{"id":"https://openalex.org/W4407240389","doi":"https://doi.org/10.3390/make7010013","title":"Exploring the Intersection of Machine Learning and Big Data: A Survey","display_name":"Exploring the Intersection of Machine Learning and Big Data: A Survey","publication_year":2025,"publication_date":"2025-02-07","ids":{"openalex":"https://openalex.org/W4407240389","doi":"https://doi.org/10.3390/make7010013"},"language":"en","primary_location":{"id":"doi:10.3390/make7010013","is_oa":true,"landing_page_url":"https://doi.org/10.3390/make7010013","pdf_url":null,"source":{"id":"https://openalex.org/S4210213891","display_name":"Machine Learning and Knowledge Extraction","issn_l":"2504-4990","issn":["2504-4990"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Machine Learning and Knowledge Extraction","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.3390/make7010013","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5053635944","display_name":"\u0397\u03bb\u03af\u03b1\u03c2 \u0394\u03c1\u03af\u03c4\u03c3\u03b1\u03c2","orcid":"https://orcid.org/0000-0001-5647-2929"},"institutions":[{"id":"https://openalex.org/I4210135709","display_name":"Industrial Systems Institute","ror":"https://ror.org/02sy6k521","country_code":"GR","type":"nonprofit","lineage":["https://openalex.org/I4210135709"]}],"countries":["GR"],"is_corresponding":true,"raw_author_name":"Elias Dritsas","raw_affiliation_strings":["Industrial Systems Institute (ISI), Athena Research and Innovation Center, 26504 Patras, Greece"],"raw_orcid":"https://orcid.org/0000-0001-5647-2929","affiliations":[{"raw_affiliation_string":"Industrial Systems Institute (ISI), Athena Research and Innovation Center, 26504 Patras, Greece","institution_ids":["https://openalex.org/I4210135709"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5038233087","display_name":"\u039c\u03b1\u03c1\u03af\u03b1 \u03a4\u03c1\u03af\u03b3\u03ba\u03b1","orcid":"https://orcid.org/0000-0001-7793-0407"},"institutions":[{"id":"https://openalex.org/I4210135709","display_name":"Industrial Systems Institute","ror":"https://ror.org/02sy6k521","country_code":"GR","type":"nonprofit","lineage":["https://openalex.org/I4210135709"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Maria Trigka","raw_affiliation_strings":["Industrial Systems Institute (ISI), Athena Research and Innovation Center, 26504 Patras, Greece"],"raw_orcid":"https://orcid.org/0000-0001-7793-0407","affiliations":[{"raw_affiliation_string":"Industrial Systems Institute (ISI), Athena Research and Innovation Center, 26504 Patras, Greece","institution_ids":["https://openalex.org/I4210135709"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5053635944"],"corresponding_institution_ids":["https://openalex.org/I4210135709"],"apc_list":{"value":1400,"currency":"CHF","value_usd":1515},"apc_paid":{"value":1400,"currency":"CHF","value_usd":1515},"fwci":66.3252,"has_fulltext":false,"cited_by_count":39,"citation_normalized_percentile":{"value":0.99903486,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"7","issue":"1","first_page":"13","last_page":"13"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12026","display_name":"Explainable Artificial Intelligence (XAI)","score":0.9973000288009644,"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/T12026","display_name":"Explainable Artificial Intelligence (XAI)","score":0.9973000288009644,"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/T11891","display_name":"Big Data and Business Intelligence","score":0.989300012588501,"subfield":{"id":"https://openalex.org/subfields/1404","display_name":"Management Information Systems"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9853000044822693,"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/big-data","display_name":"Big data","score":0.8590953350067139},{"id":"https://openalex.org/keywords/interpretability","display_name":"Interpretability","score":0.7845040559768677},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.7611437439918518},{"id":"https://openalex.org/keywords/scalability","display_name":"Scalability","score":0.6960959434509277},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6722585558891296},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.5926647186279297},{"id":"https://openalex.org/keywords/intersection","display_name":"Intersection (aeronautics)","score":0.48622551560401917},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.4149252474308014},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.341386079788208},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.27535974979400635},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.16822147369384766},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.12780839204788208},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.08286994695663452}],"concepts":[{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.8590953350067139},{"id":"https://openalex.org/C2781067378","wikidata":"https://www.wikidata.org/wiki/Q17027399","display_name":"Interpretability","level":2,"score":0.7845040559768677},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.7611437439918518},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.6960959434509277},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6722585558891296},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.5926647186279297},{"id":"https://openalex.org/C64543145","wikidata":"https://www.wikidata.org/wiki/Q162942","display_name":"Intersection (aeronautics)","level":2,"score":0.48622551560401917},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.4149252474308014},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.341386079788208},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.27535974979400635},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.16822147369384766},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.12780839204788208},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.08286994695663452},{"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/C146978453","wikidata":"https://www.wikidata.org/wiki/Q3798668","display_name":"Aerospace engineering","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.3390/make7010013","is_oa":true,"landing_page_url":"https://doi.org/10.3390/make7010013","pdf_url":null,"source":{"id":"https://openalex.org/S4210213891","display_name":"Machine Learning and Knowledge Extraction","issn_l":"2504-4990","issn":["2504-4990"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Machine Learning and Knowledge Extraction","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:ed2ff36220ff4f72ad6d2e8daaea6e33","is_oa":false,"landing_page_url":"https://doaj.org/article/ed2ff36220ff4f72ad6d2e8daaea6e33","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"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":"Machine Learning and Knowledge Extraction, Vol 7, Iss 1, p 13 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3390/make7010013","is_oa":true,"landing_page_url":"https://doi.org/10.3390/make7010013","pdf_url":null,"source":{"id":"https://openalex.org/S4210213891","display_name":"Machine Learning and Knowledge Extraction","issn_l":"2504-4990","issn":["2504-4990"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Machine Learning and Knowledge Extraction","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","score":0.44999998807907104,"id":"https://metadata.un.org/sdg/9"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":378,"referenced_works":["https://openalex.org/W1968433094","https://openalex.org/W2072566913","https://openalex.org/W2406349003","https://openalex.org/W2520787850","https://openalex.org/W2576683119","https://openalex.org/W2609731728","https://openalex.org/W2611466779","https://openalex.org/W2782986791","https://openalex.org/W2785437324","https://openalex.org/W2895827527","https://openalex.org/W2903797318","https://openalex.org/W2904197112","https://openalex.org/W2907251284","https://openalex.org/W2907949655","https://openalex.org/W2910705748","https://openalex.org/W2912546609","https://openalex.org/W2921656122","https://openalex.org/W2945295328","https://openalex.org/W2945976633","https://openalex.org/W2971667645","https://openalex.org/W2971681342","https://openalex.org/W2972425174","https://openalex.org/W2981133095","https://openalex.org/W2981772589","https://openalex.org/W2989644209","https://openalex.org/W2990164918","https://openalex.org/W2990618333","https://openalex.org/W2991040477","https://openalex.org/W2991396638","https://openalex.org/W2995985876","https://openalex.org/W2998054304","https://openalex.org/W2999786665","https://openalex.org/W3000238064","https://openalex.org/W3000686922","https://openalex.org/W3002493224","https://openalex.org/W3003874174","https://openalex.org/W3003943177","https://openalex.org/W3004158152","https://openalex.org/W3004615968","https://openalex.org/W3005379388","https://openalex.org/W3006377662","https://openalex.org/W3008696509","https://openalex.org/W3009955364","https://openalex.org/W3010305562","https://openalex.org/W3011434963","https://openalex.org/W3012186415","https://openalex.org/W3012214319","https://openalex.org/W3012950066","https://openalex.org/W3014109009","https://openalex.org/W3014393908","https://openalex.org/W3014538993","https://openalex.org/W3016099278","https://openalex.org/W3016493