{"id":"https://openalex.org/W2090117217","doi":"https://doi.org/10.1109/tdsc.2013.43","title":"A Random Decision Tree Framework for Privacy-Preserving Data Mining","display_name":"A Random Decision Tree Framework for Privacy-Preserving Data Mining","publication_year":2013,"publication_date":"2013-10-01","ids":{"openalex":"https://openalex.org/W2090117217","doi":"https://doi.org/10.1109/tdsc.2013.43","mag":"2090117217"},"language":"en","primary_location":{"id":"doi:10.1109/tdsc.2013.43","doi":"https://doi.org/10.1109/tdsc.2013.43","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tdsc.2013.43","pdf_url":null,"source":{"id":"https://openalex.org/S133795288","display_name":"IEEE Transactions on Dependable and Secure Computing","issn_l":"1545-5971","issn":["1545-5971","1941-0018","2160-9209"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","ccf-a","cwts-core","dongbi-a","jufo-3","norway-2","poland-140","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer Society","Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Dependable and Secure Computing","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"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/A5034878799","display_name":"Jaideep S. Vaidya","orcid":"https://orcid.org/0000-0002-7420-6947","observed_orcids":["https://orcid.org/0000-0002-7420-6947"]},"institutions":[{"id":"https://openalex.org/I102322142","display_name":"Rutgers, The State University of New Jersey","ror":"https://ror.org/05vt9qd57","country_code":"US","type":"education","lineage":["https://openalex.org/I102322142"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jaideep Vaidya","raw_affiliation_strings":["MSIS Department, Rutgers University, Newark, NJ","MSIS Department, Rutgers University, 1 Washington Park, Newark,"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"MSIS Department, Rutgers University, Newark, NJ","institution_ids":["https://openalex.org/I102322142"]},{"raw_affiliation_string":"MSIS Department, Rutgers University, 1 Washington Park, Newark,","institution_ids":["https://openalex.org/I102322142"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002242200","display_name":"Basit Shafiq","orcid":"https://orcid.org/0000-0002-7862-6682","observed_orcids":["https://orcid.org/0000-0002-7862-6682"]},"institutions":[{"id":"https://openalex.org/I207789805","display_name":"Lahore University of Management Sciences","ror":"https://ror.org/05b5x4a35","country_code":"PK","type":"education","lineage":["https://openalex.org/I207789805"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Basit Shafiq","raw_affiliation_strings":["CS Department, Lahore University of Management Sciences, D.H.A., Lahore Cantt, Lahore, Pakistan","CS Department, Lahore University of Management Sciences, D.H.A., Lahore Cantt., Pakistan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"CS Department, Lahore University of Management Sciences, D.H.A., Lahore Cantt, Lahore, Pakistan","institution_ids":["https://openalex.org/I207789805"]},{"raw_affiliation_string":"CS Department, Lahore University of Management Sciences, D.H.A., Lahore Cantt., Pakistan","institution_ids":["https://openalex.org/I207789805"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100380588","display_name":"Wei Fan","orcid":"https://orcid.org/0009-0008-1900-7081","observed_orcids":["https://orcid.org/0009-0008-1900-7081","https://orcid.org/0000-0001-7656-445X"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Wei Fan","raw_affiliation_strings":["Huawei Noah's Ark Lab, Shatin, Hong Kong","Huawei Noah\u2019s Ark Lab, Core Building 2, Hong Kong Science Park, Shatin, Hong Kong"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Huawei Noah's Ark Lab, Shatin, Hong Kong","institution_ids":[]},{"raw_affiliation_string":"Huawei Noah\u2019s Ark Lab, Core Building 2, Hong Kong Science Park, Shatin, Hong Kong","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112609605","display_name":"Danish Mehmood","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I207789805","display_name":"Lahore University of Management Sciences","ror":"https://ror.org/05b5x4a35","country_code":"PK","type":"education","lineage":["https://openalex.org/I207789805"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Danish Mehmood","raw_affiliation_strings":["CS Department, Lahore University of Management