{"id":"https://openalex.org/W2956110563","doi":"https://doi.org/10.1109/bloc.2019.8751423","title":"Promoting Distributed Trust in Machine Learning and Computational Simulation","display_name":"Promoting Distributed Trust in Machine Learning and Computational Simulation","publication_year":2019,"publication_date":"2019-05-01","ids":{"openalex":"https://openalex.org/W2956110563","doi":"https://doi.org/10.1109/bloc.2019.8751423","mag":"2956110563"},"language":"en","primary_location":{"is_oa":false,"landing_page_url":"https://doi.org/10.1109/bloc.2019.8751423","pdf_url":null,"source":{"id":"https://openalex.org/S4363608612","display_name":"2021 IEEE International Conference on Blockchain and Cryptocurrency (ICBC)","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":"conference"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false},"type":"article","type_crossref":"proceedings-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/A5016921643","display_name":"Nelson Bore","orcid":null},"institutions":[],"countries":["KE"],"is_corresponding":false,"raw_author_name":"Nelson Kibichii Bore","raw_affiliation_strings":["IBM Research, Nairobi, Kenya"],"affiliations":[{"raw_affiliation_string":"IBM Research, Nairobi, Kenya","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005738137","display_name":"Ravi Kiran Raman","orcid":"https://orcid.org/0000-0002-7649-0822"},"institutions":[{"id":"https://openalex.org/I157725225","display_name":"University of Illinois Urbana-Champaign","ror":"https://ror.org/047426m28","country_code":"US","type":"education","lineage":["https://openalex.org/I157725225"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ravi Kiran Raman","raw_affiliation_strings":["University of Illinois at Urbana-Champaign, Urbana, IL, USA"],"affiliations":[{"raw_affiliation_string":"University of Illinois at Urbana-Champaign, Urbana, IL, USA","institution_ids":["https://openalex.org/I157725225"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5035249812","display_name":"Isaac M. Markus","orcid":null},"institutions":[],"countries":["KE"],"is_corresponding":false,"raw_author_name":"Isaac M. Markus","raw_affiliation_strings":["IBM Research, Nairobi, Kenya"],"affiliations":[{"raw_affiliation_string":"IBM Research, Nairobi, Kenya","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089731310","display_name":"Sekou L. Remy","orcid":"https://orcid.org/0000-0003-2332-6890"},"institutions":[],"countries":["KE"],"is_corresponding":false,"raw_author_name":"Sekou L. Remy","raw_affiliation_strings":["IBM Research, Nairobi, Kenya"],"affiliations":[{"raw_affiliation_string":"IBM Research, Nairobi, Kenya","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5001239661","display_name":"Oliver Bent","orcid":null},"institutions":[],"countries":["KE"],"is_corresponding":false,"raw_author_name":"Oliver Bent","raw_affiliation_strings":["IBM Research, Nairobi, Kenya"],"affiliations":[{"raw_affiliation_string":"IBM Research, Nairobi, Kenya","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048793009","display_name":"Michael Hind","orcid":null},"institutions":[{"id":"https://openalex.org/I1341412227","display_name":"IBM (United States)","ror":"https://ror.org/05hh8d621","country_code":"US","type":"company","lineage":["https://openalex.org/I1341412227"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Michael Hind","raw_affiliation_strings":["IBM Research, Yorktown Heights, NY, USA"],"affiliations":[{"raw_affiliation_string":"IBM Research, Yorktown Heights, NY, USA","institution_ids":["https://openalex.org/I1341412227"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063850791","display_name":"Eleftheria K. Pissadaki","orcid":"https://orcid.org/0000-0003-4124-8806"},"institutions":[{"id":"https://openalex.org/I1341412227","display_name":"IBM (United States)","ror":"https://ror.org/05hh8d621","country_code":"US","type":"company","lineage":["https://openalex.org/I1341412227"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Eleftheria K. Pissadaki","raw_affiliation_strings":["IBM Research, Yorktown Heights, NY, USA"],"affiliations":[{"raw_affiliation_string":"IBM