A JuMP extension for Stochastic Dual Dynamic Programming

simple but efficient kernel regression and anomaly detection algorithms

High Performance Map Matching with Markov Decision Processes (MDPs) and Hidden Markov Models (HMMs).

Python package for the simulation and estimation of a prototypical infinite-horizon dynamic discrete choice model based on Rust (1987)

A tool for parallel automated controller synthesis for large-scale stochastic systems.

Solutions for course: "Applied Game Theory" taken at University of Novi Sad - Faculty of Technical Sciences

A Yahtzee-solving python package and command line tool

The goal of this project is to build an RL-based algorithm that can help cab drivers maximize their profits by improving their decision-making process on the field. Taking long-term profit as the goal, a method is proposed based on reinforcement learning to optimize taxi driving strategies for profit maximization. This optimization problem is fo…

Markov Chain overview and their implementations in Finance

BRTDP implemented including DS-MPI for upper bound

The module covers the theory behind reinforcement learning and introduces Markov chains and Markov Decision Processes

MDPs solved using Value Iteration and Linear Programming

Learn to get started using DISCOTRESS with these tutorials! Then apply to your own Markov chains in ecology 🦜🌴 economics 💸📈 biophysics 🧬🦠 and more!

Implementations of methods in book <Reinforcement Learning: an introduction> by Sutton Barto, using Python.

Build an RL (Reinforcement Learning) agent that learns to play Numerical Tic-Tac-Toe. The agent learns the game by Q-Learning.

Greedy NLP model based on pure statistic

The implementation of variable iteration and q-learning algorithms using Java programming language. The project was completed by @DavidLeeftink and @mantas-makelis for the Searching, Planning & Machine Learning (SPML) course @radbouduniversity. The framework of the grid world was created by Jered Vroon.

Code for the paper "Generalized p-Persistent CSMA for Asynchronous Multiple-Packet Reception"

Domain Specific Language of Multi-Agent System Based on both Rules and Neural Networks