| Publication | Date of Publication | Type |
|---|
| Monotone Inclusions, Acceleration, and Closed-Loop Control | 2024-03-01 | Paper |
| Provably Efficient Reinforcement Learning with Linear Function Approximation | 2024-02-27 | Paper |
| Evaluating sensitivity to the stick-breaking prior in Bayesian nonparametrics (with discussion) | 2024-02-27 | Paper |
| Post-selection inference via algorithmic stability | 2024-01-04 | Paper |
| https://portal.mardi4nfdi.de/entity/Q6062226 | 2023-11-30 | Paper |
| Local exchangeability | 2023-06-02 | Paper |
| Distribution-free, Risk-controlling Prediction Sets | 2022-12-08 | Paper |
| On Nonconvex Optimization for Machine Learning | 2022-12-08 | Paper |
| https://portal.mardi4nfdi.de/entity/Q5053204 | 2022-12-06 | Paper |
| https://portal.mardi4nfdi.de/entity/Q5053286 | 2022-12-06 | Paper |
| https://portal.mardi4nfdi.de/entity/Q5054631 | 2022-11-29 | Paper |
| Understanding the acceleration phenomenon via high-resolution differential equations | 2022-10-24 | Paper |
| A control-theoretic perspective on optimal high-order optimization | 2022-10-24 | Paper |
| A Scalable Bootstrap for Massive Data | 2022-07-11 | Paper |
| Adaptivity of Stochastic Gradient Methods for Nonconvex Optimization | 2022-05-17 | Paper |
| Geometric Methods for Sampling, Optimisation, Inference and Adaptive Agents | 2022-03-20 | Paper |
| A Bayesian nonparametric approach to super-resolution single-molecule localization | 2022-02-28 | Paper |
| Decoding from Pooled Data: Sharp Information-Theoretic Bounds | 2022-02-03 | Paper |
| Is Temporal Difference Learning Optimal? An Instance-Dependent Analysis | 2021-11-03 | Paper |
| Is there an analog of Nesterov acceleration for gradient-based MCMC? | 2021-07-09 | Paper |
| https://portal.mardi4nfdi.de/entity/Q4998911 | 2021-07-09 | Paper |
| https://portal.mardi4nfdi.de/entity/Q4998932 | 2021-07-09 | Paper |
| https://portal.mardi4nfdi.de/entity/Q4998976 | 2021-07-09 | Paper |
| https://portal.mardi4nfdi.de/entity/Q4999082 | 2021-07-09 | Paper |
| Generalized Momentum-Based Methods: A Hamiltonian Perspective | 2021-03-31 | Paper |
| Singularity, misspecification and the convergence rate of EM | 2021-02-26 | Paper |
| Function-specific mixing times and concentration away from equilibrium | 2021-02-09 | Paper |
| https://portal.mardi4nfdi.de/entity/Q4969087 | 2020-10-05 | Paper |
| DYNAMICAL, SYMPLECTIC AND STOCHASTIC PERSPECTIVES ON GRADIENT-BASED OPTIMIZATION | 2020-09-22 | Paper |
| Fundamental limits of detection in the spiked Wigner model | 2020-08-28 | Paper |
| Covariance estimation with nonnegative partial correlations | 2020-07-30 | Paper |
| Manifold Learning via Manifold Deflation | 2020-07-07 | Paper |
| On the Adaptivity of Stochastic Gradient-Based Optimization | 2020-06-22 | Paper |
| Active Learning for Nonlinear System Identification with Guarantees | 2020-06-18 | Paper |
| Optimal Rates and Tradeoffs in Multiple Testing | 2020-05-14 | Paper |
| Sampling can be faster than optimization | 2020-03-04 | Paper |
| Optimization with Momentum: Dynamical, Control-Theoretic, and Symplectic Perspectives | 2020-02-27 | Paper |
| Sampling for Bayesian Mixture Models: MCMC with Polynomial-Time Mixing | 2019-12-11 | Paper |
| A unified treatment of multiple testing with prior knowledge using the p-filter | 2019-10-09 | Paper |
| A Diffusion Process Perspective on Posterior Contraction Rates for Parameters | 2019-09-03 | Paper |
| High-Order Langevin Diffusion Yields an Accelerated MCMC Algorithm | 2019-08-28 | Paper |
| Communication-Efficient Distributed Statistical Inference | 2019-08-27 | Paper |
| First-order methods almost always avoid strict saddle points | 2019-06-26 | Paper |
| A sequential algorithm for false discovery rate control on directed acyclic graphs | 2019-05-08 | Paper |
