Florentina Bunea

Publication Activity (10 Years)

Years Active: 2005-2023
Publications (10 Years): 11

Top Topics

Efficient Inference Algorithms

Top Venues

J. Mach. Learn. Res.

IEEE Trans. Inf. Theory

Publications

Shuyu Liu, Florentina Bunea, Jonathan Niles-Weed
Asymptotic confidence sets for random linear programs. COLT (2023)
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, 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)
Carson Eisenach, Florentina Bunea, Yang Ning, Claudiu Dinicu
High-Dimensional Inference for Cluster-Based Graphical 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)
Carson Eisenach, Florentina Bunea, Yang Ning, Claudiu Dinicu
High-Dimensional Inference for Cluster-Based Graphical Models. CoRR (2018)
Florentina Bunea, Johannes Lederer, Yiyuan She
The Group Square-Root Lasso: Theoretical Properties and Fast Algorithms. IEEE Trans. Inf. Theory 60 (2) (2014)
Florentina Bunea, Yiyuan She, Hernando Ombao, Assawin Gongvatana, Kate Devlin, Ronald Cohen
Penalized least squares regression methods and applications to neuroimaging. NeuroImage 55 (4) (2011)
Florentina Bunea, Andrew B. Nobel
Sequential Procedures for Aggregating Arbitrary Estimators of a Conditional Mean. IEEE Trans. Inf. Theory 54 (4) (2008)
Florentina Bunea, Alexandre B. Tsybakov, Marten H. Wegkamp
Penalties. COLT (2007)
Florentina Bunea, Hernando Ombao, Anna Auguste
Minimax Adaptive Spectral Estimation From an Ensemble of Signals. IEEE Trans. Signal Process. 54 (8) (2006)
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)