3 papers
eess.SY2025
Alpha-Beta HMM: Interpretable Low-Parameter Hidden Markov Filtering in Dynamic Environments
Dongyan Sui, Haotian Pu, Yulin Shao +2
Practical online inference in dynamic environments requires a lightweight filtering mechanism that remains adaptive to state changes while retaining reliable information from past…
cs.MA2025
Decentralized Hidden Markov Modeling with Equal Exit Probabilities
Dongyan Sui, Haitian Zheng, Siyang Leng +1
Social learning strategies enable agents to infer the underlying true state of nature in a distributed manner by receiving private environmental signals and exchanging beliefs with…
cs.SI2024
Non-Bayesian Social Learning with Multiview Observations
Dongyan Sui, Weichen Cao, Stefan Vlaski +2
Non-Bayesian social learning enables multiple agents to conduct networked signal and information processing through observing environmental signals and information aggregating. Tra…