| A Short Note on Concentration Inequalities for Random Vectors with SubGaussian Norm | 2019-02-11 | Paper |
| A Marked Poisson Process Driven Latent Shape Model for 3D Segmentation of Reflectance Confocal Microscopy Image Stacks of Human Skin | 2019-02-05 | Paper |
| Decoding From Pooled Data: Phase Transitions of Message Passing | 2019-01-18 | Paper |
| A variational perspective on accelerated methods in optimization | 2019-01-11 | Paper |
| Asynchronous Online Testing of Multiple Hypotheses | 2018-12-12 | Paper |
| https://portal.mardi4nfdi.de/entity/Q4558524 | 2018-11-22 | Paper |
| https://portal.mardi4nfdi.de/entity/Q4558572 | 2018-11-22 | Paper |
| https://portal.mardi4nfdi.de/entity/Q4558202 | 2018-11-21 | Paper |
| Minimax Optimal Procedures for Locally Private Estimation | 2018-10-23 | Paper |
| Rejoinder | 2018-10-23 | Paper |
| Cluster forests | 2018-10-19 | Paper |
| On kernel methods for covariates that are rankings | 2018-08-14 | Paper |
| Latent marked Poisson process with applications to object segmentation | 2018-05-25 | Paper |
| Posteriors, conjugacy, and exponential families for completely random measures | 2018-05-18 | Paper |
| Sharp convergence rates for Langevin dynamics in the nonconvex setting | 2018-05-04 | Paper |
| Detection limits in the high-dimensional spiked rectangular model | 2018-02-20 | Paper |
| Distributed optimization with arbitrary local solvers | 2017-11-24 | Paper |
| Perturbed Iterate Analysis for Asynchronous Stochastic Optimization | 2017-11-03 | Paper |
| Log-determinant relaxation for approximate inference in discrete Markov random fields | 2017-10-30 | Paper |
| Finite Size Corrections and Likelihood Ratio Fluctuations in the Spiked Wigner Model | 2017-10-08 | Paper |
| Nonparametric decentralized detection using kernel methods | 2017-09-20 | Paper |
| Learning Graphical Models for Stationary Time Series | 2017-09-08 | Paper |
| Estimating Divergence Functionals and the Likelihood Ratio by Convex Risk Minimization | 2017-07-27 | Paper |
| Kalman Filtering With Intermittent Observations | 2017-07-12 | Paper |
| Bayesian semiparametric Wiener system identification | 2017-06-06 | Paper |
| Optimal Rates for Zero-Order Convex Optimization: The Power of Two Function Evaluations | 2017-04-28 | Paper |
| Optimal prediction for sparse linear models? Lower bounds for coordinate-separable M-estimators | 2017-04-07 | Paper |
| On the computational complexity of high-dimensional Bayesian variable selection | 2017-02-13 | Paper |
| Breaking Locality Accelerates Block Gauss-Seidel | 2017-01-13 | Paper |
| https://portal.mardi4nfdi.de/entity/Q3188030 | 2016-08-16 | Paper |
| A constructive definition of the beta process | 2016-04-03 | Paper |
| Cluster and feature modeling from combinatorial stochastic processes | 2016-03-02 | Paper |
| Variational inference for Dirichlet process mixtures | 2016-03-02 | Paper |
| Beta processes, stick-breaking and power laws | 2016-02-05 | Paper |
| Multiway spectral clustering: a margin-based perspective | 2016-02-03 | Paper |
| Feature allocations, probability functions, and paintboxes | 2016-02-02 | Paper |
| Matrix-variate Dirichlet process priors with applications | 2015-12-21 | Paper |
| Distributed Matrix Completion and Robust Factorization | 2015-08-17 | Paper |
| Privacy Aware Learning | 2015-08-14 | Paper |
| A General Analysis of the Convergence of ADMM | 2015-02-06 | Paper |
| Joint modeling of multiple time series via the beta process with application to motion capture segmentation | 2014-12-17 | Paper |
| https://portal.mardi4nfdi.de/entity/Q2934079 | 2014-12-08 | Paper |
| Nonparametric link prediction in large scale dynamic networks | 2014-11-12 | Paper |
