Study proposes a communication-efficient, divide and conquer algorithm that combines information from sub-machines using confidence distributions. The theoretical relationship between the number ...

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Abstract. This paper studies hypothesis testing and parameter estimation in the context of the divide-and-conquer algorithm. In a unified likelihood-based framework, we propose new test statistics and ...