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Regression

5,004 papers

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Papers

Generalized Matrix Factorization: efficient algorithms for fitting generalized linear latent variable models to large data arrays JMLR 2022
Handling Hard Affine SDP Shape Constraints in RKHSs JMLR 2022
More Powerful Conditional Selective Inference for Generalized Lasso by Parametric Programming JMLR 2022
Variational Inference in high-dimensional linear regression JMLR 2022
Tree-Values: Selective Inference for Regression Trees JMLR 2022
On Regularized Square-root Regression Problems: Distributionally Robust Interpretation and Fast Computations JMLR 2022
Nystrom Regularization for Time Series Forecasting JMLR 2022
Network Regression with Graph Laplacians JMLR 2022
On Low-rank Trace Regression under General Sampling Distribution JMLR 2022
Convergence Rates for Gaussian Mixtures of Experts JMLR 2022
The Geometry of Uniqueness, Sparsity and Clustering in Penalized Estimation JMLR 2022
Maximum sampled conditional likelihood for informative subsampling JMLR 2022
Distributional Random Forests: Heterogeneity Adjustment and Multivariate Distributional Regression JMLR 2022
Early Stopping for Iterative Regularization with General Loss Functions JMLR 2022
Vector-Valued Least-Squares Regression under Output Regularity Assumptions JMLR 2022
Scalable Gaussian-process regression and variable selection using Vecchia approximations JMLR 2022
Traversing Time with Multi-Resolution Gaussian Process State-Space Models L4DC 2022
Dynamic Learning of Correlation Potentials for a Time-Dependent Kohn-Sham System L4DC 2022
Bounding the Difference Between Model Predictive Control and Neural Networks L4DC 2022
Time Varying Regression with Hidden Linear Dynamics L4DC 2022
Barrier Bayesian Linear Regression: Online Learning of Control Barrier Conditions for Safety-Critical Control of Uncertain Systems L4DC 2022
Learning Linear Complementarity Systems L4DC 2022
Detecting Out-of-Distribution via an Unsupervised Uncertainty Estimation for Prostate Cancer Diagnosis MIDL 2022
Angular Super-Resolution in Diffusion MRI with a 3D Recurrent Convolutional Autoencoder MIDL 2022
Structural Networks for Brain Age Prediction MIDL 2022