2 papers
cs.AI2018
Adaptive Stress Testing: Finding Likely Failure Events with Reinforcement Learning
Ritchie Lee, Ole J. Mengshoel, Anshu Saksena +5
Finding the most likely path to a set of failure states is important to the analysis of safety-critical systems that operate over a sequence of time steps, such as aircraft collisi…
cs.LG2017
Interpretable Categorization of Heterogeneous Time Series Data
Ritchie Lee, Mykel J. Kochenderfer, Ole J. Mengshoel +1
Understanding heterogeneous multivariate time series data is important in many applications ranging from smart homes to aviation. Learning models of heterogeneous multivariate time…