Rebecca Willett
Orcid: 0000-0002-8109-7582Affiliations:
- University of Chicago, IL, USA
- University of Wisconsin Madison, WI, USA
- Duke University, Durham, USA
According to our database1,
Rebecca Willett
authored at least 171 papers
between 2002 and 2025.
Collaborative distances:
Collaborative distances:
Timeline
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Online presence:
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on zbmath.org
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on orcid.org
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on id.loc.gov
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on ee.duke.edu
On csauthors.net:
Bibliography
2025
CoRR, March, 2025
Solving Inverse Problems with Deep Linear Neural Networks: Global Convergence Guarantees for Gradient Descent with Weight Decay.
CoRR, February, 2025
CoRR, February, 2025
ReLU Neural Networks with Linear Layers Are Biased towards Single- and Multi-index Models.
SIAM J. Math. Data Sci., 2025
PLoS Comput. Biol., 2025
J. Comput. Phys., 2025
Proceedings of the Thirteenth International Conference on Learning Representations, 2025
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2025
Proceedings of the Thirty Eighth Annual Conference on Learning Theory, 2025
2024
CoRR, 2024
Data Assimilation with Machine Learning Surrogate Models: A Case Study with FourCastNet.
CoRR, 2024
Proceedings of the Advances in Neural Information Processing Systems 38: Annual Conference on Neural Information Processing Systems 2024, 2024
Proceedings of the Forty-first International Conference on Machine Learning, 2024
Proceedings of the Thirty Seventh Annual Conference on Learning Theory, June 30, 2024
Proceedings of the International Conference on Artificial Intelligence and Statistics, 2024
2023
Rotation-Invariant Random Features Provide a Strong Baseline for Machine Learning on 3D Point Clouds.
Trans. Mach. Learn. Res., 2023
Fast, Distribution-free Predictive Inference for Neural Networks with Coverage Guarantees.
CoRR, 2023
CoRR, 2023
Proceedings of the Advances in Neural Information Processing Systems 36: Annual Conference on Neural Information Processing Systems 2023, 2023
2022
IEEE Trans. Geosci. Remote. Sens., 2022
Beyond Ensemble Averages: Leveraging Climate Model Ensembles for Subseasonal Forecasting.
CoRR, 2022
Assessing kernel processing score of harvested corn silage in real-time using image analysis and machine learning.
Comput. Electron. Agric., 2022
Embed and Emulate: Learning to estimate parameters of dynamical systems with uncertainty quantification.
Proceedings of the Advances in Neural Information Processing Systems 35: Annual Conference on Neural Information Processing Systems 2022, 2022
Proceedings of the Fifth Conference on Machine Learning and Systems, 2022
Proceedings of the International Conference on Machine Learning, 2022
2021
IEEE Trans. Computational Imaging, 2021
IEEE Trans. Computational Imaging, 2021
Context-dependent Networks in Multivariate Time Series: Models, Methods, and Risk Bounds in High Dimensions.
J. Mach. Learn. Res., 2021
Statistically and Computationally Efficient Change Point Localization in Regression Settings.
J. Mach. Learn. Res., 2021
Proceedings of the IEEE Statistical Signal Processing Workshop, 2021
Proceedings of the Advances in Neural Information Processing Systems 34: Annual Conference on Neural Information Processing Systems 2021, 2021
Proceedings of the 18th IEEE International Symposium on Biomedical Imaging, 2021
Proceedings of the 17th IEEE International Conference on eScience, 2021
Proceedings of the 24th International Conference on Artificial Intelligence and Statistics, 2021
2020
IEEE Trans. Computational Imaging, 2020
Graph Signal Processing: Foundations and Emerging Directions [From the Guest Editors].
IEEE Signal Process. Mag., 2020
Graph-Based Regularization for Regression Problems with Alignment and Highly Correlated Designs.
SIAM J. Math. Data Sci., 2020
IEEE J. Sel. Areas Inf. Theory, 2020
Context-dependent self-exciting point processes: models, methods, and risk bounds in high dimensions.
CoRR, 2020
An Optimal Statistical and Computational Framework for Generalized Tensor Estimation.
CoRR, 2020
A Function Space View of Bounded Norm Infinite Width ReLU Nets: The Multivariate Case.
