Everything about Diagonal matrix
Matrix whose only nonzero elements are on its main diagonal
In linear algebra, a diagonal matrix is a matrix in which the entries outside the main diagonal are all zero; the term usually refers to square matrices. Elements of the main diagonal can either be zero or nonzero. An example of a 2×2 diagonal matrix is, while an example of a 3×3 diagonal matrix is. An identity matrix of any size, or any multiple of it is a diagonal matrix called a scalar matrix, for example,. In geometry, a diagonal matrix may be used as a scaling matrix, since matrix multiplication with it results in changing scale (size) and possibly also shape; only a scalar matrix results in uniform change in scale. Wikipedia →
🧭 Start here: a 6-step reading path
- Read the overview: Diagonal matrixA 5-minute orientation
- Skim a recent paper: Robust adaptive beamforming via covariance matrix reconstruction with diagonal loading on interference sources covariance matrixInfluential work since 2022
- Pick up a classic book: Dot JournalThe most-reprinted book on the subject
- Read the landmark paper: An estimator for the diagonal of a matrixCited 147 times
- Go sideways: Eigenvalues and eigenvectorsA closely related topic
- Go sideways: Eigendecomposition of a matrixA closely related topic
📖 Definitions
Noun A matrix in which the entries outside the main diagonal are all zero.
🏆 Landmark papers (most cited)
An estimator for the diagonal of a matrix
The diagonal equivalence of a nonnegative matrix to a stochastic matrix
Matrix Diagonal Stability and Its Implications
On Similarity and the Diagonal of a Matrix
Diagonal Acceleration for Covariance Matrix Adaptation Evolution Strategies
Stabilization by a diagonal matrix
Convergence of Matrix Iterations Subject to Diagonal Dominance
Cyclic and diagonal products on a matrix
🆕 Influential since 2022
Robust adaptive beamforming via covariance matrix reconstruction with diagonal loading on interference sources covariance matrix
Semi-supervised non-negative matrix tri-factorization with adaptive neighbors and block-diagonal learning
Reduced matrix integrable hierarchies via group reduction involving off-diagonal block matrices
Monte Carlo Methods for Estimating the Diagonal of a Real Symmetric Matrix
The diagonal behaviour of the one-particle Coulombic density matrix
📚 Books worth reading
- 📕Dot JournalP. K. PK Designs · 2018
Linear algebra and its applicationsDavid C. Lay, Lay · 1994
Linear Algebra with ApplicationsGareth Williams · 1984
Mathematical Methods in the Physical SciencesMary L. Boas, Mary Layne Boas · 1966
Introduction to linear algebraGilbert Strang · 1998
Introduction to Multiple Time Series AnalysisHelmut Lütkepohl, Helmut Lutkepohl · 1991- 📕High-Dimensional Covariance Matrix EstimationSakai Ando, Mingmei Xiao · 2023
Matrix tricks for linear statistical modelsSimo Puntanen · 2011
Ranked by number of editions on Open Library, a rough measure of how lasting a book is.
🔗 Related topics
- Eigenvalues and eigenvectors In linear algebra, an eigenvector (/ˈaɪɡən-/ EYE-gən-) or characteristic vector is a (nonzero) vector that has its direction unchanged (or reversed) by…
- Eigendecomposition of a matrix In linear algebra, eigendecomposition (also known as eigenvalue decomposition or EVD) is a factorization of a matrix A into a canonical form given by A=QDQ−𝟣…
- Hermitian matrix In mathematics, a Hermitian matrix (or self-adjoint matrix) is a square matrix with complex-valued entries that is equal to its own conjugate transpose…
- Spectral theorem In linear algebra and functional analysis, a spectral theorem is a result about when a linear operator or matrix can be diagonalized (that is, represented…
- Eigenvalue algorithm In numerical analysis, one of the most important problems is designing efficient and stable algorithms for finding the eigenvalues of a matrix. These eigenvalue…
- Matrix analysis In mathematics, particularly in linear algebra and applications, matrix analysis is the study of matrices and their algebraic properties. Some particular…
- Diagonalizable matrix In linear algebra, a square matrix A is called diagonalizable or non-defective if it is similar to a diagonal matrix. That is, if there exists an invertible…
- Glossary of linear algebra This glossary of linear algebra is a list of definitions and terms relevant to the field of linear algebra, the branch of mathematics concerned with linear…