1 citations · 1 across the 2 of their papers we have counts for
3 papers
cs.LG2021★ 1 cited
Cooperative Stochastic Multi-agent Multi-armed Bandits Robust to Adversarial Corruptions
Junyan Liu, Shuai Li, Dapeng Li
We study the problem of stochastic bandits with adversarial corruptions in the cooperative multi-agent setting, where agents interact with a common -armed bandit problem, an…
stat.CO2019
Robust Factor Analysis Parameter Estimation
Rui Zhou, Junyan Liu, Sandeep Kumar +1
This paper considers the problem of robustly estimating the parameters of a heavy-tailed multivariate distribution when the covariance matrix is known to have the structure of a lo…
stat.AP2018
Parameter Estimation of Heavy-Tailed AR Model with Missing Data via Stochastic EM
Junyan Liu, Sandeep Kumar, Daniel P. Palomar
The autoregressive (AR) model is a widely used model to understand time series data. Traditionally, the innovation noise of the AR is modeled as Gaussian. However, many time series…