13 citations
2 papers
cs.LG2019★ 13 cited
Learning Belief Representations for Imitation Learning in POMDPs
Tanmay Gangwani, Joel Lehman, Qiang Liu +1
We consider the problem of imitation learning from expert demonstrations in partially observable Markov decision processes (POMDPs). Belief representations, which characterize the…
stat.ME2017★ 1 cited
Multiplicative Coevolution Regression Models for Longitudinal Networks and Nodal Attributes
Yanjun He, Peter D. Hoff
We introduce a simple and extendable coevolution model for the analysis of longitudinal network and nodal attribute data. The model features parameters that describe three phenomen…