{"id":"https://openalex.org/W2558942002","doi":null,"title":"Learning and modelling big data","display_name":"Learning and modelling big data","publication_year":2014,"publication_date":"2014-01-01","ids":{"openalex":"https://openalex.org/W2558942002","mag":"2558942002"},"language":"en","primary_location":{"id":"pmh:oai:CiteSeerX.psu:10.1.1.590.7664","doi":null,"is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.590.7664","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"https://www.elen.ucl.ac.be/Proceedings/esann/esannpdf/es2014-8.pdf","raw_type":"text"},"volume":null,"type":"article","is_traditional":true,"indexed_in":[],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://digitalcommons.uri.edu/ele_facpubs/535","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5091180862","display_name":"Barbara Hammer","orcid":"https://orcid.org/0000-0002-0935-5591","observed_orcids":["https://orcid.org/0000-0002-0935-5591"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Barbara Hammer","raw_affiliation_strings":[],"raw_orcid":"https://orcid.org/0000-0002-0935-5591","affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100411297","display_name":"Haibo He","orcid":"https://orcid.org/0000-0002-5247-9370","observed_orcids":["https://orcid.org/0000-0002-5247-9370"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Haibo He","raw_affiliation_strings":[],"raw_orcid":"https://orcid.org/0000-0002-5247-9370","affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5014856404","display_name":"Thomas Martinetz","orcid":"https://orcid.org/0000-0002-4539-4475","observed_orcids":["https://orcid.org/0000-0002-4539-4475"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Thomas Martinetz","raw_affiliation_strings":[],"raw_orcid":"https://orcid.org/0000-0002-4539-4475","affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.5957,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.72722054,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":88,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"343","last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11612","display_name":"Stochastic Gradient Optimization Techniques","score":0.3783999979496002,"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"}},"topics":[{"id":"https://openalex.org/T11612","display_name":"Stochastic Gradient Optimization Techniques","score":0.3783999979496002,"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/T12761","display_name":"Data Stream Mining Techniques","score":0.34769999980926514,"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/T14280","display_name":"Big Data Technologies and Applications","score":0.08070000261068344,"subfield":{"id":"https://openalex.org/subfields/1802","display_name":"Information Systems and Management"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/big-data","display_name":"big data","score":0.972000002861023},{"id":"https://openalex.org/keywords/data-streams","display_name":"data streams","score":0.9319999814033508},{"id":"https://openalex.org/keywords/high-dimensional-data","display_name":"high-dimensional data","score":0.9459999799728394},{"id":"https://openalex.org/keywords/non-iid-data","display_name":"non-IID data","score":0.7059999704360962},{"id":"https://openalex.org/keywords/algorithmic-paradigms","display_name":"algorithmic paradigms","score":0.6990000009536743}],"concepts":[{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.8285535573959351},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7423429489135742},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.5796225666999817},{"id":"https://openalex.org/C139807058","wikidata":"https://www.wikidata.org/wiki/Q352374","display_name":"Adaptation (eye)","level":2,"score":0.5752955675125122},{"id":"https://openalex.org/C192209626","wikidata":"https://www.wikidata.org/wiki/Q190909","display_name":"Focus (optics)","level":2,"score":0.5443136692047119},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.5384616255760193},{"id":"https://openalex.org/C2778757428","wikidata":"https://www.wikidata.org/wiki/Q1250464","display_name":"Realm","level":2,"score":0.49951887130737305},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4308735728263855},{"id":"https://openalex.org/C48677424","wikidata":"https://www.wikidata.org/wiki/Q6888088","display_name":"Mode (computer