://openalex.org/W292716351","https://openalex.org/W1498711961","https://openalex.org/W1499021337","https://openalex.org/W1560700853","https://openalex.org/W1561769731","https://openalex.org/W1575706993","https://openalex.org/W1603765807","https://openalex.org/W1966089110","https://openalex.org/W1967749183","https://openalex.org/W1970524166","https://openalex.org/W1970861881","https://openalex.org/W1979112316","https://openalex.org/W1983372705","https://openalex.org/W1992208280","https://openalex.org/W1995768250","https://openalex.org/W2001905757","https://openalex.org/W2002266200","https://openalex.org/W2007208291","https://openalex.org/W2009622829","https://openalex.org/W2010701233","https://openalex.org/W2015410655","https://openalex.org/W2017903640","https://openalex.org/W2019329994","https://openalex.org/W2024307985","https://openalex.org/W2024747714","https://openalex.org/W2029080014","https://openalex.org/W2029976090","https://openalex.org/W2044212084","https://openalex.org/W2046767029","https://openalex.org/W2048163022","https://openalex.org/W2050643117","https://openalex.org/W2056182476","https://openalex.org/W2063450002","https://openalex.org/W2066332749","https://openalex.org/W2069419462","https://openalex.org/W2074796812","https://openalex.org/W2080522017","https://openalex.org/W2086502731","https://openalex.org/W2092861780","https://openalex.org/W2097751593","https://openalex.org/W2100556627","https://openalex.org/W2104192126","https://openalex.org/W2105850748","https://openalex.org/W2107568926","https://openalex.org/W2111394372","https://openalex.org/W2111411409","https://openalex.org/W2111714602","https://openalex.org/W2112827165","https://openalex.org/W2117266145","https://openalex.org/W2118776392","https://openalex.org/W2119434824","https://openalex.org/W2120286056","https://openalex.org/W2121820607","https://openalex.org/W2123183226","https://openalex.org/W2124432683","https://openalex.org/W2130421734","https://openalex.org/W2134442700","https://openalex.org/W2134711723","https://openalex.org/W2136360692","https://openalex.org/W2138309709","https://openalex.org/W2141730627","https://openalex.org/W2142184324","https://openalex.org/W2143969246","https://openalex.org/W2150312211","https://openalex.org/W2153368486","https://openalex.org/W2155723880","https://openalex.org/W2158191982","https://openalex.org/W2158491950","https://openalex.org/W2162594647","https://openalex.org/W2165744313","https://openalex.org/W2168354577","https://openalex.org/W2169329579","https://openalex.org/W2169818402","https://openalex.org/W2169826194","https://openalex.org/W2482792214","https://openalex.org/W2546374568","https://openalex.org/W2594639291","https://openalex.org/W2963157432","https://openalex.org/W3027187636","https://openalex.org/W3104550706","https://openalex.org/W3122816536","https://openalex.org/W4239240501","https://openalex.org/W4250589301","https://openalex.org/W4252292900","https://openalex.org/W4298404569","https://openalex.org/W4298760293","https://openalex.org/W6633570229","https://openalex.org/W6633637793","https://openalex.org/W6680165598","https://openalex.org/W6684139056","https://openalex.org/W6747981300"],"related_works":["https://openalex.org/W2736680465","https://openalex.org/W4288714711","https://openalex.org/W3200708550","https://openalex.org/W2771637876","https://openalex.org/W4240853094","https://openalex.org/W4294093918","https://openalex.org/W2810496283","https://openalex.org/W3089879900","https://openalex.org/W2170656329","https://openalex.org/W3131977017"],"abstract_inverted_index":{"Nature":[0],"provides":[1],"splendid":[2],"examples":[3],"of":[4,18,24,38,76,94,106],"real-time":[5],"learning":[6],"and":[7,55,83],"adaptation":[8],"behavior":[9,111],"that":[10,109],"emerges":[11],"from":[12,116],"highly":[13],"localized":[14],"interactions":[15,118],"among":[16,119],"agents":[17,78,86,121],"limited":[19],"capabilities.":[20],"For":[21],"example,":[22],"schools":[23],"fish":[25],"are":[26,81,87],"remarkably":[27],"apt":[28],"at":[29],"configuring":[30],"their":[31,97],"topologies":[32],"almost":[33],"instantly":[34],"in":[35,69],"the":[36,45,52,77,91],"face":[37],"danger":[39],"[1]:":[40],"when":[41],"a":[42,60,73],"predator":[43,53],"arrives,":[44],"entire":[46,92],"school":[47],"opens":[48],"up":[49],"to":[50,63,89,96,114],"let":[51],"through":[54],"then":[56],"coalesces":[57],"again":[58],"into":[59],"moving":[61],"body":[62],"continue":[64],"its":[65],"schooling":[66],"behavior.":[67],"Likewise,":[68],"bee":[70],"swarms,":[71],"only":[72],"small":[74],"fraction":[75],"(about":[79],"5%)":[80],"informed,":[82],"these":[84],"informed":[85],"able":[88,113],"guide":[90],"swarm":[93],"bees":[95],"new":[98],"hive":[99],"[2].":[100],"It":[101],"is":[102,112],"an":[103],"extraordinary":[104],"property":[105],"biological":[107],"networks":[108],"sophisticated":[110],"emerge":[115],"simple":[117],"lower-level":[120],"[3].":[122]},"counts_by_year":[{"year":2026,"cited_by_count":5},{"year":2025,"cited_by_count":15},{"year":2024,"cited_by_count":33},{"year":2023,"cited_by_count":34},{"year":2022,"cited_by_count":32},{"year":2021,"cited_by_count":37},{"year":2020,"cited_by_count":46},{"year":2019,"cited_by_count":34},{"year":2018,"cited_by_count":47},{"year":2017,"cited_by_count":45},{"year":2016,"cited_by_count":52},{"year":2015,"cited_by_count":42},{"year":2014,"cited_by_count":44},{"year":2013,"cited_by_count":21},{"year":2012,"cited_by_count":3}],"updated_date":"2026-07-22T07:51:19.307946","created_date":"2025-10-10T00:00:00"}
