{"id":"https://openalex.org/W2030294077","doi":"https://doi.org/10.1109/msp.2014.2345536","title":"Stochastic Approximation vis-a-vis Online Learning for Big Data Analytics [Lecture Notes]","display_name":"Stochastic Approximation vis-a-vis Online Learning for Big Data Analytics [Lecture Notes]","publication_year":2014,"publication_date":"2014-10-14","ids":{"openalex":"https://openalex.org/W2030294077","doi":"https://doi.org/10.1109/msp.2014.2345536","mag":"2030294077"},"language":"en","primary_location":{"id":"doi:10.1109/msp.2014.2345536","is_oa":false,"landing_page_url":"https://doi.org/10.1109/msp.2014.2345536","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":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5042922973","display_name":"Konstantinos Slavakis","orcid":"https://orcid.org/0000-0002-3370-3154"},"institutions":[{"id":"https://openalex.org/I130238516","display_name":"University of Minnesota","ror":"https://ror.org/017zqws13","country_code":"US","type":"education","lineage":["https://openalex.org/I130238516"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Konstantinos Slavakis","raw_affiliation_strings":["Department of Electrical and Computer Engineering, University of Minnesota, United States","Dept. of Computer Sci. & Electrical Eng., Univ. of Minnesota, Minneapolis, MN 55455 USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, University of Minnesota, United States","institution_ids":["https://openalex.org/I130238516"]},{"raw_affiliation_string":"Dept. of Computer Sci. & Electrical Eng., Univ. of Minnesota, Minneapolis, MN 55455 USA","institution_ids":["https://openalex.org/I130238516"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100678297","display_name":"Seung-Jun Kim","orcid":"https://orcid.org/0000-0002-5504-4997"},"institutions":[{"id":"https://openalex.org/I126744593","display_name":"University of Maryland, Baltimore","ror":"https://ror.org/04rq5mt64","country_code":"US","type":"education","lineage":["https://openalex.org/I126744593"]},{"id":"https://openalex.org/I79272384","display_name":"University of Maryland, Baltimore County","ror":"https://ror.org/02qskvh78","country_code":"US","type":"education","lineage":["https://openalex.org/I79272384"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Seung-Jun Kim","raw_affiliation_strings":["Department of Computer Science and Electrical Engineering, University of Maryland, Baltimore County, United States","Dept. of Computer Sci. & Electrical Eng., Univ. of Maryland, Baltimore, MD 20742 USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Electrical Engineering, University of Maryland, Baltimore County, United States","institution_ids":["https://openalex.org/I79272384"]},{"raw_affiliation_string":"Dept. of Computer Sci. & Electrical Eng., Univ. of Maryland, Baltimore, MD 20742 USA","institution_ids":["https://openalex.org/I126744593"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5006078163","display_name":"Gonzalo Mateos","orcid":"https://orcid.org/0000-0002-9847-6298"},"institutions":[{"id":"https://openalex.org/I5388228","display_name":"University of Rochester","ror":"https://ror.org/022kthw22","country_code":"US","type":"education","lineage":["https://openalex.org/I5388228"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Gonzalo Mateos","raw_affiliation_strings":["Department of Electrical and Computer Engineering, University of Rochester, New York, United States","Department of Electrical and Computer Engineering, University of Rochester, Rochester, NY, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, University of Rochester, New York, United States","institution_ids":["https://openalex.org/I5388228"]},{"raw_affiliation_string":"Department of Electrical and Computer Engineering, University of Rochester, Rochester, NY, USA","institution_ids":["https://openalex.org/I5388228"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5026758314","display_name":"Georgios B. Giannakis","orcid":"https://orcid.org/0000-0002-0196-0260"},"institutions":[{"id":"https://openalex.org/I130238516","display_name":"University of Minnesota","ror":"https://ror.org/017zqws13","country_code":"US","type":"education","lineage":["https://openalex.org/I130238516"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Georgios B. Giannakis","raw_affiliation_strings":["Department of Electrical and Computer Engineering, University of Minnesota, Minneapolis, United States","Dept. of Electrical & Computer Engineering, Univ. of Minnesota, Minneapolis, MN 55455 USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, University of Minnesota, Minneapolis, United States","institution_ids":["https://openalex.org/I130238516"]},{"raw_affiliation_string":"Dept. of Electrical & Computer Engineering, Univ. of Minnesota, Minneapolis, MN 55455 USA","institution_ids":["https://openalex.org/I130238516"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":8.4209,"has_fulltext":false,"cited_by_count":53,"citation_normalized_percentile":{"value":0.98300832,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"31","issue":"6","first_page":"124","last_page":"129"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10500","display_name":"Sparse and Compressive Sensing Techniques","score":0.9997000098228455,"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":0.9997000098228455,"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/T11612","display_name":"Stochastic Gradient Optimization Techniques","score":0.9959999918937683,"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/T12879","display_name":"Distributed Sensor Networks and Detection Algorithms","score":0.9919000267982483,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.8561266660690308},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7223738431930542},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.7061747908592224},{"id":"https://openalex.org/keywords/social-media","display_name":"Social