Utilizing Machine Learning

Abstract: The Gamer's Private Community (GPN) is a client/server expertise created by WTFast for making the network performance of online games quicker and more reliable. GPN s use center-mile servers and proprietary algorithms to raised join on-line video-recreation gamers to their game's servers throughout a large-area community. Minecraft skyblock servers Online games are a massive leisure market and network latency is a key facet of a player's competitive edge. This market means many different approaches to community architecture are applied by totally different competing corporations and that those architectures are continuously evolving. Making certain the optimum connection between a consumer of WTFast and the web game they wish to play is thus an incredibly difficult problem to automate. Using machine learning, we analyzed historical network information from GPN connections to explore the feasibility of community latency prediction which is a key a part of optimization. Our next step might be to collect reside knowledge (together with shopper/server load, packet and port information and specific game state data) from GPN Minecraft servers and bots. We will use this information in a Reinforcement Learning mannequin together with predictions about latency to change the purchasers' and servers' configurations for optimum network efficiency. These investigations and experiments will enhance the quality of service and reliability of GPN methods.