Sciences, D.H.A., Lahore Cantt, Lahore, Pakistan","CS Department, Lahore University of Management Sciences, D.H.A., Lahore Cantt., Pakistan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"CS Department, Lahore University of Management Sciences, D.H.A., Lahore Cantt, Lahore, Pakistan","institution_ids":["https://openalex.org/I207789805"]},{"raw_affiliation_string":"CS Department, Lahore University of Management Sciences, D.H.A., Lahore Cantt., Pakistan","institution_ids":["https://openalex.org/I207789805"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5078634311","display_name":"David Lorenzi","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I102322142","display_name":"Rutgers, The State University of New Jersey","ror":"https://ror.org/05vt9qd57","country_code":"US","type":"education","lineage":["https://openalex.org/I102322142"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"David Lorenzi","raw_affiliation_strings":["MSIS Department, Rutgers University, Newark, NJ","MSIS Department, Rutgers University, 1 Washington Park, Newark,"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"MSIS Department, Rutgers University, Newark, NJ","institution_ids":["https://openalex.org/I102322142"]},{"raw_affiliation_string":"MSIS Department, Rutgers University, 1 Washington Park, Newark,","institution_ids":["https://openalex.org/I102322142"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":2645,"currency":"USD","value_usd":2645},"apc_paid":null,"fwci":5.0233,"has_fulltext":false,"cited_by_count":120,"citation_normalized_percentile":{"value":0.95144132,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":93,"max":100},"biblio":{"volume":"11","issue":"5","first_page":"399","last_page":"411"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9976000189781189,"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/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9976000189781189,"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/T10237","display_name":"Cryptography and Data Security","score":0.0013000000035390258,"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"}},{"id":"https://openalex.org/T11614","display_name":"Cloud Data Security Solutions","score":9.999999747378752e-05,"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/privacy-preserving-data-mining","display_name":"privacy-preserving data mining","score":0.9300000071525574},{"id":"https://openalex.org/keywords/random-decision-trees","display_name":"random decision trees","score":0.996999979019165},{"id":"https://openalex.org/keywords/distributed-data-mining","display_name":"distributed data mining","score":0.7990000247955322},{"id":"https://openalex.org/keywords/privacy-preserving-protocols","display_name":"privacy-preserving protocols","score":0.6069999933242798},{"id":"https://openalex.org/keywords/distributed-architecture","display_name":"distributed architecture","score":0.5640000104904175},{"id":"https://openalex.org/keywords/big-data","display_name":"big data","score":0.5830000042915344}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.86543869972229},{"id":"https://openalex.org/C165696696","wikidata":"https://www.wikidata.org/wiki/Q11287","display_name":"Exploit","level":2,"score":0.7265613079071045},{"id":"https://openalex.org/C123201435","wikidata":"https://www.wikidata.org/wiki/Q456632","display_name":"Information privacy","level":2,"score":0.5186835527420044},{"id":"https://openalex.org/C178489894","wikidata":"https://www.wikidata.org/wiki/Q8789","display_name":"Cryptography","level":2,"score":0.5147519111633301},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.502683162689209},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.49444103240966797},{"id":"https://openalex.org/C84525736","wikidata":"https://www.wikidata.org/wiki/Q831366","display_name":"Decision tree","level":2,"score":0.4674580693244934},{"id":"https://openalex.org/C120567893","wikidata":"https://www.wikidata.org/wiki/Q1582085","display_name":"Knowledge extraction","level":2,"score":0.4535977244377136},{"id":"https://openalex.org/C137822555","wikidata":"https://www.wikidata.org/wiki/Q2587068","display_name":"Information