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thabelang's Projects

avellanedastoikovlob icon avellanedastoikovlob

Code repository for my master degree thesis "Estimation of the Avellaneda-Stoikov model in limit order book markets"

football-prediction-by-bayesian-method icon football-prediction-by-bayesian-method

Established Bayesian models and leveraged historical data to predict home and away teams’ performance. Achieved over 80% prediction accuracy of winning percentage and 53% of the goal prediction.

har-rv icon har-rv

A python-based implementation of the HAR model to forecast realized volatility on SPY.

isac icon isac

Optimal control of risk aversion in Avellaneda Stoikov high frequency market making model with Soft Actor Critic reinforcement learning

kalman-and-bayesian-filters-in-python icon kalman-and-bayesian-filters-in-python

Kalman Filter book using Jupyter Notebook. Focuses on building intuition and experience, not formal proofs. Includes Kalman filters,extended Kalman filters, unscented Kalman filters, particle filters, and more. All exercises include solutions.

optimal-hft-guilbaud-pham icon optimal-hft-guilbaud-pham

Implementation in Python of the market making algorithm described in "Optimal high frequency trading with limit and market orders" by Guilbaud and Pham.

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