The development of complex software requires the implementation of functions over a variety of recursively defined data structures. The design (and modeling) of structures can it...
Abstract: For cost-effective realization of sizable realtime distributed computing application systems, significant advances in resource allocation are in critical needs. An advanc...
K. H. (Kane) Kim, Yuqing Li, Kee-Wook Rim, Eltefaa...
Robot Programming by Demonstration (RbD) covers methods by which a robot learns new skills through human guidance. In this work, we take the perspective that the role of the tea...
Approximate linear programming (ALP) has emerged recently as one of the most promising methods for solving complex factored MDPs with finite state spaces. In this work we show th...
Sustainable resource management in many domains presents large continuous stochastic optimization problems, which can often be modeled as Markov decision processes (MDPs). To solv...