{"id":"https://openalex.org/W2910096450","doi":"https://doi.org/10.1007/s10462-018-09679-z","title":"Machine Learning and Deep Learning frameworks and libraries for large-scale data mining: a survey","display_name":"Machine Learning and Deep Learning frameworks and libraries for large-scale data mining: a survey","publication_year":2019,"publication_date":"2019-01-19","ids":{"openalex":"https://openalex.org/W2910096450","doi":"https://doi.org/10.1007/s10462-018-09679-z","mag":"2910096450"},"language":"en","primary_location":{"id":"doi:10.1007/s10462-018-09679-z","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10462-018-09679-z","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10462-018-09679-z.pdf","source":{"id":"https://openalex.org/S122814990","display_name":"Artificial Intelligence Review","issn_l":"0269-2821","issn":["0269-2821","1573-7462"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Artificial Intelligence Review","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s10462-018-09679-z.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5064344312","display_name":"Giang Nguyen","orcid":"https://orcid.org/0000-0002-6769-0195"},"institutions":[{"id":"https://openalex.org/I4210152232","display_name":"Institute of Informatics of the Slovak Academy of Sciences","ror":"https://ror.org/04jgqpc26","country_code":"SK","type":"facility","lineage":["https://openalex.org/I207624831","https://openalex.org/I4210152232"]}],"countries":["SK"],"is_corresponding":true,"raw_author_name":"Giang Nguyen","raw_affiliation_strings":["Institute of Informatics, Slovak Academy of Science (IISAS), Dubravska cesta 9, 845\u00a007, Bratislava, Slovakia"],"raw_orcid":"https://orcid.org/0000-0002-6769-0195","affiliations":[{"raw_affiliation_string":"Institute of Informatics, Slovak Academy of Science (IISAS), Dubravska cesta 9, 845\u00a007, Bratislava, Slovakia","institution_ids":["https://openalex.org/I4210152232"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061630089","display_name":"\u0160tefan Dlugolinsk\u00fd","orcid":"https://orcid.org/0000-0002-4424-4221"},"institutions":[{"id":"https://openalex.org/I4210152232","display_name":"Institute of Informatics of the Slovak Academy of Sciences","ror":"https://ror.org/04jgqpc26","country_code":"SK","type":"facility","lineage":["https://openalex.org/I207624831","https://openalex.org/I4210152232"]}],"countries":["SK"],"is_corresponding":false,"raw_author_name":"Stefan Dlugolinsky","raw_affiliation_strings":["Institute of Informatics, Slovak Academy of Science (IISAS), Dubravska cesta 9, 845\u00a007, Bratislava, Slovakia"],"raw_orcid":"https://orcid.org/0000-0002-4424-4221","affiliations":[{"raw_affiliation_string":"Institute of Informatics, Slovak Academy of Science (IISAS), Dubravska cesta 9, 845\u00a007, Bratislava, Slovakia","institution_ids":["https://openalex.org/I4210152232"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081003368","display_name":"Martin Bob\u00e1k","orcid":"https://orcid.org/0000-0002-2905-4999"},"institutions":[{"id":"https://openalex.org/I4210152232","display_name":"Institute of Informatics of the Slovak Academy of Sciences","ror":"https://ror.org/04jgqpc26","country_code":"SK","type":"facility","lineage":["https://openalex.org/I207624831","https://openalex.org/I4210152232"]}],"countries":["SK"],"is_corresponding":false,"raw_author_name":"Martin Bob\u00e1k","raw_affiliation_strings":["Institute of Informatics, Slovak Academy of Science (IISAS), Dubravska cesta 9, 845\u00a007, Bratislava, Slovakia"],"raw_orcid":"https://orcid.org/0000-0002-2905-4999","affiliations":[{"raw_affiliation_string":"Institute of Informatics, Slovak Academy of Science (IISAS), Dubravska cesta 9, 845\u00a007, Bratislava, Slovakia","institution_ids":["https://openalex.org/I4210152232"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5030502355","display_name":"Viet Tran","orcid":"https://orcid.org/0000-0002-4852-1601"},"institutions":[{"id":"https://openalex.org/I4210152232","display_name":"Institute of Informatics of the Slovak Academy of