Jacob Bien

Most-cited papers

Strong rules for discarding predictors in lasso-type problems
Robert Tibshirani, Jacob Bien, J. Friedman, T. Hastie +3 more
2010Journal of The Royal Statistical Society Series B-statistical Methodology691 citations Open access
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A LASSO FOR HIERARCHICAL INTERACTIONS
Jacob Bien, Jonathan E. Taylor, R. Tibshirani
2012Annals of Statistics537 citations Open access
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Evaluation of individual and ensemble probabilistic forecasts of COVID-19 mortality in the United States
E. Cramer, E. Ray, V. Lopez, J. Bracher +291 more
2022Proceedings of the National Academy of Sciences of the United States of America312 citations Open access
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Prototype selection for interpretable classification
Jacob Bien, R. Tibshirani
2011290 citations Open access
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Sparse estimation of a covariance matrix.
Jacob Bien, R. Tibshirani
2011Biometrika212 citations Open access
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VARX-L: Structured Regularization for Large Vector Autoregressions with Exogenous Variables
William B. Nicholson, David S. Matteson, Jacob Bien
2015210 citations Open access
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Hierarchical Clustering With Prototypes via Minimax Linkage
Jacob Bien, R. Tibshirani
2011Journal of the American Statistical Association189 citations Open access
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Selective Inference for Hierarchical Clustering
Lucy L. Gao, Jacob Bien, D. Witten
2020Journal of the American Statistical Association141 citations Open access
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High Dimensional Forecasting via Interpretable Vector Autoregression
William B. Nicholson, I. Wilms, Jacob Bien, David S. Matteson
2014Journal of machine learning research130 citations
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An open repository of real-time COVID-19 indicators
Alex Reinhart, L. Brooks, Maria Jahja, Aaron Rumack +63 more
2021Proceedings of the National Academy of Sciences of the United States of America82 citations Open access
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Comparing trained and untrained probabilistic ensemble forecasts of COVID-19 cases and deaths in the United States
E. Ray, L. Brooks, Jacob Bien, M. Biggerstaff +11 more
2022International Journal of Forecasting77 citations Open access
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Valid Inference Corrected for Outlier Removal
Shuxiao Chen, Jacob Bien
2017Journal of Computational And Graphical Statistics64 citations Open access
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Sparse Partially Linear Additive Models
Yin Lou, Jacob Bien, R. Caruana, J. Gehrke
2014arXiv.org61 citations
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Can auxiliary indicators improve COVID-19 forecasting and hotspot prediction?
Daniel J. McDonald, Jacob Bien, Alden Green, A. Hu +9 more
2021Proceedings of the National Academy of Sciences of the United States of America53 citations Open access
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Hierarchical Sparse Modeling: A Choice of Two Group Lasso Formulations
Xiaohan Yan, Jacob Bien
201552 citations Open access
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Convex Banding of the Covariance Matrix
Jacob Bien, F. Bunea, Luo Xiao
2014Journal of the American Statistical Association50 citations Open access
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Rare Feature Selection in High Dimensions
Xiaohan Yan, Jacob Bien
2018Journal of the American Statistical Association49 citations Open access
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rTensor: An R Package for Multidimensional Array (Tensor) Unfolding, Multiplication, and Decomposition
James Li, Jacob Bien, M. Wells
201846 citations Open access
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Measuring improvement in user search performance resulting from optimal search tips
N. Moraveji, D. Russell, Jacob Bien, David Mease
2011Annual International ACM SIGIR Conference on Research and Development in Information Retrieval44 citations
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CUR from a Sparse Optimization Viewpoint
Jacob Bien, Ya Xu, Michael W. Mahoney
2010Neural Information Processing Systems44 citations
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Estimating the error variance in a high-dimensional linear model
Guo Yu, Jacob Bien
2017Biometrika41 citations Open access
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Tree-aggregated predictive modeling of microbiome data
Jacob Bien, Xiaohan Yan, Léo Simpson, Christian L. Müller
2020Scientific Reports39 citations Open access
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Learning Local Dependence In Ordered Data
Guo Yu, Jacob Bien
2016Journal of machine learning research36 citations
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Generalized data thinning using sufficient statistics
A. Dharamshi, Anna Neufeld, Keshav Motwani, Lucy L. Gao +2 more
