Research map / Federated learning and privacy / Communication-efficient FL
Distributed mediation analysis with communication efficiency
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Proposes distributed versions of the Sobel's test and MaxP test for communication-efficient mediation analysis across worker machines.
Problem
Mediation analysis when data are stored and processed across distributed worker machines due to storage limits or privacy concerns, requiring communication-efficient testing.
Approach
Extends the classic Sobel's test and MaxP test to a distributed setting, yielding communication-efficient, easy-to-implement distributed Sobel's and distributed MaxP tests.
Experimental setup
Builds on: Sobel's test MaxP test
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