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  1. No Access

    Article

    Model-based boosting in R: a hands-on tutorial using the R package mboost

    We provide a detailed hands-on tutorial for the R add-on package mboost. The package implements boosting for optimizing general risk functions utilizing component-wise (penalized) least squares estimates as base-...

    Benjamin Hofner, Andreas Mayr, Nikolay Robinzonov… in Computational Statistics (2014)

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    Article

    Boosting techniques for nonlinear time series models

    Many of the popular nonlinear time series models require a priori the choice of parametric functions which are assumed to be appropriate in specific applications. This approach is mainly used in financial applica...

    Nikolay Robinzonov, Gerhard Tutz, Torsten Hothorn in AStA Advances in Statistical Analysis (2012)

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    Chapter

    Boosting for Estimating Spatially Structured Additive Models

    Spatially structured additivemodels offer the flexibility to estimate regression relationships for spatially and temporally correlated data. Here, we focus on the estimation of conditional deer browsing probab...

    Nikolay Robinzonov, Torsten Hothorn in Statistical Modelling and Regression Structures (2010)