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Research Interests

• Statistical methodology and algorithms for high-dimensional data sets
• Statistical machine learning algorithms
• Sensor networks data modeling and compression

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Publications

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Refereed publications

A multivariate conditional autoregressive range model Marcelo Fernandes, Bernardo Mota and Guilherme Rocha, 2005 Economic Letters 86(3), pages 435-440

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Submitted publications / Technical Reports

Grouped and Hierarchical Model Selection through Composite Absolute Penalties Peng Zhao, Guilherme Rocha and Bin Yu, 2005 Technical Report #703, Department of Statistics, UC Berkeley Submitted to the Annals of Statistics

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Discussion Papers

A Tale of three cousins: LASSO, L2 Boosting and Dantzig Nicolai Meinshausen, Guilherme Rocha and Bin Yu, 2007 Forthcoming, Annals of Statistics

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