Sciences","ror":"https://ror.org/04jgqpc26","country_code":"SK","type":"facility","lineage":["https://openalex.org/I207624831","https://openalex.org/I4210152232"]}],"countries":["SK"],"is_corresponding":false,"raw_author_name":"Viet Tran","raw_affiliation_strings":["Institute of Informatics, Slovak Academy of Science (IISAS), Dubravska cesta 9, 845\u00a007, Bratislava, Slovakia"],"raw_orcid":"https://orcid.org/0000-0002-4852-1601","affiliations":[{"raw_affiliation_string":"Institute of Informatics, Slovak Academy of Science (IISAS), Dubravska cesta 9, 845\u00a007, Bratislava, Slovakia","institution_ids":["https://openalex.org/I4210152232"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072424728","display_name":"\u00c1lvaro L\u00f3pez Garc\u00eda","orcid":"https://orcid.org/0000-0002-0013-4602"},"institutions":[{"id":"https://openalex.org/I4210152024","display_name":"Instituto de F\u00edsica de Cantabria","ror":"https://ror.org/040kx1j83","country_code":"ES","type":"facility","lineage":["https://openalex.org/I13134134","https://openalex.org/I134820265","https://openalex.org/I4210152024"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"\u00c1lvaro L\u00f3pez Garc\u00eda","raw_affiliation_strings":["Instituto de Fisica de Cantabria (IFCA - CSIC), Ed. Juan Jorda, Avda. de los Castros s/n, 39005, Santander, Spain"],"raw_orcid":"https://orcid.org/0000-0002-0013-4602","affiliations":[{"raw_affiliation_string":"Instituto de Fisica de Cantabria (IFCA - CSIC), Ed. Juan Jorda, Avda. de los Castros s/n, 39005, Santander, Spain","institution_ids":["https://openalex.org/I4210152024"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024642467","display_name":"Ignacio Heredia","orcid":"https://orcid.org/0000-0001-6317-7100"},"institutions":[{"id":"https://openalex.org/I4210152024","display_name":"Instituto de F\u00edsica de Cantabria","ror":"https://ror.org/040kx1j83","country_code":"ES","type":"facility","lineage":["https://openalex.org/I13134134","https://openalex.org/I134820265","https://openalex.org/I4210152024"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Ignacio Heredia","raw_affiliation_strings":["Instituto de Fisica de Cantabria (IFCA - CSIC), Ed. Juan Jorda, Avda. de los Castros s/n, 39005, Santander, Spain"],"raw_orcid":"https://orcid.org/0000-0001-6317-7100","affiliations":[{"raw_affiliation_string":"Instituto de Fisica de Cantabria (IFCA - CSIC), Ed. Juan Jorda, Avda. de los Castros s/n, 39005, Santander, Spain","institution_ids":["https://openalex.org/I4210152024"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103226180","display_name":"Peter Mal\u00edk","orcid":"https://orcid.org/0000-0002-1921-2340"},"institutions":[{"id":"https://openalex.org/I4210152232","display_name":"Institute of Informatics of the Slovak Academy of Sciences","ror":"https://ror.org/04jgqpc26","country_code":"SK","type":"facility","lineage":["https://openalex.org/I207624831","https://openalex.org/I4210152232"]}],"countries":["SK"],"is_corresponding":false,"raw_author_name":"Peter Mal\u00edk","raw_affiliation_strings":["Institute of Informatics, Slovak Academy of Science (IISAS), Dubravska cesta 9, 845\u00a007, Bratislava, Slovakia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Informatics, Slovak Academy of Science (IISAS), Dubravska cesta 9, 845\u00a007, Bratislava, Slovakia","institution_ids":["https://openalex.org/I4210152232"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5044889318","display_name":"Ladislav Hluch\u00fd","orcid":"https://orcid.org/0000-0001-5450-3808"},"institutions":[{"id":"https://openalex.org/I4210152232","display_name":"Institute of Informatics of the Slovak Academy of Sciences","ror":"https://ror.org/04jgqpc26","country_code":"SK","type":"facility","lineage":["https://openalex.org/I207624831","https://openalex.org/I4210152232"]}],"countries":["SK"],"is_corresponding":false,"raw_author_name":"Ladislav Hluch\u00fd","raw_affiliation_strings":["Institute of Informatics, Slovak Academy of Science (IISAS), Dubravska cesta 9, 