We present a fast algorithm for the construction of a spectral projector. This algorithm allows us to compute the density matrix, as used in e.g the Kohn-Sham iteration, and so obtain the electron density. We compute the spectral projector by constructing the matrix sign function through a simple polynomial recursion. We present several matrix representations for fast computation within this recursion, using bases with controlled space-spatial frequency localization. In particular we consider wavelet and local cosine bases. Since spectral projectors appear in many contexts, we expect many additional applications of our approach. Subject Classification: 65D15 65T99 81C06 42C99 Keywords: spectral projectors, density matrix, fast algorithms,...
Approximating the singular values or eigenvalues of a matrix, i.e. spectrum approximation, is a fund...
The aim of electronic structure calculations is to simulate behavior of complex materials by resolvi...
ABSTRACT: Given a set of Kohn−Sham orbitals from an insulating system, we present a simple, robust, ...
We present a fast algorithm for the construction of a spectral projector. This al-gorithm allows us ...
We consider the approximate computation of spectral projectors for symmetric banded matrices. While ...
The core computational step in spectral learning – find-ing the projection of a function onto the ei...
In this thesis we address the computation of a spectral decomposition for symmetric banded matrices....
This thesis is part of an effort to enable large-scale Hartree-Fock/Kohn-Sham (HF/KS) calculations. ...
Abstract. We propose and analyze a fast spectral clustering algorithm with computational complexity ...
The projection methods, usually viewed as the methods for computing eigenvalues, can also be used to...
International audienceWe present an amelioration of current known algorithms for minimizing function...
Efficient and accurate methods for computing the density matrix are necessary to be able to perform ...
AbstractIn this note, we discuss new techniques for analyzing the pseudospectra of matrices and prop...
In many areas of machine learning, it becomes necessary to find the eigenvector decompositions of la...
Spectral clustering represents a successful approach to data clustering. Despite its high performanc...
Approximating the singular values or eigenvalues of a matrix, i.e. spectrum approximation, is a fund...
The aim of electronic structure calculations is to simulate behavior of complex materials by resolvi...
ABSTRACT: Given a set of Kohn−Sham orbitals from an insulating system, we present a simple, robust, ...
We present a fast algorithm for the construction of a spectral projector. This al-gorithm allows us ...
We consider the approximate computation of spectral projectors for symmetric banded matrices. While ...
The core computational step in spectral learning – find-ing the projection of a function onto the ei...
In this thesis we address the computation of a spectral decomposition for symmetric banded matrices....
This thesis is part of an effort to enable large-scale Hartree-Fock/Kohn-Sham (HF/KS) calculations. ...
Abstract. We propose and analyze a fast spectral clustering algorithm with computational complexity ...
The projection methods, usually viewed as the methods for computing eigenvalues, can also be used to...
International audienceWe present an amelioration of current known algorithms for minimizing function...
Efficient and accurate methods for computing the density matrix are necessary to be able to perform ...
AbstractIn this note, we discuss new techniques for analyzing the pseudospectra of matrices and prop...
In many areas of machine learning, it becomes necessary to find the eigenvector decompositions of la...
Spectral clustering represents a successful approach to data clustering. Despite its high performanc...
Approximating the singular values or eigenvalues of a matrix, i.e. spectrum approximation, is a fund...
The aim of electronic structure calculations is to simulate behavior of complex materials by resolvi...
ABSTRACT: Given a set of Kohn−Sham orbitals from an insulating system, we present a simple, robust, ...