Publications (76)
Beyond Word Importance: Contextual Decomposition to Extract Interactions from LSTMs
W. James Murdoch, Peter J. Liu, Bin Yu
Complexity Analysis of the Lasso Regularization Path
Julien Mairal, Bin Yu
Fast MCMC sampling algorithms on polytopes
Yuansi Chen, Raaz Dwivedi, Martin J. Wainwright +1
A Statistical Perspective on Algorithmic Leveraging
Ping Ma, Michael W. Mahoney, Bin Yu
Minimax-optimal rates for sparse additive models over kernel classes via convex programming
Garvesh Raskutti, Martin J. Wainwright, Bin Yu
A Hierarchical Bayesian Approach for Aerosol Retrieval Using MISR Data
Yueqing Wang, Xin Jiang, Bin Yu +1
Comment: Monitoring Networked Applications With Incremental Quantile Estimation
Bin Yu
Multicolor Graphene Nanoribbon/Semiconductor Nanowire Heterojunction Light-Emitting Diodes
Yu Ye, Lin Gan, Lun Dai +7
The shuffle estimator for explainable variance in fMRI experiments
Yuval Benjamini, Bin Yu
Affine Hirsch foliations on 3-manifolds
Bin Yu
Stability and Convergence Trade-off of Iterative Optimization Algorithms
Yuansi Chen, Chi Jin, Bin Yu
The geometry of kernelized spectral clustering
Geoffrey Schiebinger, Martin J. Wainwright, Bin Yu
Three dimensional dust mapping of 12 supernovae remnants in the Galactic anticentre
Bin Yu, B. Q. Chen, B. W. Jiang +1
A path following algorithm for Sparse Pseudo-Likelihood Inverse Covariance Estimation (SPLICE)
Guilherme V. Rocha, Peng Zhao, Bin Yu
High-speed Tracking with Multi-kernel Correlation Filters
Ming Tang, Bin Yu, Fan Zhang +1
Mobile Robot Localisation and Navigation Using LEGO NXT and Ultrasonic Sensor
Yanan Liu, Rui Fan, Bin Yu +5
Spectral clustering and the high-dimensional stochastic blockmodel
Karl Rohe, Sourav Chatterjee, Bin Yu
Electronic Transport in Monolayer Graphene with Extreme Physical Deformation: ab Initio Density Functional Calculation
Haiyuan Gao, Yang Xu, Meijiao Li +4
Error Rate Bounds in Crowdsourcing Models
Hongwei Li, Bin Yu, Dengyong Zhou
Remembering Leo
Bin Yu
Co-clustering for directed graphs: the Stochastic co-Blockmodel and spectral algorithm Di-Sim
Karl Rohe, Tai Qin, Bin Yu
Optimal Subsampling Approaches for Large Sample Linear Regression
Rong Zhu, Ping Ma, Michael W. Mahoney +1
Supervised Feature Selection in Graphs with Path Coding Penalties and Network Flows
Julien Mairal, Bin Yu
A spectral-like decomposition for transitive Anosov flows in dimension three
François Béguin, Christian Bonatti, Bin Yu
Number of paths versus number of basis functions in American option pricing
Paul Glasserman, Bin Yu
Chemical Vapor Deposition-Assembled Graphene Field-Effect Transistor on Hexagonal Boron Nitride
Edwin Kim, Tianhua Yu, Eui Sang Song +1
Concise comparative summaries (CCS) of large text corpora with a human experiment
Jinzhu Jia, Luke Miratrix, Bin Yu +4
A Novel Scattered Pilot Design for FBMC/OQAM Systems
Pengfei Sun, Fang Yuan, Bin Yu +1
Depth $0$ Nonsingular Morse Smale flows on $S^3$
Bin Yu
Unique Sharp Local Minimum in $\ell_1$-minimization Complete Dictionary Learning
Yu Wang, Siqi Wu, Bin Yu
Lyapunov graphs of nonsingular Smale flows on $S^{1}\times S^{2}$
Bin Yu
Asymptotic Properties of Lasso+mLS and Lasso+Ridge in Sparse High-dimensional Linear Regression
Hanzhong Liu, Bin Yu
Towards the Standardization of Non-orthogonal Multiple Access for Next Generation Wireless Networks
Yan Chen, Alireza Bayesteh, Yiqun Wu +13
Meta-learners for Estimating Heterogeneous Treatment Effects using Machine Learning
Sören R. Künzel, Jasjeet S. Sekhon, Peter J. Bickel +1
Error Rate Bounds and Iterative Weighted Majority Voting for Crowdsourcing
Hongwei Li, Bin Yu
Boosting with early stopping: Convergence and consistency
Tong Zhang, Bin Yu
Encoding and decoding V1 fMRI responses to natural images with sparse nonparametric models
Vincent Q. Vu, Pradeep Ravikumar, Thomas Naselaris +3
A Simple and Scalable Graphene Patterning Method and Its Application in CdSe Nanobelt/Graphene Schottky Junction Solar Cells
Yu Ye, Lin Gan, Lun Dai +6