media","score":0.6241114139556885},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.6096903085708618},{"id":"https://openalex.org/keywords/health-informatics","display_name":"Health informatics","score":0.48102909326553345},{"id":"https://openalex.org/keywords/anomaly-detection","display_name":"Anomaly detection","score":0.48040440678596497},{"id":"https://openalex.org/keywords/relevance","display_name":"Relevance (law)","score":0.47876492142677307},{"id":"https://openalex.org/keywords/informatics","display_name":"Informatics","score":0.4734953045845032},{"id":"https://openalex.org/keywords/visualization","display_name":"Visualization","score":0.4612952470779419},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.3303454518318176},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.24609926342964172},{"id":"https://openalex.org/keywords/health-care","display_name":"Health care","score":0.1873382031917572}],"concepts":[{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.8561266660690308},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7223738431930542},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.7061747908592224},{"id":"https://openalex.org/C518677369","wikidata":"https://www.wikidata.org/wiki/Q202833","display_name":"Social media","level":2,"score":0.6241114139556885},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.6096903085708618},{"id":"https://openalex.org/C145642194","wikidata":"https://www.wikidata.org/wiki/Q870895","display_name":"Health informatics","level":3,"score":0.48102909326553345},{"id":"https://openalex.org/C739882","wikidata":"https://www.wikidata.org/wiki/Q3560506","display_name":"Anomaly detection","level":2,"score":0.48040440678596497},{"id":"https://openalex.org/C158154518","wikidata":"https://www.wikidata.org/wiki/Q7310970","display_name":"Relevance (law)","level":2,"score":0.47876492142677307},{"id":"https://openalex.org/C191630685","wikidata":"https://www.wikidata.org/wiki/Q4027615","display_name":"Informatics","level":2,"score":0.4734953045845032},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.4612952470779419},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.3303454518318176},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.24609926342964172},{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.1873382031917572},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"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/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"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/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/msp.2014.2345536","is_oa":false,"landing_page_url":"https://doi.org/10.1109/msp.2014.2345536","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"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/11","display_name":"Sustainable cities and communities","score":0.44999998807907104}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":19,"referenced_works":["https://openalex.org/W131378802","https://openalex.org/W1603765807","https://openalex.org/W1992208280","https://openalex.org/W2004001705","https://openalex.org/W2016384870","https://openalex.org/W2033511209","https://openalex.org/W2048305372","https://openalex.org/W2051245758","https://openalex.org/W2076428552","https://openalex.org/W2077723394","https://openalex.org/W2096199223","https://openalex.org/W2130359405","https://openalex.org/W2221537063","https://openalex.org/W2531891978","https://openalex.org/W3017285694","https://openalex.org/W4292022450","https://openalex.org/W4302033506","https://openalex.org/W6605426635","https://openalex.org/W6651597697"],"related_works":["https://openalex.org/W2397677514","https://openalex.org/W2914293784","https://openalex.org/W1495820741","https://openalex.org/W4323056170","https://openalex.org/W2126732312","https://openalex.org/W2401910071","https://openalex.org/W4302329558","https://openalex.org/W1971571384","https://openalex.org/W2993510912","https://openalex.org/W2044191049"],"abstract_inverted_index":{"We":[0],"live":[1],"in":[2,17,56,103],"an":[3],"era":[4],"of":[5,34],"data":[6,9,40,105],"deluge,":[7],"where":[8],"translate":[10],"to":[11,37,87,95],"knowledge":[12],"and":[13,22,52,60,82,98,107],"can":[14],"thus":[15],"contribute":[16],"various":[18],"directions":[19],"if":[20],"harnessed":[21],"processed":[23],"intelligently.":[24],"There":[25],"is":[26,33],"no":[27],"doubt":[28],"that":[29],"signal":[30],"processing":[31],"(SP)":[32],"uttermost":[35],"relevance":[36],"timely":[38],"big":[39,104],"applications":[41],"such":[42],"as":[43],"real-time":[44],"medical":[45],"imaging,":[46],"smart":[47],"cities,":[48],"network":[49],"state":[50],"visualization":[51],"anomaly":[53],"detection":[54],"(e.g.,":[55],"the":[57,61],"power":[58],"grid":[59],"Internet),":[62],"health":[63,80],"informatics":[64],"for":[65,100],"personalized":[66],"treatment,":[67],"sentiment":[68],"analysis":[69],"from":[70],"online":[71],"social":[72],"media,":[73],"Web-based":[74],"advertising,":[75],"recommendation":[76],"systems,":[77],"sensor-empowered":[78],"structural":[79],"monitoring,":[81],"e-commerce":[83],"fraud":[84],"detection,":[85],"just":[86],"name":[88],"a":[89],"few.":[90],"Accordingly,":[91],"abundant":[92],"chances":[93],"unfold":[94],"SP":[96],"researchers":[97],"practitioners":[99],"fundamental":[101],"contributions":[102],"theory":[106],"practice.":[108]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":4},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":5},{"year":2020,"cited_by_count":3},{"year":2019,"cited_by_count":4},{"year":2018,"cited_by_count":5},{"year":2017,"cited_by_count":7},{"year":2016,"cited_by_count":12},{"year":2015,"cited_by_count":6},{"year":2014,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}