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regression using splines, are introduced as needed. The classical methods of finance such as portfolio theory, CAPM, and the … and more advanced topics in statistics, such as regression, ARMA and GARCH models, the bootstrap, and nonparametric …:Introduction * Probability and Statistical Models * Returns * Time Series Models * Portfolio Theory * Regression * The Capital Asset Pricing …
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The understanding of co-movements, dependence, and influence between variables of interest is key in many applications. Broadly speaking such understanding can lead to better predictions and decision making in many settings. We propose Quantile Graphical Models (QGMs) to characterize prediction...
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This chapter is concerned with the problem of quantile prediction (or forecasting). There are numerous applications in economics and finance where quantiles are of interest. We primarily focus on methods that are relevant for dynamic time series data. The chapter is organized around two key...
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