Research, Yorktown Heights, NY, USA","institution_ids":["https://openalex.org/I1341412227"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051577973","display_name":"Biplav Srivastava","orcid":"https://orcid.org/0000-0002-7292-3838"},"institutions":[{"id":"https://openalex.org/I1341412227","display_name":"IBM (United States)","ror":"https://ror.org/05hh8d621","country_code":"US","type":"company","lineage":["https://openalex.org/I1341412227"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Biplav Srivastava","raw_affiliation_strings":["IBM Research, Yorktown Heights, NY, USA"],"affiliations":[{"raw_affiliation_string":"IBM Research, Yorktown Heights, NY, USA","institution_ids":["https://openalex.org/I1341412227"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5001795022","display_name":"Roman Vacul\u00edn","orcid":"https://orcid.org/0009-0003-0867-2311"},"institutions":[{"id":"https://openalex.org/I1341412227","display_name":"IBM (United States)","ror":"https://ror.org/05hh8d621","country_code":"US","type":"company","lineage":["https://openalex.org/I1341412227"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Roman Vaculin","raw_affiliation_strings":["IBM Research, Yorktown Heights, NY, USA"],"affiliations":[{"raw_affiliation_string":"IBM Research, Yorktown Heights, NY, USA","institution_ids":["https://openalex.org/I1341412227"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015286159","display_name":"Kush R. Varshney","orcid":"https://orcid.org/0000-0002-7376-5536"},"institutions":[{"id":"https://openalex.org/I1341412227","display_name":"IBM (United States)","ror":"https://ror.org/05hh8d621","country_code":"US","type":"company","lineage":["https://openalex.org/I1341412227"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Kush R. Varshney","raw_affiliation_strings":["IBM Research, Yorktown Heights, NY, USA"],"affiliations":[{"raw_affiliation_string":"IBM Research, Yorktown Heights, NY, USA","institution_ids":["https://openalex.org/I1341412227"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5102959158","display_name":"Komminist Weldemariam","orcid":"https://orcid.org/0000-0001-9100-0193"},"institutions":[],"countries":["KE"],"is_corresponding":false,"raw_author_name":"Komminist Weldemariam","raw_affiliation_strings":["IBM Research, Nairobi, Kenya"],"affiliations":[{"raw_affiliation_string":"IBM Research, Nairobi, Kenya","institution_ids":[]}]}],"institution_assertions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.406,"has_fulltext":true,"fulltext_origin":"ngrams","cited_by_count":11,"citation_normalized_percentile":{"value":0.999821,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":86,"max":87},"biblio":{"volume":null,"issue":null,"first_page":"311","last_page":"319"},"is_retracted":false,"is_paratext":false,"primary_topic":{"id":"https://openalex.org/T10270","display_name":"Blockchain Technology Applications and Security","score":1.0,"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":1.0,"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"}},{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9939,"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/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9778,"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/rank","display_name":"Rank (graph theory)","score":0.47709447}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.80702347},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.70166576},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.58895975},{"id":"https://openalex.org/C164226766","wikidata":"https://www.wikidata.org/wiki/Q7293202","display_name":"Rank (graph theory)","level":2,"score":0.47709447},{"id":"https://openalex.org/C18762648","wikidata":"https://www.wikidata.org/wiki/Q42213","display_name":"Work (physics)","level":2,"score":0.45009264},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.43599978},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.38380933},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.37701258},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.33180425},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.33075362},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.09059876},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"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/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"is_oa":false,"landing_page_url":"https://doi.org/10.1109/bloc.2019.8751423","pdf_url":null,"source":{"id":"https://openalex.org/S4363608612","display_name":"2021 IEEE International Conference on Blockchain and Cryptocurrency (ICBC)","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":"conference"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.51,"display_name":"Decent work and economic growth","id":"https://metadata.un.org/sdg/8"}],"grants":[],"datasets":[],"versions":[],"referenced_works_count":30,"referenced_works":["https://openalex.org/W1974710463","https://openalex.org/W1994633406","https://openalex.org/W2058775476","https://openalex.org/W2222811454","https://openalex.org/W2289346656","https://openalex.org/W2294710185","https://openalex.org/W2541841712","https://openalex.org/W2546603560","https://openalex.org/W2609237802","https://openalex.org/W2732365592","https://openalex.org/W2738122318","https://openalex.org/W2750144484","https://openalex.org/W2765447497","https://openalex.org/W2807743655","https://openalex.org/W2811973125","https://openalex.org/W2834682931","https://openalex.org/W2885518268","https://openalex.org/W2888551908","https://openalex.org/W2892035565","https://openalex.org/W2962689739","https://openalex.org/W2963256015","https://openalex.org/W2963376758","https://openalex.org/W2963507231","https://openalex.org/W2964125642","https://openalex.org/W3102661748","https://openalex.org/W4248175462","https://openalex.org/W4300127641","https://openalex.org/W795389173","https://openalex.org/W851908993","https://openalex.org/W893234787"],"related_works":["https://openalex.org/W4301867002","https://openalex.org/W4291951920","https://openalex.org/W2963262648","https://openalex.org/W2952827811","https://openalex.org/W2349674371","https://openalex.org/W2112835755","https://openalex.org/W2097495471","https://openalex.org/W2056790378","https://openalex.org/W2056202066","https://openalex.org/W1696545756"],"abstract_inverted_index":{"Policy":[0],"decisions":[1],"are":[2,39],"increasingly":[3],"dependent":[4],"on":[5],"the":[6,33,46,70,75,90,106],"outcomes":[7,22],"of":[8,86,129],"simulations":[9],"and/or":[10],"machine":[11],"learning":[12],"models.":[13],"The":[14],"ability":[15,76],"to":[16,45,77,95,111,119],"share":[17,79],"and":[18,28,43,80,84,113],"interact":[19],"with":[20],"these":[21],"is":[23,29],"relevant":[24],"across":[25],"multiple":[26],"fields":[27],"especially":[30],"critical":[31],"in":[32,65,89],"disease":[34],"modeling":[35,67],"community":[36],"where":[37],"models":[38],"often":[40],"only":[41],"accessible":[42],"workable":[44],"researchers":[47],"that":[48,57],"generate":[49],"them.":[50],"This":[51],"work":[52],"presents":[53],"a":[54,59,66,127],"blockchain-enabled":[55],"system":[56,107],"establishes":[58],"decentralized":[60],"trust":[61],"between":[62],"parties":[63],"involved":[64],"process.":[68],"Utilizing":[69],"OpenMalaria":[71],"framework,":[72],"we":[73],"demonstrate":[74],"store,":[78],"maintain":[81],"auditable":[82],"logs":[83],"records":[85],"each":[87],"step":[88],"simulation":[91],"process,":[92],"showing":[93],"how":[94,105],"validate":[96],"results":[97],"generated":[98],"by":[99],"computational":[100],"workers.":[101],"We":[102],"also":[103],"show":[104],"monitors":[108],"worker":[109],"outputs":[110],"rank":[112],"identify":[114],"faulty":[115],"workers":[116],"via":[117],"comparison":[118],"nearest":[120],"neighbors":[121],"or":[122],"historical":[123],"reward":[124],"spaces":[125],"as":[126],"means":[128],"ensuring":[130],"model":[131],"quality.":[132]},"cited_by_api_url":"https://api.openalex.org/works?filter=cites:W2956110563","counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":3},{"year":2021,"cited_by_count":2},{"year":2020,"cited_by_count":2},{"year":2019,"cited_by_count":2}],"updated_date":"2025-01-03T11:39:41.803171","created_date":"2019-07-12"}