| Computational and statistical tradeoffs via convex relaxation | 2014-07-25 | Paper |
| Matrix concentration inequalities via the method of exchangeable pairs | 2014-05-19 | Paper |
| https://portal.mardi4nfdi.de/entity/Q5405182 | 2014-04-01 | Paper |
| https://portal.mardi4nfdi.de/entity/Q5405204 | 2014-04-01 | Paper |
| The asymptotics of ranking algorithms | 2014-03-06 | Paper |
| https://portal.mardi4nfdi.de/entity/Q5396605 | 2014-02-03 | Paper |
| On statistics, computation and scalability | 2013-10-17 | Paper |
| Ergodic Mirror Descent | 2013-04-09 | Paper |
| Comment | 2012-09-01 | Paper |
| https://portal.mardi4nfdi.de/entity/Q2896140 | 2012-07-13 | Paper |
| A sticky HDP-HMM with application to speaker diarization | 2011-10-21 | Paper |
| https://portal.mardi4nfdi.de/entity/Q3093182 | 2011-10-12 | Paper |
| https://portal.mardi4nfdi.de/entity/Q3093408 | 2011-10-12 | Paper |
| https://portal.mardi4nfdi.de/entity/Q3174030 | 2011-10-12 | Paper |
| The Stick-Breaking Construction of the Beta Process as a Poisson Process | 2011-09-01 | Paper |
| Obituary: Leo Breiman | 2011-06-20 | Paper |
| Bayesian inference for queueing networks and modeling of internet services | 2011-06-10 | Paper |
| https://portal.mardi4nfdi.de/entity/Q2996253 | 2011-05-06 | Paper |
| Support union recovery in high-dimensional multivariate regression | 2011-04-05 | Paper |
| Graphical Models, Exponential Families, and Variational Inference | 2010-08-14 | Paper |
| The nested chinese restaurant process and bayesian nonparametric inference of topic hierarchies | 2010-07-14 | Paper |
| Kernel dimension reduction in regression | 2009-07-22 | Paper |
| On surrogate loss functions and \(f\)-divergences | 2009-06-04 | Paper |
| On Optimal Quantization Rules for Some Problems in Sequential Decentralized Detection | 2009-02-24 | Paper |
| Simultaneous classification and relevant feature identification in high-dimensional spaces: Application to molecular profiling data | 2008-10-02 | Paper |
| Extensions of the Informative Vector Machine | 2008-03-17 | Paper |
| Convexity, Classification, and Risk Bounds | 2007-08-20 | Paper |
| Hierarchical Dirichlet Processes | 2007-04-23 | Paper |
| 10.1162/jmlr.2003.4.7-8.1205 | 2005-04-15 | Paper |
| 10.1162/jmlr.2003.3.4-5.993 | 2005-03-08 | Paper |
| Graphical models | 2005-03-07 | Paper |
| 10.1162/153244303322533214 | 2005-02-21 | Paper |
| Discussion on boosting papers. | 2004-11-05 | Paper |
| 10.1162/153244303768966085 | 2004-08-10 | Paper |
| https://portal.mardi4nfdi.de/entity/Q4408099 | 2003-07-02 | Paper |
| An introduction to MCMC for machine learning | 2003-07-01 | Paper |
| 10.1162/153244301753344605 | 2001-01-01 | Paper |
| Learning in Boltzmann Trees | 2000-07-04 | Paper |
| Mixed memory Markov models: Decomposing complex stochastic processes as mixtures of simpler ones | 2000-01-17 | Paper |
| https://portal.mardi4nfdi.de/entity/Q4250977 | 1999-12-14 | Paper |
| https://portal.mardi4nfdi.de/entity/Q4243444 | 1999-05-18 | Paper |
| https://portal.mardi4nfdi.de/entity/Q4217792 | 1999-04-12 | Paper |
| https://portal.mardi4nfdi.de/entity/Q4217807 | 1999-04-12 | Paper |
| https://portal.mardi4nfdi.de/entity/Q4217793 | 1999-03-07 | Paper |
| https://portal.mardi4nfdi.de/entity/Q4386941 | 1998-05-10 | Paper |
| https://portal.mardi4nfdi.de/entity/Q4386945 | 1998-05-10 | Paper |
| Factorial hidden Markov models | 1998-04-22 | Paper |
| Probabilistic Independence Networks for Hidden Markov Probability Models | 1997-03-18 | Paper |
| On the Convergence of Stochastic Iterative Dynamic Programming Algorithms | 1995-10-18 | Paper |
| Learning piecewise control strategies in a modular neural network architecture | 1994-01-06 | Paper |
| Constrained supervised learning | 1993-04-01 | Paper |