interface)","level":2,"score":0.4255215525627136},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3648372292518616},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.2343907654285431},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.20636311173439026},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"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/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","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":3,"locations":[{"id":"pmh:oai:CiteSeerX.psu:10.1.1.590.7664","doi":null,"is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.590.7664","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"https://www.elen.ucl.ac.be/Proceedings/esann/esannpdf/es2014-8.pdf","raw_type":"text"},{"id":"pmh:oai:digitalcommons.uri.edu:ele_facpubs-1534","doi":null,"is_oa":true,"landing_page_url":"https://digitalcommons.uri.edu/ele_facpubs/535","pdf_url":null,"source":{"id":"https://openalex.org/S2764761010","display_name":"Journal of Media Literacy Education","issn_l":"2167-8715","issn":["2167-8715"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","doaj","jufo-1","norway-1","poland-20","russia-white-list-4","vabb-shw"],"host_organization":"https://openalex.org/P4310316378","host_organization_name":"National Association for Media Literacy Education","host_organization_lineage":["https://openalex.org/P4310316378"],"host_organization_lineage_names":["National Association for Media Literacy Education"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Electrical, Computer, and Biomedical Engineering Faculty Publications","raw_type":"text"},{"id":"mag:2558942002","doi":null,"is_oa":false,"landing_page_url":"https://www.elen.ucl.ac.be/Proceedings/esann/esannpdf/es2014-8.pdf","pdf_url":null,"source":null,"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":null}],"best_oa_location":{"id":"pmh:oai:digitalcommons.uri.edu:ele_facpubs-1534","doi":null,"is_oa":true,"landing_page_url":"https://digitalcommons.uri.edu/ele_facpubs/535","pdf_url":null,"source":{"id":"https://openalex.org/S2764761010","display_name":"Journal of Media Literacy Education","issn_l":"2167-8715","issn":["2167-8715"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","doaj","jufo-1","norway-1","poland-20","russia-white-list-4","vabb-shw"],"host_organization":"https://openalex.org/P4310316378","host_organization_name":"National Association for Media Literacy Education","host_organization_lineage":["https://openalex.org/P4310316378"],"host_organization_lineage_names":["National Association for Media Literacy Education"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Electrical, Computer, and Biomedical Engineering Faculty Publications","raw_type":"text"},"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":142,"referenced_works":["https://openalex.org/W2304140","https://openalex.org/W51230598","https://openalex.org/W58305070","https://openalex.org/W105488655","https://openalex.org/W192658102","https://openalex.org/W199097577","https://openalex.org/W207128216","https://openalex.org/W327458529","https://openalex.org/W603852980","https://openalex.org/W1480708938","https://openalex.org/W1506231599","https://openalex.org/W1570963478","https://openalex.org/W1965143042","https://openalex.org/W1965417459","https://openalex.org/W1965480431","https://openalex.org/W1966146032","https://openalex.org/W1966280034","https://openalex.org/W1971705456","https://openalex.org/W1972863593","https://openalex.org/W1973722176","https://openalex.org/W1974647172","https://openalex.org/W1977523861","https://openalex.org/W1982083159","https://openalex.org/W1985520842","https://openalex.org/W1985602045","https://openalex.org/W1987248861","https://openalex.org/W1991566301","https://openalex.org/W1993898444","https://openalex.org/W1995814560","https://openalex.org/W1999352252","https://openalex.org/W2000278525","https://openalex.org/W2004520985","https://openalex.org/W2005299943","https://openalex.org/W2005330159","https://openalex.org/W2008026427","https://openalex.org/W2012122611","https://openalex.org/W2015283109","https://openalex.org/W2018675859","https://openalex.org/W2020074572","https://openalex.org/W2023594955","https://openalex.org/W2024370061","https://openalex.org/W2028104000","https://openalex.org/W2035026907","https://openalex.org/W2038276547","https://openalex.org/W2040263621","https://openalex.org/W2040358307","https://openalex.org/W2051126492","https://openalex.org/W2052252856","https://openalex.org/W2052321571","https://openalex.org/W2052842899","https://openalex.org/W2058757422","https://openalex.org/W2060392206","https://openalex.org/W2062654431","https://openalex.org/W2063065724","https://openalex.org/W2064340336","https://openalex.org/W2065614714","https://openalex.org/W2076257979","https://openalex.org/W2078914535","https://openalex.org/W2080234606","https://openalex.org/W2080651962","https://openalex.org/W2083859946","https://openalex.org/W2085655596","https://openalex.org/W2086075853","https://openalex.org/W2086138923","https