Florentina Bunea

According to our database, Florentina Bunea authored at least 16 papers between 2005 and 2023.

Collaborative distances:

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

2023

Asymptotic confidence sets for random linear programs.

Shuyu Liu, Florentina Bunea, Jonathan Niles-Weed

Proceedings of the Thirty Sixth Annual Conference on Learning Theory, 2023

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

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

High-Dimensional Inference for Cluster-Based Graphical Models.

Carson Eisenach, Florentina Bunea, Yang Ning, Claudiu Dinicu

J. Mach. Learn. Res., 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

2014

The Group Square-Root Lasso: Theoretical Properties and Fast Algorithms.

Florentina Bunea, Johannes Lederer, Yiyuan She

IEEE Trans. Inf. Theory, 2014

2011

Penalized least squares regression methods and applications to neuroimaging.

Florentina Bunea, Yiyuan She, Hernando Ombao, Assawin Gongvatana, Kate Devlin, Ronald Cohen

NeuroImage, 2011

2008

Sequential Procedures for Aggregating Arbitrary Estimators of a Conditional Mean.

Florentina Bunea, Andrew B. Nobel

IEEE Trans. Inf. Theory, 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

Minimax Adaptive Spectral Estimation From an Ensemble of Signals.

Florentina Bunea, Hernando Ombao, Anna Auguste

IEEE Trans. Signal Process., 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