Marten H. Wegkamp

Publication Activity (10 Years)

Years Active: 2005-2022
Publications (10 Years): 9

Top Topics

Implicit Feedback

Discriminant Functions

Top Venues

J. Mach. Learn. Res.

Publications

Florentina Bunea, Seth Strimas-Mackey, Marten H. Wegkamp
Interpolating Predictors in High-Dimensional Factor Regression. J. Mach. Learn. Res. 23 (2022)
Xin Bing, Tyler Lovelace, Florentina Bunea, Marten H. Wegkamp, Sudhir Pai Kasturi, Harinder Singh, Panayiotis V. Benos, Jishnu Das
Essential Regression: A generalizable framework for inferring causal latent factors from multi-omic datasets. Patterns 3 (5) (2022)
Xin Bing, Marten H. Wegkamp
Interpolating Discriminant Functions in High-Dimensional Gaussian Latent Mixtures. CoRR (2022)
Xin Bing, Florentina Bunea, Seth Strimas-Mackey, Marten H. Wegkamp
Prediction Under Latent Factor Regression: Adaptive PCR, Interpolating Predictors and Beyond. J. Mach. Learn. Res. 22 (2021)
Xin Bing, Florentina Bunea, Marten H. Wegkamp
Optimal estimation of sparse topic models. CoRR (2020)
Xin Bing, Florentina Bunea, Seth Strimas-Mackey, Marten H. Wegkamp
Prediction in latent factor regression: Adaptive PCR and beyond. CoRR (2020)
Florentina Bunea, Seth Strimas-Mackey, Marten H. Wegkamp
Interpolation under latent factor regression models. CoRR (2020)
Xin Bing, Florentina Bunea, Marten H. Wegkamp
Optimal Estimation of Sparse Topic Models. J. Mach. Learn. Res. 21 (2020)
Xin Bing, Florentina Bunea, Marten H. Wegkamp
A fast algorithm with minimax optimal guarantees for topic models with an unknown number of topics. CoRR (2018)
Jean-David Fermanian, Marten H. Wegkamp
Time-dependent copulas. J. Multivar. Anal. 110 (2012)
Ming Yuan, Marten H. Wegkamp
Classification Methods with Reject Option Based on Convex Risk Minimization. J. Mach. Learn. Res. 11 (2010)
Peter L. Bartlett, Marten H. Wegkamp
Classification with a Reject Option using a Hinge Loss. J. Mach. Learn. Res. 9 (2008)
László Györfi, Marten H. Wegkamp
Quantization for Nonparametric Regression. IEEE Trans. Inf. Theory 54 (2) (2008)
Florentina Bunea, Alexandre B. Tsybakov, Marten H. Wegkamp
Penalties. COLT (2007)
Florentina Bunea, Alexandre B. Tsybakov, Marten H. Wegkamp
Penalized Least Squares. COLT (2006)
Gérard Biau, Florentina Bunea, Marten H. Wegkamp
Functional classification in Hilbert spaces. IEEE Trans. Inf. Theory 51 (6) (2005)