Optimal Estimation and Prediction for Dense Signals in High-Dimensional Linear Models [PDF]
Estimation and prediction problems for dense signals are often framed in terms of minimax problems over highly symmetric parameter spaces. In this paper, we study minimax problems over l2-balls for high-dimensional linear models with Gaussian predictors.
Dicker, Lee
core
Asymptotic equivalence of quantum state tomography and noisy matrix completion
Matrix completion and quantum tomography are two unrelated research areas with great current interest in many modern scientific studies. This paper investigates the statistical relationship between trace regression in matrix completion and quantum state ...
Wang, Yazhen
core +1 more source
Equivalence probability and sparsity of two sparse solutions in sparse representation
This paper discusses the estimation and numerical calculation of the probability that the 0-norm and 1-norm solutions of underdetermined linear equations are equivalent in the case of sparse representation. First, we define the sparsity degree of a signal.
openaire
Anti-noise variational sparse Bayesian estimation ghost imaging based on 3Level factor graph. [PDF]
Xiang S +9 more
europepmc +1 more source
Bridging glucose metabolism and intrinsic functional organization of the human cortex. [PDF]
Wan B +4 more
europepmc +1 more source
Sensitivity Analysis for Publication Bias in Diagnostic Meta-Analysis of Sparsity Using the Copas t-Statistic Selection Function. [PDF]
Hu T, Zhou Y, Zhou XH, Hattori S.
europepmc +1 more source
SSEL: spike-based structural entropic learning for spiking graph neural networks. [PDF]
Yang S, Wu Y, Chen B.
europepmc +1 more source
IE-GADCI: An End-to-End Incoherence-Enhanced Generative Adversarial Deep Compressive Imaging. [PDF]
Zhang K, Sun Y, Yelluru V, Yang W.
europepmc +1 more source
A novel high-dimensional model for identifying regional DNA methylation QTLs. [PDF]
Zhao K +8 more
europepmc +1 more source
A Multidimensional Matrix Completion Method for 2-D DOA Estimation with L-Shaped Array. [PDF]
Zhang H, Shi J, Li Z, Shi S.
europepmc +1 more source

