Guilherme V. Rocha

Statistics and Probability · 2007–2009

A researcher in the Science corpus: 2 papers; trusts 24 researchers and is trusted by 38 researchers here, as inferred from the citation graph.

Subfields

• Statistics and Probability — 28 citations into it; #1,755 of 12,932 by trust here, #1,806 by citations
• Computational Mechanics — 10 citations into it; #1,290 of 10,001 by trust here, #1,778 by citations
• Control and Systems Engineering — 9 citations into it
• Optimization & Training — 9 citations into it

Whom Guilherme V. Rocha trusts overall

Their strongest outbound trust, strongest first, inferred from their citations.

1. Colin L. Mallows
2. David L. Donoho
3. Hui Zou
4. M. Stone
5. N. Sugiura
6. Robert Tibshirani
7. Peter Buhlmann
8. Yoav Freund
9. Ming Yuan
10. Bradley Efron

Who trusts Guilherme V. Rocha overall

1. Rodolphe Jenatton
2. Francis R. Bach
3. Julien Mairal
4. Jacob Bien
5. Mark W. Schmidt
6. Guillaume Obozinski
7. Nicolai Meinshausen
8. Seyoung Kim
9. Gareth M. James
10. Suvrit Sra

Papers from Guilherme V. Rocha's perspective

Ordered by how strongly the researchers Guilherme V. Rocha trusts endorse each paper. Same corpus, a different order for every researcher.

1. Atomic Decomposition by Basis Pursuit
2. Asymptotics for lasso-type estimators
3. High-dimensional graphs and variable selection with the Lasso
4. Addendum: Regularization and variable selection via the elastic net
5. Estimating the Dimension of a Model
6. Model selection and estimation in regression with grouped variables
7. On the LASSO and its Dual
8. [Least Angle Regression]: Discussion
9. On Model Selection Consistency of Lasso
10. A decision-theoretic generalization of on-line learning and an application to boosting

Their papers

• The composite absolute penalties family for grouped and hierarchical variable selection (2009) — 688 citations
• Discussion: A tale of three cousins: Lasso, L2Boosting and Dantzig (2007) — 76 citations