Additive sharing;
aggregation operation;
computation and data privacy;
data and computation outsourcing;
multi-party computation;
private set intersection;
private set union;
result verification;
set cardinality;
shamir's secret-sharing;
SET INTERSECTION;
MULTIPARTY COMPUTATION;
SECURE;
INFORMATION;
CARDINALITY;
PROTOCOLS;
EQUALITY;
D O I:
10.1109/TDSC.2023.3279356
中图分类号:
TP3 [计算技术、计算机技术];
学科分类号:
0812 ;
摘要:
Private set computation over multi-owner databases is an important problem with many applications - the most well studied of which is private set intersection (PSI). This article proposes Prism, a secret-sharing based approach to compute private set operations (i.e., intersection and union, as well as aggregates such as count, sum, average, maximum, minimum, and median) over outsourced databases belonging to multiple owners. Prism enables data owners to pre-load the data onto non-colluding servers and exploits the additive and multiplicative properties of secret-shares to compute the above-listed operations. Prism takes (at most) two rounds of communication between non-colluding servers (storing the secret-shares) and the querier for executing the above-mentioned operations, resulting in a very efficient implementation. Prism also supports result verification techniques for each operation to detect malicious adversaries. Experimental results show that Prism scales both in terms of the number of data owners and database sizes, to which prior approaches do not scale.
机构:
Washington Univ, Inst Informat Data Sci & Biostat, Sch Med, 660 South Euclid Ave,Campus Box 8132, St Louis, MO 63110 USAWashington Univ St Louis, McKelvey Sch Engn, Dept Comp Sci & Engn, St Louis, MO 63130 USA
Yu, Sean C.
Michelson, Andrew
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Washington Univ, Inst Informat Data Sci & Biostat, Sch Med, 660 South Euclid Ave,Campus Box 8132, St Louis, MO 63110 USA
Washington Univ, Dept Med, Div Pulm & Crit Care, Sch Med, St Louis, MO 63110 USAWashington Univ St Louis, McKelvey Sch Engn, Dept Comp Sci & Engn, St Louis, MO 63130 USA
Michelson, Andrew
Kannampallil, Thomas
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Washington Univ St Louis, McKelvey Sch Engn, Dept Comp Sci & Engn, St Louis, MO 63130 USA
Washington Univ, Inst Informat Data Sci & Biostat, Sch Med, 660 South Euclid Ave,Campus Box 8132, St Louis, MO 63110 USA
Washington Univ, Sch Med, Dept Anesthesiol, St Louis, MO 63110 USAWashington Univ St Louis, McKelvey Sch Engn, Dept Comp Sci & Engn, St Louis, MO 63130 USA
Kannampallil, Thomas
Payne, Philip R. O.
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Washington Univ St Louis, McKelvey Sch Engn, Dept Comp Sci & Engn, St Louis, MO 63130 USA
Washington Univ, Inst Informat Data Sci & Biostat, Sch Med, 660 South Euclid Ave,Campus Box 8132, St Louis, MO 63110 USAWashington Univ St Louis, McKelvey Sch Engn, Dept Comp Sci & Engn, St Louis, MO 63130 USA
机构:
Univ Philippines Manila, Multiom Res Program Hlth, Coll Med, Manila, Metro Manila, Philippines
Univ Philippines Manila, Dept Med Microbiol, Coll Publ Hlth, Manila, Metro Manila, PhilippinesUniv Philippines Manila, Multiom Res Program Hlth, Coll Med, Manila, Metro Manila, Philippines
Climacosa, Fresthel Monica M.
Anlacan, Veeda Michelle M.
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Univ Philippines Manila, Multiom Res Program Hlth, Coll Med, Manila, Metro Manila, Philippines
Univ Philippines, Philippine Gen Hosp, Ctr Memory & Cognit, Div Adult Neurol,Dept Neurosci, Manila, Metro Manila, PhilippinesUniv Philippines Manila, Multiom Res Program Hlth, Coll Med, Manila, Metro Manila, Philippines
Anlacan, Veeda Michelle M.
Gordovez, Francis James A.
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Univ Philippines Manila, Multiom Res Program Hlth, Coll Med, Manila, Metro Manila, Philippines
Univ Philippines, Philippine Gen Hosp, Dept Psychiat & Behav Med, Manila, Metro Manila, PhilippinesUniv Philippines Manila, Multiom Res Program Hlth, Coll Med, Manila, Metro Manila, Philippines
Gordovez, Francis James A.
Reyes, John Carlo B.
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Univ Philippines Manila, Multiom Res Program Hlth, Coll Med, Manila, Metro Manila, Philippines
Philippine Gen Hosp, Dept Labs, Manila, Metro Manila, PhilippinesUniv Philippines Manila, Multiom Res Program Hlth, Coll Med, Manila, Metro Manila, Philippines
Reyes, John Carlo B.
Tabios, Ian Kim B.
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Univ Philippines Manila, Multiom Res Program Hlth, Coll Med, Manila, Metro Manila, Philippines
Univ Philippines Diliman, Inst Biol, Quezon City, Metro Manila, PhilippinesUniv Philippines Manila, Multiom Res Program Hlth, Coll Med, Manila, Metro Manila, Philippines
Tabios, Ian Kim B.
