Market Response FunctionsExplores market response functions, flash crashes, correlation estimation, and noise filtering in finance.
Dependence in Random VectorsExplores dependence in random vectors, covering joint density, conditional independence, covariance, and moment generating functions.
Maximum Likelihood EstimationExplores Maximum Likelihood Estimation, covering assumptions, properties, distribution, shrinkage estimation, and loss functions.
Monte Carlo: Markov ChainsCovers unsupervised learning, dimensionality reduction, SVD, low-rank estimation, PCA, and Monte Carlo Markov Chains.
Implicit Generative ModelsExplores implicit generative models, covering topics like method of moments, kernel choice, and robustness of estimators.