Marten H. Wegkamp

According to our database, Marten H. Wegkamp authored at least 15 papers between 2005 and 2022.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2022

Essential Regression: A generalizable framework for inferring causal latent factors from multi-omic datasets.

Xin Bing, Tyler Lovelace, Florentina Bunea, Marten H. Wegkamp, Sudhir Pai Kasturi, Harinder Singh, Panayiotis V. Benos, Jishnu Das

Patterns, 2022

Interpolating Predictors in High-Dimensional Factor Regression.

Florentina Bunea, Seth Strimas-Mackey, Marten H. Wegkamp

J. Mach. Learn. Res., 2022

Interpolating Discriminant Functions in High-Dimensional Gaussian Latent Mixtures.

Xin Bing, Marten H. Wegkamp

CoRR, 2022

2021

Prediction Under Latent Factor Regression: Adaptive PCR, Interpolating Predictors and Beyond.

Xin Bing, Florentina Bunea, Seth Strimas-Mackey, Marten H. Wegkamp

J. Mach. Learn. Res., 2021

2020

Optimal Estimation of Sparse Topic Models.

Xin Bing, Florentina Bunea, Marten H. Wegkamp

J. Mach. Learn. Res., 2020

Prediction in latent factor regression: Adaptive PCR and beyond.

Xin Bing, Florentina Bunea, Seth Strimas-Mackey, Marten H. Wegkamp

CoRR, 2020

Interpolation under latent factor regression models.

Florentina Bunea, Seth Strimas-Mackey, Marten H. Wegkamp

CoRR, 2020

2018

A fast algorithm with minimax optimal guarantees for topic models with an unknown number of topics.

Xin Bing, Florentina Bunea, Marten H. Wegkamp

CoRR, 2018

2012

Time-dependent copulas.

Jean-David Fermanian, Marten H. Wegkamp

J. Multivar. Anal., 2012

2010

Classification Methods with Reject Option Based on Convex Risk Minimization.

Ming Yuan, Marten H. Wegkamp

J. Mach. Learn. Res., 2010

2008

Quantization for Nonparametric Regression.

László Györfi, Marten H. Wegkamp

IEEE Trans. Inf. Theory, 2008

Classification with a Reject Option using a Hinge Loss.

Peter L. Bartlett, Marten H. Wegkamp

J. Mach. Learn. Res., 2008

2007

Sparse Density Estimation with <i>l</i>₁ Penalties.

Florentina Bunea, Alexandre B. Tsybakov, Marten H. Wegkamp

Proceedings of the Learning Theory, 20th Annual Conference on Learning Theory, 2007

2006

Aggregation and Sparsity Via <i>l</i>₁ Penalized Least Squares.

Florentina Bunea, Alexandre B. Tsybakov, Marten H. Wegkamp

Proceedings of the Learning Theory, 19th Annual Conference on Learning Theory, 2006

2005

Functional classification in Hilbert spaces.

Gérard Biau, Florentina Bunea, Marten H. Wegkamp

IEEE Trans. Inf. Theory, 2005