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Consortium of Swiss Academic Libraries

Model-based boosting in high dimensions

Hothorn, Torsten ; Bühlmann, Peter

In: Bioinformatics, 2006, vol. 22, no. 22, p. 2828-2829

Consortium of Swiss Academic Libraries

Low-Order Conditional Independence Graphs for Inferring Genetic Networks

Wille, Anja ; Bühlmann, Peter

In: Statistical Applications in Genetics and Molecular Biology, 2006, vol. 5, no. 1, p. -

Consortium of Swiss Academic Libraries

Selection of Credibility Regression Models

Bühlmann, Peter ; Bühlmann, Hans

In: ASTIN Bulletin, 1999, vol. 29, no. 2, p. 245-270

Università della Svizzera italiana

Volatility estimation with functional gradient descent for very high-dimensional financial time series

Bühlmann, Peter

We propose a functional gradient descent algorithm (FGD) for estimating volatility and conditional covariances (given the past) for very high-dimensional financial time series of asset price returns. FGD is a kind of hybrid of nonparametric statistical function estimation and numerical optimization. Our FGD algorithm is computationally feasible in multivariate problems with dozens up to thousands...

Università della Svizzera italiana

Synchronizing multivariate financial time series

Audrino, Francesco ; Bühlmann, Peter

Prices or returns of financial assets are most often collected in local times of the trading markets. The need to synchronize multivariate time series of financial prices or returns is motivated by the fact that information continues to flow for closed markets while others are still open. We propose here a synchronization technique which takes this into account. Besides the nice interpretation...