309","https://openalex.org/W3016632787","https://openalex.org/W3016838260","https://openalex.org/W3017044301","https://openalex.org/W3019476786","https://openalex.org/W3020321490","https://openalex.org/W3020437557","https://openalex.org/W3020807179","https://openalex.org/W3022064003","https://openalex.org/W3022404989","https://openalex.org/W3022555805","https://openalex.org/W3027732699","https://openalex.org/W3028041000","https://openalex.org/W3035281110","https://openalex.org/W3035366189","https://openalex.org/W3038433657","https://openalex.org/W3041746481","https://openalex.org/W3043237517","https://openalex.org/W3043480203","https://openalex.org/W3044144773","https://openalex.org/W3044635797","https://openalex.org/W3045012088","https://openalex.org/W3045164092","https://openalex.org/W3046377295","https://openalex.org/W3046387949","https://openalex.org/W3046496872","https://openalex.org/W3046761316","https://openalex.org/W3046802885","https://openalex.org/W3048584318","https://openalex.org/W3068123808","https://openalex.org/W3081224875","https://openalex.org/W3081464307","https://openalex.org/W3081707209","https://openalex.org/W3083228182","https://openalex.org/W3083961251","https://openalex.org/W3084646016","https://openalex.org/W3084861153","https://openalex.org/W3085052658","https://openalex.org/W3086105743","https://openalex.org/W3086194918","https://openalex.org/W3086290195","https://openalex.org/W3086484635","https://openalex.org/W3087507349","https://openalex.org/W3087888346","https://openalex.org/W3089703818","https://openalex.org/W3090832565","https://openalex.org/W3091939691","https://openalex.org/W3092012490","https://openalex.org/W3092363736","https://openalex.org/W3092399228","https://openalex.org/W3092732263","https://openalex.org/W3094117052","https://openalex.org/W3095701251","https://openalex.org/W3095711016","https://openalex.org/W3096580368","https://openalex.org/W3097103183","https://openalex.org/W3100801413","https://openalex.org/W3101421508","https://openalex.org/W3102969158","https://openalex.org/W3103177583","https://openalex.org/W3104149808","https://openalex.org/W3106747572","https://openalex.org/W3107794213","https://openalex.org/W3112325088","https://openalex.org/W3112383968","https://openalex.org/W3118261252","https://openalex.org/W3118883493","https://openalex.org/W3119643102","https://openalex.org/W3119693685","https://openalex.org/W3119757328","https://openalex.org/W3120327154","https://openalex.org/W3120697286","https://openalex.org/W3122216490","https://openalex.org/W3123690782","https://openalex.org/W3124859275","https://openalex.org/W3125947019","https://openalex.org/W3126489268","https://openalex.org/W3126684054","https://openalex.org/W3126787811","https://openalex.org/W3126911807","https://openalex.org/W3128350048","https://openalex.org/W3131785880","https://openalex.org/W3132743969","https://openalex.org/W3133190857","https://openalex.org/W3133792808","https://openalex.org/W3134337851","https://openalex.org/W3135024179","https://openalex.org/W3135252453","https://openalex.org/W3136003884","https://openalex.org/W3136982936","https://openalex.org/W3137125108","https://openalex.org/W3137533094","https://openalex.org/W3139058665","https://openalex.org/W3140559152","https://openalex.org/W3140753276","https://openalex.org/W3143381390","https://openalex.org/W3147802544","https://openalex.org/W3149514621","https://openalex.org/W3149578452","https://openalex.org/W3150212014","https://openalex.org/W3153012659","https://openalex.org/W3155396182","https://openalex.org/W3156226702","https://openalex.org/W3157928585","https://openalex.org/W3159510006","https://openalex.org/W3160723313","https://openalex.org/W3160812247","https://openalex.org/W3161335554","https://openalex.org/W3164633309","https://openalex.org/W3166805882","https://openalex.org/W3167057282","https://openalex.org/W3167517308","https://openalex.org/W3167963175","https://openalex.org/W3168321148","https://openalex.org/W3170888317","https://openalex.org/W3173713405","https://openalex.org/W3174102480","https://openalex.org/W3174182389","https://openalex.org/W3174311899","https://openalex.org/W3175901868","https://openalex.org/W3181414820","https://openalex.org/W3182064909","https://openalex.org/W3183119561","https://openalex.org/W3183843234","https://openalex.org/W3184396411","https://openalex.org/W3184858604","https://openalex.org/W3186769346","https://openalex.org/W3189831819","https://openalex.org/W3193638860","https://openalex.org/W3194250276","https://openalex.org/W3194459061","https://openalex.org/W3194471330","https://openalex.org/W3194540065","https://openalex.org/W3195032332","https://openalex.org/W3196578351","https://openalex.org/W3200602725","https://openalex.org/W3200969281","https://openalex.org/W3202963093","https://openalex.org/W3203348860","https://openalex.org/W3203820362","https://openalex.org/W3206114081","https://openalex.org/W3206637898","https://openalex.org/W3208393080","https://openalex.org/W3208860256","https://openalex.org/W3209083247","https://openalex.org/W3209649343","https://openalex.org/W3209696639","https://openalex.org/W3211598836","https://openalex.org/W3213982839","https://openalex.org/W3214127792","https://openalex.org/W3214899504","https://openalex.org/W3215678666","https://openalex.org/W3217778767","https://openalex.org/W4200061155","https://openalex.org/W4200295417","https://openalex.org/W4200390322","https://openalex.org/W4200519617","https://openalex.org/W4200553326","https://openalex.org/W4205423013","https://openalex.org/W4206630282","https://openalex.org/W4206668658","https://openalex.org/W4206959805","https://openalex.org/W4210313485","https://openalex.org/W4210350690","https://openalex.org/W4210366873","https://openalex.org/W4210493845","https://openalex.org/W4210494082","https://openalex.org/W4210494767","https://openalex.org/W4210538803","https://openalex.org/W4210609593","https://openalex.org/W4210916416","https://openalex.org/W4211242668","https://openalex.org/W4212791338","https://openalex.org/W4213450400","https://openalex.org/W4214647972","https://openalex.org/W4214835294","https://openalex.org/W4220842087","https://openalex.org/W4221003299","https://openalex.org/W4224037372","https://openalex.org/W4224309288","https://openalex.org/W4225258030","https://openalex.org/W4225496162","https://openalex.org/W4226049484","https://openalex.org/W4226265012","https://openalex.org/W4226292196","https://openalex.org/W4226323522","https://openalex.org/W4226338178","https://openalex.org/W4229369233","https://openalex.org/W4234150090","https://openalex.org/W4236302910","https://openalex.org/W4243830291","https://openalex.org/W4281396470","https://openalex.org/W4281630308","https://openalex.org/W4281681183","https://openalex.org/W4282836781","https://openalex.org/W4283157638","https://openalex.org/W4283259175","https://openalex.org/W4283689385","https://openalex.org/W4283735804","https://openalex.org/W4283820772","https://openalex.org/W4285095492","https://openalex.org/W4285297590","https://openalex.org/W4286331441","https://openalex.org/W4286456972","https://openalex.org/W4286521091","https://openalex.org/W4287691174","https://openalex.org/W4287811112","https://openalex.org/W4288057586","https://openalex.org/W4288069875","https://openalex.org/W4289888890","https://openalex.org/W4293116046","https://openalex.org/W4294733895","https://openalex.org/W4294839477","https://openalex.org/W4297347671","https://openalex.org/W4297792514","https://openalex.org/W4297794693","https://openalex.org/W4306151885","https://openalex.org/W4312386248","https://openalex.org/W4313331545","https://openalex.org/W4317505899","https://openalex.org/W4317623453","https://openalex.org/W4317952684","https://openalex.org/W4319039935","https://openalex.org/W4319230957","https://openalex.org/W4319661244","https://openalex.org/W4319835373","https://openalex.org/W4321216454","https://openalex.org/W4322625259","https://openalex.org/W4322730950","https://openalex.org/W4327948848","https://openalex.org/W4361270726","https://openalex.org/W4362612809","https://openalex.org/W4362733484","https://openalex.org/W4366757677","https://openalex.org/W4376486929","https://openalex.org/W4376619155","https://openalex.org/W4385187849","https://openalex.org/W4385819751","https://openalex.org/W4386072856","https://openalex.org/W4386097191","https://openalex.org/W4386590944","https://openalex.org/W4386764393","https://openalex.org/W4387068365","https://openalex.org/W4387094935","https://openalex.org/W4387130572","https://openalex.org/W4387319330","https://openalex.org/W4387746080","https://openalex.org/W4387896844","https://openalex.org/W4388134253","https://openalex.org/W4388303274","https://openalex.org/W4388708630","https://openalex.org/W4388768056","https://openalex.org/W4389254196","https://openalex.org/W4389740972","https://openalex.org/W4390195734","https://openalex.org/W4391490960","https://openalex.org/W4392001696","https://openalex.org/W4392356121","https://openalex.org/W4392433197","https://openalex.org/W4392628135","https://openalex.org/W4392981411","https://openalex.org/W4393410366","https://openalex.org/W4394570895","https://openalex.org/W4396666985","https://openalex.org/W4396903457","https://openalex.org/W4396908514","https://openalex.org/W4397003533","https