845\u00a007, Bratislava, Slovakia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Informatics, Slovak Academy of Science (IISAS), Dubravska cesta 9, 845\u00a007, Bratislava, Slovakia","institution_ids":["https://openalex.org/I4210152232"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5064344312"],"corresponding_institution_ids":["https://openalex.org/I4210152232"],"apc_list":{"value":2490,"currency":"EUR","value_usd":3090},"apc_paid":{"value":2490,"currency":"EUR","value_usd":3090},"fwci":57.201,"has_fulltext":true,"cited_by_count":845,"citation_normalized_percentile":{"value":0.99888891,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":100},"biblio":{"volume":"52","issue":"1","first_page":"77","last_page":"124"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9995999932289124,"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/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9995999932289124,"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/T12535","display_name":"Machine Learning and Data Classification","score":0.9986000061035156,"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":0.9986000061035156,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8508260250091553},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.6263991594314575},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.6247568726539612},{"id":"https://openalex.org/keywords/implementation","display_name":"Implementation","score":0.6089279651641846},{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.6070775389671326},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.605875551700592},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5568851232528687},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.49521222710609436},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.47195544838905334},{"id":"https://openalex.org/keywords/scale","display_name":"Scale (ratio)","score":0.4482215344905853},{"id":"https://openalex.org/keywords/open-research","display_name":"Open research","score":0.4395114779472351},{"id":"https://openalex.org/keywords/software-engineering","display_name":"Software engineering","score":0.258886456489563},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.23180657625198364},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.22754725813865662}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8508260250091553},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.6263991594314575},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.6247568726539612},{"id":"https://openalex.org/C26713055","wikidata":"https://www.wikidata.org/wiki/Q245962","display_name":"Implementation","level":2,"score":0.6089279651641846},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.6070775389671326},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.605875551700592},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5568851232528687},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.49521222710609436},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.47195544838905334},{"id":"https://openalex.org/C2778755073","wikidata":"https://www.wikidata.org/wiki/Q10858537","display_name":"Scale (ratio)","level":2,"score":0.4482215344905853},{"id":"https://openalex.org/C2778464652","wikidata":"https://www.wikidata.org/wiki/Q309849","display_name":"Open research","level":2,"score":0.4395114779472351},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.258886456489563},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.23180657625198364},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.22754725813865662},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","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/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s10462-018-09679-z","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10462-018-09679-z","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10462-018-09679-z.pdf","source":{"id":"https://openalex.org/S122814990","display_name":"Artificial Intelligence Review","issn_l":"0269-2821","issn":["0269-2821","1573-7462"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Artificial