A reinforcement learning framework for trajectory prediction under uncertainty and budget constraint

• Main Authors: LE, Truc Viet, LIU, Siyuan, LAU, Hoong Chuin
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2016
• Subjects: Artificial Intelligence and Robotics; Computer Sciences; Numerical Analysis and Scientific Computing
• Online Access: https://ink.library.smu.edu.sg/sis_research/3364; https://ink.library.smu.edu.sg/context/sis_research/article/4366/viewcontent/ReinforcementLearningFramework.pdf
• Institution: Singapore Management University

We consider the problem of trajectory prediction, where a trajectory is an ordered sequence of location visits and corresponding timestamps. The problem arises when an agent makes sequential decisions to visit a set of spatial locations of interest. Each location bears a stochastic utility and the a...