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markovian-score-climbing
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# Markovian Score Climbing: Variational Inference with KL(p||q) This Git-repository includes source code to run experiments for ``` Markovian Score Climbing: Variational Inference with KL(p||q) Christian A. Naesseth, Fredrik Lindsten, and David Blei Advances in Neural Information Processing Systems 2020 ``` The implementation uses Autograd https://github.com/HIPS/autograd. Each method can be run by downloading the relevant dataset and executing the corresponding Python script. ## Skew Normal Toy model with no data. ## Bayesian Logistic Regression There are three different datasets considered, Cleveland Heart Disease (https://archive.ics.uci.edu/ml/datasets/heart+disease), Ionosphere (https://archive.ics.uci.edu/ml/datasets/ionosphere), and Pima Indians Diabetes. ## Stochastic Volatility Monthly returns over 10 years (9/2007 to 8/2017) for the exchange rate of 18 currencies with respect to the US dollar (https://www.federalreserve.gov/releases/h10/).