Manalo, Rafael Vincent M.
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Univ Philippines Manila, Multiom Res Program Hlth, Coll Med, Manila, Metro Manila, PhilippinesUniv Philippines Manila, Multiom Res Program Hlth, Coll Med, Manila, Metro Manila, Philippines
Manalo, Rafael Vincent M.
Cruz, Joana Marie Ceripulo
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Univ Philippines Manila, Multiom Res Program Hlth, Coll Med, Manila, Metro Manila, PhilippinesUniv Philippines Manila, Multiom Res Program Hlth, Coll Med, Manila, Metro Manila, Philippines
Cruz, Joana Marie Ceripulo
Asis, Joannes Luke B.
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Univ Philippines Manila, Multiom Res Program Hlth, Coll Med, Manila, Metro Manila, PhilippinesUniv Philippines Manila, Multiom Res Program Hlth, Coll Med, Manila, Metro Manila, Philippines
Asis, Joannes Luke B.
Razal, Rozel B.
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Univ Philippines Manila, Multiom Res Program Hlth, Coll Med, Manila, Metro Manila, PhilippinesUniv Philippines Manila, Multiom Res Program Hlth, Coll Med, Manila, Metro Manila, Philippines
Razal, Rozel B.
Abaca, Mark Joseph M.
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Univ Philippines Manila, Multiom Res Program Hlth, Coll Med, Manila, Metro Manila, Philippines
Philippine Heart Ctr, Dept Adult Cardiol, Quezon City, Metro Manila, PhilippinesUniv Philippines Manila, Multiom Res Program Hlth, Coll Med, Manila, Metro Manila, Philippines
Abaca, Mark Joseph M.
Dacasin, Aira B.
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Univ Philippines Manila, Multiom Res Program Hlth, Coll Med, Manila, Metro Manila, PhilippinesUniv Philippines Manila, Multiom Res Program Hlth, Coll Med, Manila, Metro Manila, Philippines
Dacasin, Aira B.
Espiritu, Ayra Patrice N.
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Univ Philippines Manila, Multiom Res Program Hlth, Coll Med, Manila, Metro Manila, PhilippinesUniv Philippines Manila, Multiom Res Program Hlth, Coll Med, Manila, Metro Manila, Philippines
Espiritu, Ayra Patrice N.
Gapaz, Nicole Clarence Louise L.
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Univ Philippines Manila, Multiom Res Program Hlth, Coll Med, Manila, Metro Manila, PhilippinesUniv Philippines Manila, Multiom Res Program Hlth, Coll Med, Manila, Metro Manila, Philippines
Gapaz, Nicole Clarence Louise L.
Yu, Melody Hope L. Lee
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Univ Philippines Manila, Multiom Res Program Hlth, Coll Med, Manila, Metro Manila, PhilippinesUniv Philippines Manila, Multiom Res Program Hlth, Coll Med, Manila, Metro Manila, Philippines
机构:
Newcastle Univ, Populat Hlth Sci Inst, Newcastle Upon Tyne, England
Newcastle Univ, Ctr Canc, Newcastle Upon Tyne, EnglandNewcastle Univ, Populat Hlth Sci Inst, Newcastle Upon Tyne, England
Brown, Morven C.
Araujo-Soares, Vera
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Heidelberg Univ, Med Fac Mannheim, Ctr Prevent Med & Digital Hlth CPD, Div Prevent Cardiovasc & Metab Dis, Heidelberg, GermanyNewcastle Univ, Populat Hlth Sci Inst, Newcastle Upon Tyne, England
Araujo-Soares, Vera
Skinner, Roderick
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Newcastle Univ, Ctr Canc, Newcastle Upon Tyne, England
Great North Childrens Hosp, Newcastle Tyne Hosp NHS Fdn Trust, Dept Paediat & Adolescent Haematol & Oncol, Newcastle Upon Tyne, EnglandNewcastle Univ, Populat Hlth Sci Inst, Newcastle Upon Tyne, England
Skinner, Roderick
Brown, Jamie
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UCL, Dept Behav Sci & Hlth, Birkbeck Coll, London, EnglandNewcastle Univ, Populat Hlth Sci Inst, Newcastle Upon Tyne, England
Brown, Jamie
Glaser, Adam W.
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Leeds Childrens Hosp, Leeds Teaching Hosp NHS Trust, Dept Paediat Oncol, Leeds, England
Univ Leeds, Leeds Inst Med Res, Leeds, EnglandNewcastle Univ, Populat Hlth Sci Inst, Newcastle Upon Tyne, England
Glaser, Adam W.
Hanratty, Helena
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Sheffield Teaching Hosp NHS Fdn Trust, Sheffield, EnglandNewcastle Univ, Populat Hlth Sci Inst, Newcastle Upon Tyne, England
Hanratty, Helena
Mccabe, Martin G.
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Univ Manchester, Div Canc Sci, Manchester, England
Christie NHS Fdn Trust, Manchester, EnglandNewcastle Univ, Populat Hlth Sci Inst, Newcastle Upon Tyne, England