3 papers
math.ST2023
On a Class of Gibbs Sampling over Networks
Bo Yuan, Jiaojiao Fan, Jiaming Liang +2
We consider the sampling problem from a composite distribution whose potential (negative log density) is $\sum_{i=1}^n f_i(x_i)+\sum_{j=1}^m g_j(y_j)+\sum_{i=1}^n\sum_{j=1}^m\frac{…
cs.LG2023
RITA: Group Attention is All You Need for Timeseries Analytics
Jiaming Liang, Lei Cao, Samuel Madden +2
Timeseries analytics is of great importance in many real-world applications. Recently, the Transformer model, popular in natural language processing, has been leveraged to learn hi…
eess.SP2023
Driver Profiling and Bayesian Workload Estimation Using Naturalistic Peripheral Detection Study Data
Nermin Caber, Bashar I. Ahmad, Jiaming Liang +5
Monitoring drivers' mental workload facilitates initiating and maintaining safe interactions with in-vehicle information systems, and thus delivers adaptive human machine interacti…