| HiGrad: Uncertainty Quantification for Online Learning and Stochastic Approximation | Feb 13, 2018 | Uncertainty Quantification | —Unverified | 0 |
| Quantifying Uncertainty in Discrete-Continuous and Skewed Data with Bayesian Deep Learning | Feb 13, 2018 | ManagementSuper-Resolution | CodeCode Available | 0 |
| Bayesian Coreset Construction via Greedy Iterative Geodesic Ascent | Feb 5, 2018 | Uncertainty Quantification | CodeCode Available | 0 |
| Deep UQ: Learning deep neural network surrogate models for high dimensional uncertainty quantification | Feb 2, 2018 | Uncertainty Quantification | CodeCode Available | 1 |
| Bayesian Deep Convolutional Encoder-Decoder Networks for Surrogate Modeling and Uncertainty Quantification | Jan 21, 2018 | Bayesian InferenceDecoder | —Unverified | 0 |
| Statistical Inference for the Population Landscape via Moment Adjusted Stochastic Gradients | Dec 20, 2017 | Stochastic OptimizationUncertainty Quantification | —Unverified | 0 |
| Stochastic reconstruction of an oolitic limestone by generative adversarial networks | Dec 7, 2017 | Image GenerationImage Reconstruction | CodeCode Available | 0 |
| Mondrian Processes for Flow Cytometry Analysis | Nov 21, 2017 | Uncertainty Quantification | —Unverified | 0 |
| A machine learning approach for efficient uncertainty quantification using multiscale methods | Nov 12, 2017 | AttributeBIG-bench Machine Learning | —Unverified | 0 |
| An asymptotic analysis of distributed nonparametric methods | Nov 8, 2017 | Uncertainty Quantification | —Unverified | 0 |
| Bayesian Recurrent Neural Network Models for Forecasting and Quantifying Uncertainty in Spatial-Temporal Data | Nov 2, 2017 | Spatio-Temporal ForecastingUncertainty Quantification | —Unverified | 0 |
| Finite-dimensional Gaussian approximation with linear inequality constraints | Oct 20, 2017 | parameter estimationUncertainty Quantification | CodeCode Available | 1 |
| Sequential Design and Spatial Modeling for Portfolio Tail Risk Measurement | Oct 14, 2017 | Uncertainty Quantification | —Unverified | 0 |
| An Ensemble Quadratic Echo State Network for Nonlinear Spatio-Temporal Forecasting | Aug 16, 2017 | ManagementSpatio-Temporal Forecasting | —Unverified | 0 |
| Pairing an arbitrary regressor with an artificial neural network estimating aleatoric uncertainty | Jul 23, 2017 | Uncertainty Quantification | —Unverified | 0 |
| Continuum Limit of Posteriors in Graph Bayesian Inverse Problems | Jun 22, 2017 | Uncertainty Quantification | —Unverified | 0 |
| Bayesian multi--dipole localization and uncertainty quantification from simultaneous EEG and MEG recordings | Jun 19, 2017 | EEGElectroencephalogram (EEG) | —Unverified | 0 |
| Uncertainty Quantification of Oscillation Suppression during DBS in a Coupled Finite Element and Network Model | May 30, 2017 | Uncertainty Quantification | —Unverified | 0 |
| Machine learning for graph-based representations of three-dimensional discrete fracture networks | May 27, 2017 | BIG-bench Machine LearningUncertainty Quantification | —Unverified | 0 |
| Uncertainty quantification in graph-based classification of high dimensional data | Mar 26, 2017 | Binary ClassificationClassification | —Unverified | 0 |
| Perturb-and-MPM: Quantifying Segmentation Uncertainty in Dense Multi-Label CRFs | Mar 1, 2017 | Image SegmentationSemantic Segmentation | —Unverified | 0 |
| Estimating the reproductive number, total outbreak size, and reporting rates for Zika epidemics in South and Central America | Feb 27, 2017 | Uncertainty Quantification | —Unverified | 0 |
| Semi-parametric Network Structure Discovery Models | Feb 27, 2017 | Uncertainty QuantificationVariational Inference | —Unverified | 0 |
| Horseshoe Regularization for Feature Subset Selection | Feb 23, 2017 | compressed sensingUncertainty Quantification | CodeCode Available | 0 |
| Patchwork Kriging for Large-scale Gaussian Process Regression | Jan 23, 2017 | regressionUncertainty Quantification | —Unverified | 0 |
