Learning river water quality models by l1-weighted regularization

Learning partial differential equations via data discovery and sparse optimization

(2017) Hayden Schaeffer   PROCEEDINGS OF THE ROYAL SOCIETY A-MATHEMATICAL PHYSICAL AND ENGINEERING SCIENCES

Descent gradient methods for nonsmooth minimization problems in ill-posed problems

(2016) Pham Quy Muoi et al.   JOURNAL OF COMPUTATIONAL AND APPLIED MATHEMATICS

Discovering governing equations from data by sparse identification of nonlinear dynamical systems

(2016) Steven L. Brunton et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Semismooth Newton and quasi-Newton methods in weighted ℓ1-regularization

(2013) Pham Quy Muoi et al.   Journal of Inverse and Ill-Posed Problems

Sparse dynamics for partial differential equations

(2013) H. Schaeffer et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Gradient methods for minimizing composite functions

(2012) Yu. Nesterov   MATHEMATICAL PROGRAMMING

Convergence rates for total variation regularization of coefficient identification problems in elliptic equations I

(2011) Dinh Nho Hào et al.   INVERSE PROBLEMS

Distilling Free-Form Natural Laws from Experimental Data

(2009) Michael Schmidt et al.   SCIENCE

Linear Convergence of Iterative Soft-Thresholding

(2008) Kristian Bredies et al.   JOURNAL OF FOURIER ANALYSIS AND APPLICATIONS