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Unemployment, firm Dynamics, and the Business CyclTime variation is a fundamental problem in statistical and econometric analysis of macroeconomic and financial data. Recently there has been considerable focus on developing econometric modelling that enables stochastic structural change in model...
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WThis doctoral thesis focuses on the effects of investor sentiment on asset pricing and the challenges of portfolio optimization under parameter uncertainty. The first essay "Sentiment risk premia in the cross-section of global equity" applies a recently developed sentiment proxy to the...
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We use supervised learning to identify factors that predict the cross-section of returns and maximum drawdown for stocks in the US equity market. Our data run from January 1970 to December 2019 and our analysis includes ordinary least squares, penalized linear regressions, tree-based models, and...
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problem, we investigate three regularization techniques, including the ridge, the spectral cut-off, and the Landweber …-Fridman approaches in order to stabilize the inverse of the covariance matrix. These regularization schemes involve a tuning parameter … that the selected portfolio by regularization is asymptotically efficient with respect to the diversification ratio. In …
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a blocked realized kernel estimator, different smoothing windows, various regularization methods and two forecasting …
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