Reinforcement Learning in Video Games Using Nearest Neighbor Interpolation and Metric Learning


Reinforcement learning (RL) has had mixed success when applied to games. Large state spaces and also the curse of dimensionality have restricted the power for RL techniques to learn to play advanced games during a affordable length of time. We have a tendency to discuss a modification of Q-learning to use nearest neighbor states to use previous experience in the early stages of learning. A weighting on the state options is learned using metric learning techniques, such that neighboring states represent similar game situations. Our methodology is tested on the arcade game Frogger, and it's shown that some of the effects of the curse of dimensionality can be mitigated.

Did you like this research project?

To get this research project Guidelines, Training and Code... Click Here

PROJECT TITLE : Hierarchical Tracking by Reinforcement Learning-Based Searching and Coarse-to-Fine Verifying ABSTRACT: A class-agnostic tracker typically has three main components, namely its motion model, its target appearance
PROJECT TITLE :Neural Control of a Tracking Task via Attention-Gated Reinforcement Learning for Brain-Machine InterfacesABSTRACT:Reinforcement learning (RL)-based mostly brain machine interfaces (BMIs) enable the user to find
PROJECT TITLE: Self-Organizing Neural Networks Integrating Domain Knowledge and Reinforcement Learning - 2015 ABSTRACT: The use of domain knowledge in learning systems is predicted to improve learning efficiency and reduce
PROJECT TITLE : Video Dissemination over Hybrid Cellular and Ad Hoc Networks - 2014 ABSTRACT: We study the problem of disseminating videos to mobile users by using a hybrid cellular and ad hoc network. In particular, we formulate
PROJECT TITLE : Secure and Efficient Data Transmission for Cluster-Based Wireless Sensor Networks - 2014 ABSTRACT: Secure data transmission is a critical issue for wireless sensor networks (WSNs). Clustering is an effective

Ready to Complete Your Academic MTech Project Work In Affordable Price ?

Project Enquiry