sensitivity","level":2,"score":0.4194006323814392},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.4106263518333435},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.2217174470424652}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tdsc.2013.43","doi":"https://doi.org/10.1109/tdsc.2013.43","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tdsc.2013.43","pdf_url":null,"source":{"id":"https://openalex.org/S133795288","display_name":"IEEE Transactions on Dependable and Secure Computing","issn_l":"1545-5971","issn":["1545-5971","1941-0018","2160-9209"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","ccf-a","cwts-core","dongbi-a","jufo-3","norway-2","poland-140","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer Society","Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Dependable and Secure Computing","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":32,"referenced_works":["https://openalex.org/W94310106","https://openalex.org/W634465965","https://openalex.org/W1574534563","https://openalex.org/W1574994418","https://openalex.org/W1593841847","https://openalex.org/W1600010237","https://openalex.org/W1991669689","https://openalex.org/W1996428067","https://openalex.org/W1999460852","https://openalex.org/W1999602050","https://openalex.org/W2009733253","https://openalex.org/W2016267457","https://openalex.org/W2022079499","https://openalex.org/W2047370889","https://openalex.org/W2088492763","https://openalex.org/W2093367651","https://openalex.org/W2106463421","https://openalex.org/W2112022568","https://openalex.org/W2132172731","https://openalex.org/W2136185850","https://openalex.org/W2137596716","https://openalex.org/W2139336600","https://openalex.org/W2141625084","https://openalex.org/W2145341289","https://openalex.org/W2164341199","https://openalex.org/W2233233025","https://openalex.org/W2301045145","https://openalex.org/W2466512847","https://openalex.org/W2920022396","https://openalex.org/W2990399857","https://openalex.org/W4248358572","https://openalex.org/W6603883854"],"related_works":["https://openalex.org/W2994313263","https://openalex.org/W6922078231","https://openalex.org/W2516742442","https://openalex.org/W2182256079","https://openalex.org/W2137596716","https://openalex.org/W7096826467","https://openalex.org/W4285812932","https://openalex.org/W2621768053","https://openalex.org/W2899217699","https://openalex.org/W2371815842"],"abstract_inverted_index":{"Distributed":[0],"data":[1,39,57,69,75],"is":[2,17,59,87],"ubiquitous":[3],"in":[4],"modern":[5],"information":[6],"driven":[7],"applications.":[8],"With":[9],"multiple":[10],"sources":[11],"of":[12,32],"data,":[13],"the":[14,30,101],"natural":[15],"challenge":[16],"to":[18,21,63,71,89,118],"determine":[19],"how":[20],"collaborate":[22],"effectively":[23],"across":[24],"proprietary":[25],"organizational":[26],"boundaries":[27],"while":[28],"maximizing":[29],"utility":[31],"collected":[33],"information.":[34],"Since":[35],"using":[36],"only":[37],"local":[38],"gives":[40],"suboptimal":[41],"utility,":[42],"techniques":[43],"for":[44,55,66],"privacy-preserving":[45,56,120,128],"collaborative":[46],"knowledge":[47,129],"discovery":[48],"must":[49],"be":[50,64],"developed.":[51],"Existing":[52],"cryptography-based":[53],"work":[54,78],"mining":[58],"still":[60],"too":[61],"slow":[62],"effective":[65],"large":[67],"scale":[68],"sets":[70],"face":[72],"today\u2019s":[73],"big":[74],"challenge.":[76],"Previous":[77],"on":[79],"random":[80],"decision":[81],"trees":[82],"(RDT)":[83],"shows":[84],"that":[85,103,122],"it":[86],"possible":[88],"generate":[90],"equivalent":[91],"and":[92,111,115,125],"accurate":[93],"models":[94],"with":[95],"much":[96],"smaller":[97],"cost.":[98],"We":[99],"exploit":[100],"fact":[102],"RDTs":[104,121],"can":[105],"naturally":[106],"fit":[107],"into":[108],"a":[109],"parallel":[110],"fully":[112],"distributed":[113,127],"architecture,":[114],"develop":[116],"protocols":[117],"implement":[119],"enable":[123],"general":[124],"efficient":[126],"discovery.":[130]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":10},{"year":2023,"cited_by_count":7},{"year":2022,"cited_by_count":13},{"year":2021,"cited_by_count":16},{"year":2020,"cited_by_count":20},{"year":2019,"cited_by_count":8},{"year":2018,"cited_by_count":12},{"year":2017,"cited_by_count":14},{"year":2016,"cited_by_count":8},{"year":2015,"cited_by_count":5},{"year":2014,"cited_by_count":2}],"updated_date":"2026-11-04T10:54:05.112534","created_date":"2016-06-24T00:00:00"}