2023Journal of the American Statistical Association35 citations Open access
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Reluctant Interaction Modeling
Guo Yu, Jacob Bien, R. Tibshirani
201927 citations
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BigVAR: Tools for Modeling Sparse High-Dimensional Multivariate Time Series
William B. Nicholson, David S. Matteson, Jacob Bien
201727 citations
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High Dimensional Forecasting via Interpretable Vector Autoregression
William B. Nicholson, Ines Wilms, Jacob Bien, David S. Matteson
201427 citations
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Sparse Identification and Estimation of Large-Scale Vector AutoRegressive Moving Averages
I. Wilms, Sumanta Basu, Jacob Bien, David S. Matteson
2017Journal of the American Statistical Association26 citations Open access
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Non-Convex Global Minimization and False Discovery Rate Control for the TREX
Jacob Bien, Irina Gaynanova, Johannes Lederer, Christian L. Müller
2016arXiv.org22 citations Open access
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Structured Regularization for Large Vector Autoregression
William B. Nicholson, David S. Matteson, Jacob Bien
201422 citations
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Discussion of “Correlated variables in regression: Clustering and sparse estimation”
Jacob Bien, M. Wegkamp
201319 citations
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Convex hierarchical testing of interactions
Jacob Bien, N. Simon, R. Tibshirani
201219 citations Open access
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Prediction error bounds for linear regression with the TREX
Jacob Bien, Irina Gaynanova, Johannes Lederer, Christian L. Müller
2018Test (Madrid)18 citations Open access
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The Simulator: An Engine to Streamline Simulations
Jacob Bien
201618 citations
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Classification by Set Cover: The Prototype Vector Machine
Jacob Bien, R. Tibshirani
200917 citations
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Ocean mover’s distance: using optimal transport for analysing oceanographic data
S. Hyun, Aditya N. Mishra, Christopher L. Follett, B. Jonsson +7 more
2021Proceedings of the Royal Society A16 citations Open access
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Are clusterings of multiple data views independent?
Lucy L. Gao, Jacob Bien, D. Witten
2019Biostatistics15 citations Open access
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Prediction sets for high-dimensional mixture of experts models
Adel Javanmard, Si-Meng Shao, Jacob Bien
2022Journal of The Royal Statistical Society Series B-statistical Methodology12 citations Open access
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MODELING CELL POPULATIONS MEASURED BY FLOW CYTOMETRY WITH COVARIATES USING SPARSE MIXTURE OF REGRESSIONS
Byung Hyun, M. Cape, F. Ribalet, Jacob Bien
2020Annals of Applied Statistics11 citations Open access
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Interpretable vector autoregressions with exogenous time series
I. Wilms, Sumanta Basu, Jacob Bien, David S. Matteson
201710 citations
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Hierarchical Sparse Modeling: A Choice of Two Regularizers
Xiaohan Yan, Jacob Bien
201510 citations
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Cluster Stability Selection
Gregory Faletto, Jacob Bien
20229 citations
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Testing for association in multiview network data
Lucy L. Gao, D. Witten, Jacob Bien
2019Biometrics9 citations Open access
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Controlling costs: Feature selection on a budget
Guo Yu, D. Witten, Jacob Bien
2019Stat9 citations Open access
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Tree-based Node Aggregation in Sparse Graphical Models
I. Wilms, Jacob Bien
2021Journal of machine learning research6 citations
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Graph-Guided Banding of the Covariance Matrix
Jacob Bien
2016Journal of the American Statistical Association6 citations Open access
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Inferring independent sets of Gaussian variables after thresholding correlations
Arkajyoti Saha, D. Witten, Jacob Bien
2022Journal of the American Statistical Association5 citations Open access
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Sparse Identification and Estimation of High-Dimensional Vector AutoRegressive Moving Averages
I. Wilms, Sumanta Basu, Jacob Bien, David S. Matteson
20175 citations
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Penalized Estimation in Complex Models
Jacob Bien, D. Witten
2016Handbook of Big Data5 citations
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Controlling the False Split Rate in Tree-Based Aggregation
Si-Meng Shao, Jacob Bien, Adel Javanmard
2021Journal of the American Statistical Association3 citations Open access
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