Sherpa.ai provides a multi-party PSU protocol for PPEA in VFL that hides intersection membership, supports exact and noisy matching, and includes proofs of correctness and privacy with low communication overhead.
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Two new modifications to a Kendall tau-based test are proposed and analyzed for independence testing in high-dimensional data with missing observations, backed by theory and simulations.
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Testing independence in the presence of missing data: high-dimensional case
Two new modifications to a Kendall tau-based test are proposed and analyzed for independence testing in high-dimensional data with missing observations, backed by theory and simulations.