TY - GEN
T1 - Secure linear regression algorithms
T2 - 1st International Conference on Smart Information and Communication Technologies, SmartICT 2019
AU - Dankar, Fida
AU - Madathil, Nisha
N1 - Publisher Copyright:
© The Editor(s) (if applicable) and The Author(s), under exclusive license to Springer Nature Switzerland AG 2020.
PY - 2020
Y1 - 2020
N2 - The problem of secure linear regression calculation has been widely considered in the literature. It involves multiple parties, with a private dataset each, wanting to collectively carry out linear regression on the union of their datasets but are unable to combine the data due to privacy restrictions. The solutions suggested in the literature use different methods from cryptography to securely calculate the regression parameters while keeping the parties’ data private. In this paper, we compare the different algorithms in terms of security, efficiency and accuracy.
AB - The problem of secure linear regression calculation has been widely considered in the literature. It involves multiple parties, with a private dataset each, wanting to collectively carry out linear regression on the union of their datasets but are unable to combine the data due to privacy restrictions. The solutions suggested in the literature use different methods from cryptography to securely calculate the regression parameters while keeping the parties’ data private. In this paper, we compare the different algorithms in terms of security, efficiency and accuracy.
KW - Data privacy
KW - Linear regression
KW - Secure multiparty computation
UR - http://www.scopus.com/inward/record.url?scp=85089720343&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=85089720343&partnerID=8YFLogxK
U2 - 10.1007/978-3-030-53187-4_20
DO - 10.1007/978-3-030-53187-4_20
M3 - Conference contribution
AN - SCOPUS:85089720343
SN - 9783030531867
T3 - Lecture Notes in Electrical Engineering
SP - 166
EP - 174
BT - Advances in Smart Technologies Applications and Case Studies - Selected Papers from the 1st International Conference on Smart Information and Communication Technologies, SmartICT 2019
A2 - El Moussati, Ali
A2 - Kpalma, Kidiyo
A2 - Ghaouth Belkasmi, Mohammed
A2 - Saber, Mohammed
A2 - Guégan, Sylvain
PB - Springer
Y2 - 26 September 2019 through 28 September 2019
ER -