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multi-party linear regression

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Secure multi-party linear regression at plaintext speed

Bloom, Jonathan M.

arXiv.org Machine LearningJan-28-2019

We detail a scheme for scalable, distributed, secure multiparty linear regression at essentially the same speed as plaintext regression. While the core ideas are simple, the recognition of their broad utility when combined is novel. By leveraging a recent advance in secure multiparty principal component analysis, our scheme opens the door to efficient and secure genome-wide association studies across multiple biobanks.

linear regression, matrix, multi-party linear regression, (16 more...)

arXiv.org Machine Learning

1901.09531

Genre: Research Report > Experimental Study (0.35)

Industry: Health & Medicine (0.49)

Technology: Information Technology > Artificial Intelligence > Machine Learning > Statistical Learning > Regression (0.72)

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