Minimax rates of estimation for high-dimensional linear regression over $\ell_q$-balls
Garvesh Raskutti, Martin J. Wainwright, Bin Yu
Hierarchical interpretations for neural network predictions
Chandan Singh, W. James Murdoch, Bin Yu
Building Anosov flows on 3-manifolds
François Béguin, Bin Yu, Christian Bonatti
Highly Conductive 3D Nano-Carbon: Stacked Multilayer Graphene System with Interlayer Decoupling
Tianhua Yu, Changdong Kim, Bin Yu
Genus two Smale-Williams solenoids in 3-manifolds
Jiming Ma, Bin Yu
Local identifiability of $l_1$-minimization dictionary learning: a sufficient and almost necessary condition
Siqi Wu, Bin Yu
A Unified Framework for High-Dimensional Analysis of M-Estimators with Decomposable Regularizers
Sahand N. Negahban, Pradeep Ravikumar, Martin J. Wainwright +1
Asymptotic distribution and sparsistency for l1-penalized parametric M-estimators with applications to linear SVM and logistic regression
Guilherme V. Rocha, Xing Wang, Bin Yu
The Lasso under Heteroscedasticity
Jinzhu Jia, Karl Rohe, Bin Yu
Study of Phonon Modes in Germanium Nanowires
Xi Wang, Ali Shakouri, Bin Yu +2
Superheat: An R package for creating beautiful and extendable heatmaps for visualizing complex data
Rebecca L Barter, Bin Yu
Estimation Stability with Cross Validation (ESCV)
Chinghway Lim, Bin Yu
Geometry of the faithfulness assumption in causal inference
Caroline Uhler, Garvesh Raskutti, Peter Bühlmann +1
Regular level sets of Lyapunov graphs of nonsingular Smale flows on 3-manifolds
Bin Yu
Information In The Non-Stationary Case
Vincent Q. Vu, Bin Yu, Robert E. Kass
Disentangled Attribution Curves for Interpreting Random Forests and Boosted Trees
Summer Devlin, Chandan Singh, W. James Murdoch +1
Supplement to "Reversible MCMC on Markov equivalence classes of sparse directed acyclic graphs"
Yangbo He, Jinzhu Jia, Bin Yu
Do retinal ganglion cells project natural scenes to their principal subspace and whiten them?
Reza Abbasi-Asl, Cengiz Pehlevan, Bin Yu +1
Impact of regularization on Spectral Clustering
Antony Joseph, Bin Yu
Artificial Intelligence and Statistics
Bin Yu, Karl Kumbier
Scaling Analysis of Nanowire Phase Change Memory
Jie Liu, Bin Yu, M. P. Anantram
Improved OpenCL-based Implementation of Social Field Pedestrian Model
Bin Yu, Ke Zhu, Kaiteng Wu +1
Efficient Aerosol Retrieval for Multi-angle Imaging SpectroRadiometer (MISR): A Bayesian Approach
Shijing Yao, Yueqing Wang, Bin Yu
Reversible MCMC on Markov equivalence classes of sparse directed acyclic graphs
Yangbo He, Jinzhu Jia, Bin Yu
Data spectroscopy: Eigenspaces of convolution operators and clustering
Tao Shi, Mikhail Belkin, Bin Yu
Interpreting Convolutional Neural Networks Through Compression
Reza Abbasi-Asl, Bin Yu
High-dimensional covariance estimation by minimizing $\ell_1$-penalized log-determinant divergence
Pradeep Ravikumar, Martin J. Wainwright, Garvesh Raskutti +1
Formulas for Counting the Sizes of Markov Equivalence Classes of Directed Acyclic Graphs
Yangbo He, Bin Yu
CharBot: A Simple and Effective Method for Evading DGA Classifiers
Jonathan Peck, Claire Nie, Raaghavi Sivaguru +5
Statistical guarantees for the EM algorithm: From population to sample-based analysis
Sivaraman Balakrishnan, Martin J. Wainwright, Bin Yu
Stability
Bin Yu
Two-dimensional material based "field-effect CCD"
Hongwei Guo, Wei Li, Jianhang Lv +9
The Templates of Nonsingular Smale Flows on Three Manifolds
Bin Yu
Solving Linear Programs with Complementarity Constraints using Branch-and-Cut
Bin Yu, John E. Mitchell, Jong-Shi Pang
The composite absolute penalties family for grouped and hierarchical variable selection
Peng Zhao, Guilherme Rocha, Bin Yu
Early stopping and non-parametric regression: An optimal data-dependent stopping rule
Garvesh Raskutti, Martin J. Wainwright, Bin Yu
Lasso-type recovery of sparse representations for high-dimensional data
Nicolai Meinshausen, Bin Yu
Local Electrical Stress-Induced Doping and Formation of 2D Monolayer Graphene P-N Junction
Tianhua Yu, Chen-Wei Liang, Changdong Kim +1