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Privacy-preserving Distributed Machine Learning via Local Randomization and ADMM Perturbation



Xin Wang , Hideaki Ishii , Linkang Du , Peng Cheng , Jiming Chen


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Two-Way Coding and Attack Decoupling in Control Systems Under Injection Attacks



Song Fang , Karl Henrik Johansson , Mikael Skoglund , Henrik Sandberg , Hideaki Ishii

* arXiv admin note: text overlap with arXiv:1901.05420 

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Generic Variance Bounds on Estimation and Prediction Errors in Time Series Analysis: An Entropy Perspective



Song Fang , Mikael Skoglund , Karl Henrik Johansson , Hideaki Ishii , Quanyan Zhu


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A Frequency-Domain Characterization of Optimal Error Covariance for the Kalman-Bucy Filter



Song Fang , Hideaki Ishii , Jie Chen , Karl Henrik Johansson


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