Proceedings of the 8th International Conference on Learning Representations, 2020
2019
IEEE Trans. Inf. Theory, 2019
IEEE Trans. Pattern Anal. Mach. Intell., 2019
Predicting kernel processing score of harvested and processed corn silage via image processing techniques.
Comput. Electron. Agric., 2019
Proceedings of the 36th International Conference on Machine Learning, 2019
Proceedings of the IEEE Data Science Workshop, 2019
Proceedings of the 8th IEEE International Workshop on Computational Advances in Multi-Sensor Adaptive Processing, 2019
Proceedings of the 22nd International Conference on Artificial Intelligence and Statistics, 2019
2018
CoRR, 2018
Missing Data in Sparse Transition Matrix Estimation for Sub-Gaussian Vector Autoregressive Processes.
CoRR, 2018
Proceedings of the 2018 IEEE Global Conference on Signal and Information Processing, 2018
Proceedings of the 2018 IEEE Data Science Workshop, 2018
Sparse Transition Matrix Estimation for Sub-Gaussian Autoregressive Processes with Missing Data.
Proceedings of the 2018 Annual American Control Conference, 2018
2017
Proceedings of the Advances in Neural Information Processing Systems 30: Annual Conference on Neural Information Processing Systems 2017, 2017
Proceedings of the Advances in Neural Information Processing Systems 30: Annual Conference on Neural Information Processing Systems 2017, 2017
Hawkes Process Modeling of Adverse Drug Reactions with Longitudinal Observational Data.
Proceedings of the Machine Learning for Health Care Conference, 2017
Proceedings of the 34th International Conference on Machine Learning, 2017
Proceedings of the 2017 IEEE International Conference on Acoustics, 2017
Proceedings of the 2017 IEEE 7th International Workshop on Computational Advances in Multi-Sensor Adaptive Processing, 2017
Proximal-Gradient methods for poisson image reconstruction with BM3D-Based regularization.
Proceedings of the 2017 IEEE 7th International Workshop on Computational Advances in Multi-Sensor Adaptive Processing, 2017
Proceedings of the 55th Annual Allerton Conference on Communication, 2017
Proceedings of the 20th International Conference on Artificial Intelligence and Statistics, 2017
Proceedings of the Thirty-First AAAI Conference on Artificial Intelligence, 2017
2016
Proceedings of the IEEE Statistical Signal Processing Workshop, 2016
Genomic transcription regulatory element location analysis via poisson weighted lasso.
Proceedings of the IEEE Statistical Signal Processing Workshop, 2016
Proceedings of the IEEE Statistical Signal Processing Workshop, 2016
Proceedings of the 2016 IEEE International Conference on Image Processing, 2016
Proceedings of the 55th IEEE Conference on Decision and Control, 2016
2015
IEEE Trans. Inf. Theory, 2015
IEEE J. Sel. Top. Signal Process., 2015
Proceedings of the Advances in Neural Information Processing Systems 28: Annual Conference on Neural Information Processing Systems 2015, 2015
Proceedings of the 7th International IEEE/EMBS Conference on Neural Engineering, 2015
2014
Sparsity and Structure in Hyperspectral Imaging : Sensing, Reconstruction, and Target Detection.
IEEE Signal Process. Mag., 2014
IEEE Signal Process. Lett., 2014
Proceedings of the 2014 IEEE International Conference on Image Processing, 2014
Proceedings of the American Control Conference, 2014
2013
Level Set Estimation from Projection Measurements: Performance Guarantees and Fast Computation.
SIAM J. Imaging Sci., 2013
IEEE J. Sel. Top. Signal Process., 2013
CoRR, 2013
Relax but stay in control: from value to algorithms for online Markov decision processes.
CoRR, 2013
Proceedings of the 30th International Conference on Machine Learning, 2013
Logarithmic total variation regularization for cross-validation in photon-limited imaging.
Proceedings of the IEEE International Conference on Image Processing, 2013
Proceedings of the IEEE International Conference on Image Processing, 2013
Proceedings of the IEEE International Conference on Acoustics, 2013
Proceedings of the IEEE Global Conference on Signal and Information Processing, 2013
Proceedings of the 51st Annual Allerton Conference on Communication, 2013
2012
IEEE Trans. Inf. Theory, 2012
This is SPIRAL-TAP: Sparse Poisson Intensity Reconstruction ALgorithms - Theory and Practice.
