Privacy-preserving distributed processing has recently attracted considerable attention. It aims to design solutions for conducting signal tasks over networks in a decentralized fashion without violating privacy. Many existing algorithms can be adopted solve this problem such as differential privacy, secure multiparty computation, and the proposed optimization based subspace perturbation algori...