://openalex.org/W2086461919","https://openalex.org/W2088392165","https://openalex.org/W2091440166","https://openalex.org/W2092044939","https://openalex.org/W2093735991","https://openalex.org/W2095649984","https://openalex.org/W2096022656","https://openalex.org/W2096215872","https://openalex.org/W2101177173","https://openalex.org/W2105544671","https://openalex.org/W2106728335","https://openalex.org/W2107791152","https://openalex.org/W2109130789","https://openalex.org/W2113060550","https://openalex.org/W2113956857","https://openalex.org/W2117804315","https://openalex.org/W2118978333","https://openalex.org/W2121418890","https://openalex.org/W2122340819","https://openalex.org/W2123073712","https://openalex.org/W2124829859","https://openalex.org/W2129898896","https://openalex.org/W2134532107","https://openalex.org/W2134778014","https://openalex.org/W2135335717","https://openalex.org/W2135846084","https://openalex.org/W2135921993","https://openalex.org/W2136150876","https://openalex.org/W2137570937","https://openalex.org/W2138244273","https://openalex.org/W2141566892","https://openalex.org/W2142092798","https://openalex.org/W2142645441","https://openalex.org/W2142701288","https://openalex.org/W2142827986","https://openalex.org/W2144902590","https://openalex.org/W2148087609","https://openalex.org/W2151575489","https://openalex.org/W2152621428","https://openalex.org/W2153803020","https://openalex.org/W2154992274","https://openalex.org/W2155319834","https://openalex.org/W2155486209","https://openalex.org/W2155827809","https://openalex.org/W2155831576","https://openalex.org/W2160406974","https://openalex.org/W2161336914","https://openalex.org/W2161715152","https://openalex.org/W2163605009","https://openalex.org/W2164278908","https://openalex.org/W2164635368","https://openalex.org/W2164773304","https://openalex.org/W2165146474","https://openalex.org/W2167875574","https://openalex.org/W2168231600","https://openalex.org/W2168947765","https://openalex.org/W2169689148","https://openalex.org/W2170582628","https://openalex.org/W2172145831","https://openalex.org/W2173213060","https://openalex.org/W2175444967","https://openalex.org/W2182000055","https://openalex.org/W2185735639","https://openalex.org/W2213347614","https://openalex.org/W2247953682","https://openalex.org/W2315424037","https://openalex.org/W2315782978","https://openalex.org/W2334799353","https://openalex.org/W2571527823","https://openalex.org/W2597082949","https://openalex.org/W2639573670","https://openalex.org/W2949526110","https://openalex.org/W2950848445","https://openalex.org/W2962740062","https://openalex.org/W2979473749","https://openalex.org/W3004243356","https://openalex.org/W3041809317","https://openalex.org/W3121961986"],"related_works":["https://openalex.org/W2794587229","https://openalex.org/W3197734556","https://openalex.org/W4299941094","https://openalex.org/W2965000643","https://openalex.org/W2963989363","https://openalex.org/W2980894659","https://openalex.org/W2576683119","https://openalex.org/W1557524336","https://openalex.org/W2374852389","https://openalex.org/W2900444766"],"abstract_inverted_index":{"Abstract.":[0],"Caused":[1],"by":[2,38],"powerful":[3],"sensors,":[4],"advanced":[5],"digitalisation":[6],"tech-niques,":[7],"and":[8,84],"dramatically":[9],"increased":[10],"storage":[11],"capabilities,":[12],"big":[13,115],"data":[14,22,29,67,72],"in":[15,68,124],"the":[16,34,61,78,89,125],"sense":[17],"of":[18,33,47,50,91,101],"large":[19],"or":[20,27,71,87],"streaming":[21],"sets,":[23],"very":[24],"high":[25],"dimensionality,":[26],"com-plex":[28],"formats":[30],"constitute":[31],"one":[32],"major":[35],"challenges":[36],"faced":[37],"machine":[39,51,111],"learning":[40,52,112],"today.":[41],"In":[42],"this":[43,76,102],"realm,":[44],"a":[45,118],"couple":[46],"typical":[48],"assumptions":[49],"can":[53],"no":[54],"longer":[55],"be":[56],"met,":[57],"such":[58,97],"as":[59],"e.g.":[60],"possibility":[62],"to":[63,94,105],"deal":[64],"with":[65,96,117],"all":[66],"batch":[69],"mode":[70],"being":[73],"identically":[74],"distributed;":[75],"causes":[77],"need":[79],"for":[80,88,114],"novel":[81],"algorithmic":[82,122],"developments":[83],"paradigm":[85],"shifts,":[86],"adaptation":[90],"existing":[92],"ones":[93],"cope":[95],"situations.":[98],"The":[99],"goal":[100],"tutorial":[103],"is":[104],"give":[106],"an":[107],"overview":[108],"about":[109],"recent":[110],"approaches":[113],"data,":[116],"focus":[119],"on":[120],"principled":[121],"ideas":[123],"field.":[126],"1":[127]},"counts_by_year":[{"year":2018,"cited_by_count":1},{"year":2017,"cited_by_count":2}],"updated_date":"2026-11-04T10:54:05.112534","created_date":"2016-12-08T00:00:00"}