13 citations · 15 across the 6 of their papers we have counts for
7 papers
An Information-Theoretic Analysis of Discrete-Time Control and Filtering Limitations by the I-MMSE Relationships
Neng Wan, Dapeng Li, Naira Hovakimyan +1
Fundamental limitations or performance trade-offs/limits are important properties and constraints of both control and filtering systems. Among various trade-off metrics, total info…
Simplified Analysis on Filtering Sensitivity Trade-offs in Continuous- and Discrete-Time Systems
Neng Wan, Dapeng Li, Lin Song +1
A simplified analysis is performed on the Bode-type filtering sensitivity trade-off integrals, which capture the sensitivity characteristics of the estimate and estimation error wi…
An Information-Theoretic Analysis of Continuous-Time Control and Filtering Limitations by the I-MMSE Relationships
Neng Wan, Dapeng Li, Naira Hovakimyan
While information theory has been introduced to characterize the fundamental limitations of control and filtering for a few decades, the existing information-theoretic methods are…
f-Divergence Variational Inference
Neng Wan, Dapeng Li, Naira Hovakimyan
This paper introduces the -divergence variational inference (-VI) that generalizes variational inference to all -divergences. Initiated from minimizing a crafty surrogate…
A Simplified Approach to Analyze Complementary Sensitivity Trade-offs in Continuous-Time and Discrete-Time Systems
Neng Wan, Dapeng Li, Naira Hovakimyan
A simplified approach is proposed to investigate the continuous-time and discrete-time complementary sensitivity Bode integrals (CSBIs) in this note. For continuous-time feedback s…
Sensitivity Analysis of Continuous-Time Linear Control Systems subject to Control and Measurement Noise: An Information-Theoretic Approach
Neng Wan, Dapeng Li, Naira Hovakimyan
Sensitivity of linear continuous-time control systems, subject to control and measurement noise, is analyzed by deriving the lower bounds of Bode-like integrals via an information-…