{"id":"https://openalex.org/W4390637043","doi":"https://doi.org/10.1186/s40537-023-00852-y","title":"Blockchain meets machine learning: a survey","display_name":"Blockchain meets machine learning: a survey","publication_year":2024,"publication_date":"2024-01-06","ids":{"openalex":"https://openalex.org/W4390637043","doi":"https://doi.org/10.1186/s40537-023-00852-y"},"language":"en","primary_location":{"id":"doi:10.1186/s40537-023-00852-y","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s40537-023-00852-y","pdf_url":"https://journalofbigdata.springeropen.com/counter/pdf/10.1186/s40537-023-00852-y","source":{"id":"https://openalex.org/S2737955091","display_name":"Journal Of Big Data","issn_l":"2196-1115","issn":["2196-1115"],"is_oa":true,"is_in_doaj":true,"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":"Journal of Big Data","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://journalofbigdata.springeropen.com/counter/pdf/10.1186/s40537-023-00852-y","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5087328354","display_name":"\u015eafak Kay\u0131k\u00e7\u0131","orcid":"https://orcid.org/0000-0002-3325-4731"},"institutions":[{"id":"https://openalex.org/I63772739","display_name":"Florida Atlantic University","ror":"https://ror.org/05p8w6387","country_code":"US","type":"education","lineage":["https://openalex.org/I63772739"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Safak Kayikci","raw_affiliation_strings":["Department of Electrical Engineering and Computer Science, Florida Atlantic University, Boca Raton, FL, 33431, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering and Computer Science, Florida Atlantic University, Boca Raton, FL, 33431, USA","institution_ids":["https://openalex.org/I63772739"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5089170562","display_name":"Taghi M. Khoshgoftaar","orcid":null},"institutions":[{"id":"https://openalex.org/I63772739","display_name":"Florida Atlantic University","ror":"https://ror.org/05p8w6387","country_code":"US","type":"education","lineage":["https://openalex.org/I63772739"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Taghi M. Khoshgoftaar","raw_affiliation_strings":["Department of Electrical Engineering and Computer Science, Florida Atlantic University, Boca Raton, FL, 33431, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering and Computer Science, Florida Atlantic University, Boca Raton, FL, 33431, USA","institution_ids":["https://openalex.org/I63772739"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5087328354"],"corresponding_institution_ids":["https://openalex.org/I63772739"],"apc_list":{"value":1060,"currency":"GBP","value_usd":1300},"apc_paid":{"value":1060,"currency":"GBP","value_usd":1300},"fwci":73.8711,"has_fulltext":true,"cited_by_count":104,"citation_normalized_percentile":{"value":0.99956303,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"11","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10270","display_name":"Blockchain Technology Applications and Security","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T10270","display_name":"Blockchain Technology Applications and Security","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/blockchain","display_name":"Blockchain","score":0.8833457231521606},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8018807172775269},{"id":"https://openalex.org/keywords/scalability","display_name":"Scalability","score":0.6328134536743164},{"id":"https://openalex.org/keywords/workflow","display_name":"Workflow","score":0.576007068157196},{"id":"https://openalex.org/keywords/decentralization","display_name":"Decentralization","score":0.539231538772583},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.49875354766845703},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.472394198179245},{"id":"https://openalex.org/keywords/supply-chain","display_name":"Supply chain","score":0.45351096987724304},{"id":"https://openalex.org/keywords/trustworthiness","display_name":"Trustworthiness","score":0.43833810091018677},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4324568212032318},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4119279980659485},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.3604169487953186},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.22377008199691772},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.08758211135864258}],"concepts":[{"id":"https://openalex.org/C2779687700","wikidata":"https://www.wikidata.org/wiki/Q20514253","display_name":"Blockchain","level":2,"score":0.8833457231521606},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8018807172775269},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.6328134536743164},{"id":"https://openalex.org/C177212765","wikidata":"https://www.wikidata.org/wiki/Q627335","display_name":"Workflow","level":2,"score":0.576007068157196},{"id":"https://openalex.org/C136810230","wikidata":"https://www.wikidata.org/wiki/Q188961","display_name":"Decentralization","level":2,"score":0.539231538772583},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.49875354766845703},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.472394198179245},{"id":"https://openalex.org/C108713360","wikidata":"https://www.wikidata.org/wiki/Q1824206","display_name":"Supply