Intelligence Review","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1007/s10462-018-09679-z","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10462-018-09679-z","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10462-018-09679-z.pdf","source":{"id":"https://openalex.org/S122814990","display_name":"Artificial Intelligence Review","issn_l":"0269-2821","issn":["0269-2821","1573-7462"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Artificial Intelligence Review","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.6000000238418579,"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9"}],"awards":[{"id":"https://openalex.org/G2923843154","display_name":null,"funder_award_id":"VEGA 2/0167/16","funder_id":"https://openalex.org/F4320334845","funder_display_name":"Agent\u00fara Ministerstva \u0160kolstva, Vedy, V\u00fdskumu a \u0160portu SR"},{"id":"https://openalex.org/G3353681303","display_name":null,"funder_award_id":"777435","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"},{"id":"https://openalex.org/G3526265574","display_name":null,"funder_award_id":"H2020-777435","funder_id":"https://openalex.org/F4320332999","funder_display_name":"Horizon 2020 Framework Programme"},{"id":"https://openalex.org/G7842005466","display_name":null,"funder_award_id":"Horizon 2020","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"},{"id":"https://openalex.org/G7888333726","display_name":null,"funder_award_id":"VEGA 2/0167/16","funder_id":"https://openalex.org/F4320323641","funder_display_name":"Vedeck\u00e1 Grantov\u00e1 Agent\u00fara M\u0160VVa\u0160 SR a SAV"}],"funders":[{"id":"https://openalex.org/F4320320300","display_name":"European Commission","ror":"https://ror.org/00k4n6c32"},{"id":"https://openalex.org/F4320323641","display_name":"Vedeck\u00e1 Grantov\u00e1 Agent\u00fara M\u0160VVa\u0160 SR a SAV","ror":"https://ror.org/044gwpv05"},{"id":"https://openalex.org/F4320332999","display_name":"Horizon 2020 Framework Programme","ror":"https://ror.org/00k4n6c32"},{"id":"https://openalex.org/F4320334845","display_name":"Agent\u00fara Ministerstva \u0160kolstva, Vedy, V\u00fdskumu a \u0160portu SR","ror":"https://ror.org/044gwpv05"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2910096450.pdf","grobid_xml":"https://content.openalex.org/works/W2910096450.grobid-xml"},"referenced_works_count":84,"referenced_works":["https://openalex.org/W753012316","https://openalex.org/W1506806321","https://openalex.org/W1515719066","https://openalex.org/W1571024744","https://openalex.org/W1602492977","https://openalex.org/W1686810756","https://openalex.org/W1849277567","https://openalex.org/W1861492603","https://openalex.org/W2000190989","https://openalex.org/W2016053056","https://openalex.org/W2044738244","https://openalex.org/W2070996757","https://openalex.org/W2076063813","https://openalex.org/W2078974763","https://openalex.org/W2097117768","https://openalex.org/W2100683190","https://openalex.org/W2112796928","https://openalex.org/W2117539524","https://openalex.org/W2118585731","https://openalex.org/W2131241448","https://openalex.org/W2153635508","https://openalex.org/W2157791002","https://openalex.org/W2182722412","https://openalex.org/W2186615578","https://openalex.org/W2194775991","https://openalex.org/W2212194823","https://openalex.org/W2279098554","https://openalex.org/W2295598076","https://openalex.org/W2302255633","https://openalex.org/W2319920447","https://openalex.org/W2340897893","https://openalex.org/W2403153566","https://openalex.org/W2513506629","https://openalex.org/W2525778437","https://openalex.org/W2546066744","https://openalex.org/W2556880732","https://openalex.org/W2557283755","https://openalex.org/W2599354622","https://openalex.org/W2604319603","https://openalex.org/W2606722458","https://openalex.org/W2614083378","https://openalex.org/W2622310399","https://openalex.org/W2622772725","https://openalex.org/W2623331213","https://openalex.org/W2710515985","https://openalex.org/W2715121049","https://openalex.org/W2739512903","https://openalex.org/W2741077351","https://openalex.org/W2742124663","https://openalex.org/W2742947407","https://openalex.org/W2743108339","https://openalex.org/W2764002968","https://openalex.org/W2764270061","https://openalex.org/W2767272762","https://openalex.org/W2770241596","https://openalex.org/W2784519068","https://openalex.org/W2791673912","https://openalex.org/W2794161477","https://openalex.org/W2797977484","https://openalex.org/W2799399089","https://openalex.org/W2806181750","https://openalex.org/W2884001105","https://openalex.org/W2892059038","https://openalex.org/W2892221324","https://openalex.org/W2939245941","https://openalex.org/W2940991705","https://openalex.org/W2962793481","https://openalex.org/W2963446712","https://openalex.org/W2963470893","https://openalex.org/W2963674387","https://openalex.org/W2963800363","https://openalex.org/W2963833733","https://openalex.org/W2964024144","https://openalex.org/W2964137095","https://openalex.org/W3101543398","https://openalex.org/W3102476541","https://openalex.org/W6600708310","https://openalex.org/W6601211009","https://openalex.org/W6601215536","https://openalex.org/W6601630192","https://openalex.org/W6602866055","https://openalex.org/W6605023097","https://openalex.org/W6606974499","https://openalex.org/W6811385522"],"related_works":["https://openalex.org/W4390608645","https://openalex.org/W4394895745","https://openalex.org/W4247566972","https://openalex.org/W2960264696","https://openalex.org/W3090563135","https://openalex.org/W2497432351","https://openalex.org/W2120447654","https://openalex.org/W2977179488","https://openalex.org/W4206777497","https://openalex.org/W2144453115"],"abstract_inverted_index":{"The":[0,98],"combined":[1],"impact":[2],"of":[3,13,33,67,78,111,142,152,159,168],"new":[4],"computing":[5],"resources":[6],"and":[7,21,41,62,84,90,95,140,163],"techniques":[8],"with":[9,107,132],"an":[10,150],"increasing":[11],"avalanche":[12],"large":[14,109],"datasets,":[15],"is":[16,82,92,104,157],"transforming":[17],"many":[18],"research":[19],"areas":[20],"may":[22],"lead":[23],"to":[24,60],"technological":[25],"breakthroughs":[26],"that":[27,156],"can":[28],"be":[29],"used":[30],"by":[31],"billions":[32],"people.":[34],"In":[35],"the":[36,76,116,166],"recent":[37,128],"years,":[38],"Machine":[39,79],"Learning":[40,46,80],"especially":[42],"its":[43],"subfield":[44],"Deep":[45],"have":[47],"seen":[48],"impressive":[49],"advances.":[50],"Techniques":[51],"developed":[52],"within":[53],"these":[54],"two":[55],"fields":[56],"are":[57],"now":[58],"able":[59],"analyze":[61],"learn":[63],"from":[64,115],"huge":[65],"amounts":[66],"real":[68],"world":[69],"examples":[70],"in":[71,101,138,165],"a":[72,108,127],"disparate":[73],"formats.":[74],"While":[75],"number":[77,110],"algorithms":[81],"extensive":[83,94],"growing,":[85],"their":[86],"implementations":[87],"through":[88],"frameworks":[89],"libraries":[91],"also":[93,148],"growing":[96],"too.":[97],"software":[99,113],"development":[100,139],"this":[102],"field":[103],"fast":[105],"paced":[106],"open-source":[112,122],"coming":[114],"academy,":[117],"industry,":[118],"start-ups":[119],"or":[120],"wider":[121],"communities.":[123],"This":[124],"survey":[125],"presents":[126],"time-slide":[129],"comprehensive":[130],"overview":[131,151],"comparisons":[133],"as":[134,136],"well":[135],"trends":[137],"usage":[141],"cutting-edge":[143],"Artificial":[144],"Intelligence":[145],"software.":[146],"It":[147],"provides":[149],"massive":[153],"parallelism":[154],"support":[155],"capable":[158],"scaling":[160],"computation":[161],"effectively":[162],"efficiently":[164],"era":[167],"Big":[169],"Data.":[170]},"counts_by_year":[{"year":2026,"cited_by_count":32},{"year":2025,"cited_by_count":127},{"year":2024,"cited_by_count":133},{"year":2023,"cited_by_count":158},{"year":2022,"cited_by_count":157},{"year":2021,"cited_by_count":138},{"year":2020,"cited_by_count":85},{"year":2019,"cited_by_count":14},{"year":2018,"cited_by_count":1}],"updated_date":"2026-05-05T08:41:31.759640","created_date":"2025-10-10T00:00:00"}