IEEE Trans. Image Process., 2012
Oracle Inequalities and Minimax Rates for Nonlocal Means and Related Adaptive Kernel-Based Methods.
SIAM J. Imaging Sci., 2012
EURASIP J. Adv. Signal Process., 2012
Proceedings of the IEEE Statistical Signal Processing Workshop, 2012
Proceedings of the IEEE Statistical Signal Processing Workshop, 2012
The value of multispectral observations in photon-limited quantitative tissue analysis.
Proceedings of the IEEE Statistical Signal Processing Workshop, 2012
Proceedings of the 2012 IEEE International Conference on Acoustics, 2012
Proceedings of the American Control Conference, 2012
2011
IEEE Trans. Signal Process., 2011
Oracle inequalities and minimax rates for non-local means and related adaptive kernel-based methods
CoRR, 2011
Proceedings of the 8th IEEE International Symposium on Biomedical Imaging: From Nano to Macro, 2011
Proceedings of the IEEE International Conference on Acoustics, 2011
Proceedings of the IEEE International Conference on Acoustics, 2011
Proceedings of the IEEE International Conference on Acoustics, 2011
Proceedings of the American Control Conference, 2011
2010
IEEE Trans. Signal Process., 2010
Proceedings of the 2010 IEEE International Symposium on Biomedical Imaging: From Nano to Macro, 2010
Proceedings of the International Conference on Image Processing, 2010
Hyperspectral target detection from incoherent projections: Nonequiprobable targets and inhomogeneous SNR.
Proceedings of the International Conference on Image Processing, 2010
Gradient projection for linearly constrained convex optimization in sparse signal recovery.
Proceedings of the International Conference on Image Processing, 2010
Proceedings of the IEEE International Conference on Acoustics, 2010
Proceedings of the 44th Annual Conference on Information Sciences and Systems, 2010
Proceedings of the Computational Imaging VIII, 2010
2009
IEEE Trans. Pattern Anal. Mach. Intell., 2009
CoRR, 2009
Performance Bounds for Expander-based Compressed Sensing in the presence of Poisson Noise
CoRR, 2009
Proceedings of the IEEE International Symposium on Information Theory, 2009
Sequential probability assignment via online convex programming using exponential families.
Proceedings of the IEEE International Symposium on Information Theory, 2009
Proceedings of the 2009 IEEE International Symposium on Biomedical Imaging: From Nano to Macro, Boston, MA, USA, June 28, 2009
Proceedings of the Computational Imaging VII, 2009
2008
Proceedings of the Advances in Neural Information Processing Systems 21, 2008
Proceedings of the 2008 IEEE International Symposium on Biomedical Imaging: From Nano to Macro, 2008
Proceedings of the International Conference on Image Processing, 2008
Proceedings of the IEEE International Conference on Acoustics, 2008
Proceedings of the 2008 16th European Signal Processing Conference, 2008
Proceedings of the 42nd Annual Conference on Information Sciences and Systems, 2008
2007
Proceedings of the 2007 IEEE International Symposium on Biomedical Imaging: From Nano to Macro, 2007
Proceedings of the IEEE International Conference on Acoustics, 2007
Proceedings of the IEEE International Conference on Acoustics, 2007
Proceedings of the Computational Imaging V, San Jose, 2007
2005
Proceedings of the Advances in Neural Information Processing Systems 18 [Neural Information Processing Systems, 2005
Proceedings of the 2005 IEEE International Conference on Acoustics, 2005
2004
IEEE J. Sel. Areas Commun., 2004
Proceedings of the 2004 IEEE International Symposium on Information Theory, 2004
Proceedings of the 2004 IEEE International Symposium on Information Theory, 2004
Proceedings of the 2004 IEEE International Symposium on Biomedical Imaging: From Nano to Macro, 2004
Proceedings of the Third International Symposium on Information Processing in Sensor Networks, 2004
Proceedings of the 2004 IEEE International Conference on Acoustics, 2004
Proceedings of the 2004 12th European Signal Processing Conference, 2004
2003
Platelets: A Multiscale Approach for Recovering Edges and Surfaces in Photon LimitedMedical Imaging.
IEEE Trans. Medical Imaging, 2003
Proceedings of the 2003 IEEE International Conference on Acoustics, 2003
2002
Proceedings of the 2002 International Conference on Image Processing, 2002
Proceedings of the IEEE International Conference on Acoustics, 2002