chain","level":2,"score":0.45351096987724304},{"id":"https://openalex.org/C153701036","wikidata":"https://www.wikidata.org/wiki/Q659974","display_name":"Trustworthiness","level":2,"score":0.43833810091018677},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4324568212032318},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4119279980659485},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.3604169487953186},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.22377008199691772},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.08758211135864258},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C162853370","wikidata":"https://www.wikidata.org/wiki/Q39809","display_name":"Marketing","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/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"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":2,"locations":[{"id":"doi:10.1186/s40537-023-00852-y","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s40537-023-00852-y","pdf_url":"https://journalofbigdata.springeropen.com/counter/pdf/10.1186/s40537-023-00852-y","source":{"id":"https://openalex.org/S2737955091","display_name":"Journal Of Big Data","issn_l":"2196-1115","issn":["2196-1115"],"is_oa":true,"is_in_doaj":true,"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":"Journal of Big Data","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:7ae353764cfd4ea4b093ca146b9fa553","is_oa":true,"landing_page_url":"https://doaj.org/article/7ae353764cfd4ea4b093ca146b9fa553","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":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Journal of Big Data, Vol 11, Iss 1, Pp 1-29 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1186/s40537-023-00852-y","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s40537-023-00852-y","pdf_url":"https://journalofbigdata.springeropen.com/counter/pdf/10.1186/s40537-023-00852-y","source":{"id":"https://openalex.org/S2737955091","display_name":"Journal Of Big Data","issn_l":"2196-1115","issn":["2196-1115"],"is_oa":true,"is_in_doaj":true,"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":"Journal of Big Data","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4390637043.pdf"},"referenced_works_count":34,"referenced_works":["https://openalex.org/W1969344535","https://openalex.org/W1993264480","https://openalex.org/W1997911919","https://openalex.org/W2741507511","https://openalex.org/W2769609281","https://openalex.org/W2774802253","https://openalex.org/W2777301769","https://openalex.org/W2792565633","https://openalex.org/W2798711290","https://openalex.org/W2897450989","https://openalex.org/W2899381463","https://openalex.org/W2904864528","https://openalex.org/W2940702668","https://openalex.org/W2972385385","https://openalex.org/W2995871203","https://openalex.org/W3011600599","https://openalex.org/W3016298350","https://openalex.org/W3024916681","https://openalex.org/W3026568256","https://openalex.org/W3088392092","https://openalex.org/W3089975624","https://openalex.org/W3098798241","https://openalex.org/W3106747422","https://openalex.org/W3109226246","https://openalex.org/W3113052065","https://openalex.org/W3193492336","https://openalex.org/W3210143290","https://openalex.org/W3212733975","https://openalex.org/W4280498115","https://openalex.org/W4307979480","https://openalex.org/W4309224334","https://openalex.org/W4310036807","https://openalex.org/W6602587288","https://openalex.org/W6649926610"],"related_works":["https://openalex.org/W4210406818","https://openalex.org/W4306779889","https://openalex.org/W4386732777","https://openalex.org/W3211706803","https://openalex.org/W4382775358","https://openalex.org/W4246942721","https://openalex.org/W3209862047","https://openalex.org/W4304136894","https://openalex.org/W2989851257","https://openalex.org/W2799059781"],"abstract_inverted_index":{"Abstract":[0],"Blockchain":[1,18,100],"and":[2,23,45,67,70,81,87,98,104,135,141,148,171,182],"machine":[3,30,68,109,172],"learning":[4,31,69,110,173],"are":[5,11,156,193],"two":[6,56],"rapidly":[7],"growing":[8],"technologies":[9],"that":[10,189],"increasingly":[12],"being":[13],"used":[14],"in":[15,76],"various":[16],"industries.":[17],"technology":[19,101],"provides":[20],"a":[21,84],"secure":[22,103],"transparent":[24,105],"method":[25],"for":[26],"recording":[27],"transactions,":[28],"while":[29,108],"enables":[32,102],"data-driven":[33,139],"decision-making":[34],"by":[35,130,145],"analyzing":[36],"large":[37],"amounts":[38,115],"of":[39,53,65,116,152,169],"data.":[40],"In":[41,58],"recent":[42],"years,":[43],"researchers":[44],"practitioners":[46],"have":[47,124,190],"been":[48,191],"exploring":[49],"the":[50,63,91,125,150,166,187],"potential":[51,126,197],"benefits":[52],"combining":[54],"these":[55],"technologies.":[57],"this":[59],"study,":[60],"we":[61],"cover":[62],"fundamentals":[64],"blockchain":[66,170],"then":[71],"discuss":[72],"their":[73,88,195],"integrated":[74],"use":[75,168],"finance,":[77],"medicine,":[78],"supply":[79],"chain,":[80],"security,":[82,96],"including":[83],"literature":[85],"review":[86],"contribution":[89],"to":[90,118,127,161,165],"field":[92],"such":[93,174],"as":[94,175],"increased":[95],"privacy,":[97],"decentralization.":[99],"decentralized":[106],"record-keeping,":[107],"algorithms":[111],"can":[112],"analyze":[113],"vast":[114],"data":[117],"derive":[119],"valuable":[120],"insights.":[121],"Together,":[122],"they":[123],"revolutionize":[128],"industries":[129],"enhancing":[131],"efficiency":[132],"through":[133],"automated":[134],"trustworthy":[136],"processes,":[137],"enabling":[138],"decision-making,":[140],"strengthening":[142],"security":[143,176],"measures":[144],"reducing":[146],"vulnerabilities":[147],"ensuring":[149],"integrity":[151],"information.":[153],"However,":[154],"there":[155],"still":[157],"some":[158],"important":[159],"challenges":[160],"be":[162,200],"handled":[163],"prior":[164],"common":[167],"issues,":[177],"strategic":[178],"planning,":[179],"information":[180],"processing,":[181],"scalable":[183],"workflows.":[184],"Nevertheless,":[185],"until":[186],"difficulties":[188],"identified":[192],"resolved,":[194],"full":[196],"will":[198],"not":[199],"achieved.":[201]},"counts_by_year":[{"year":2026,"cited_by_count":13},{"year":2025,"cited_by_count":59},{"year":2024,"cited_by_count":32}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}