://openalex.org/W4399307561","https://openalex.org/W4400005522","https://openalex.org/W4400145965","https://openalex.org/W4400257155","https://openalex.org/W4400401303","https://openalex.org/W4400438710","https://openalex.org/W4400439118","https://openalex.org/W4400461591","https://openalex.org/W4400976855","https://openalex.org/W4401017961","https://openalex.org/W4401108396","https://openalex.org/W4401110203","https://openalex.org/W4401387895","https://openalex.org/W4402493128","https://openalex.org/W4402686545","https://openalex.org/W4403318601","https://openalex.org/W4403439588","https://openalex.org/W4404614476","https://openalex.org/W4405870950","https://openalex.org/W4405872523","https://openalex.org/W4406333398","https://openalex.org/W4406634028","https://openalex.org/W4406697365","https://openalex.org/W4413456250","https://openalex.org/W6738087985","https://openalex.org/W6738321700","https://openalex.org/W6756718674","https://openalex.org/W6767578800","https://openalex.org/W6767834040","https://openalex.org/W6769512475","https://openalex.org/W6771798854","https://openalex.org/W6776595772","https://openalex.org/W6779504732","https://openalex.org/W6781392389","https://openalex.org/W6783544804","https://openalex.org/W6788480220","https://openalex.org/W6789111123","https://openalex.org/W6791729669","https://openalex.org/W6792682786","https://openalex.org/W6795828236","https://openalex.org/W6795891359","https://openalex.org/W6796149595","https://openalex.org/W6799744991","https://openalex.org/W6803154024","https://openalex.org/W6807991017","https://openalex.org/W6809491709","https://openalex.org/W6809747127","https://openalex.org/W6810693803","https://openalex.org/W6838492162","https://openalex.org/W6857189328","https://openalex.org/W6858930196","https://openalex.org/W6862171415","https://openalex.org/W6870824634","https://openalex.org/W6872232706","https://openalex.org/W6874402456","https://openalex.org/W6875579858","https://openalex.org/W7004840164","https://openalex.org/W7024715393","https://openalex.org/W7039723142"],"related_works":["https://openalex.org/W2905433371","https://openalex.org/W2888392564","https://openalex.org/W4310278675","https://openalex.org/W4388422664","https://openalex.org/W4390569940","https://openalex.org/W4361193272","https://openalex.org/W2963326959","https://openalex.org/W4388685194","https://openalex.org/W4312407344","https://openalex.org/W2894289927"],"abstract_inverted_index":{"The":[0,154],"integration":[1,174],"of":[2,16,36,40,47,69,80,84,121,137,175],"machine":[3],"learning":[4],"(ML)":[5],"with":[6],"big":[7,50,88,140,178],"data":[8,51,61],"has":[9,26],"revolutionized":[10],"industries":[11],"by":[12],"enabling":[13],"the":[14,34,45,67,81,92,99,109,119,132,143,168,172],"extraction":[15],"valuable":[17],"insights":[18,155],"from":[19],"vast":[20],"and":[21,66,71,95,114,124,134,147,165,177],"complex":[22],"datasets.":[23],"This":[24,74],"convergence":[25],"fueled":[27],"advancements":[28,97],"in":[29,49,87,98,111,139,157],"various":[30],"fields,":[31],"leading":[32],"to":[33,59,150,161,167],"development":[35,120],"sophisticated":[37],"models":[38],"capable":[39],"addressing":[41],"complicated":[42],"problems.":[43],"However,":[44],"application":[46],"ML":[48,85,126,138,176],"environments":[52],"presents":[53],"significant":[54],"challenges,":[55],"including":[56],"issues":[57],"related":[58],"scalability,":[60],"quality,":[62],"model":[63],"interpretability,":[64],"privacy,":[65],"handling":[68],"diverse":[70],"high-velocity":[72],"data.":[73,179],"survey":[75,130],"provides":[76],"a":[77],"comprehensive":[78],"overview":[79],"current":[82,112],"state":[83],"applications":[86],"data,":[89,141],"systematically":[90],"identifying":[91],"key":[93],"challenges":[94],"recent":[96],"field.":[100],"By":[101],"critically":[102],"analyzing":[103],"existing":[104],"methodologies,":[105],"this":[106,129,158],"paper":[107,159],"highlights":[108],"gaps":[110],"research":[113,164],"proposes":[115],"future":[116,163],"directions":[117],"for":[118,145],"scalable,":[122],"interpretable,":[123],"privacy-preserving":[125],"techniques.":[127],"Additionally,":[128],"addresses":[131],"ethical":[133],"societal":[135],"implications":[136],"emphasizing":[142],"need":[144],"responsible":[146,173],"equitable":[148],"approaches":[149],"harnessing":[151],"these":[152],"technologies.":[153],"presented":[156],"aim":[160],"guide":[162],"contribute":[166],"ongoing":[169],"discourse":[170],"on":[171]},"counts_by_year":[{"year":2026,"cited_by_count":18},{"year":2025,"cited_by_count":21}],"updated_date":"2026-06-18T10:00:31.954636","created_date":"2025-10-10T00:00:00"}
