be decomposed via the LU decomposition. The LU decomposition factorizes a matrix into a lower triangular matrix L and an upper triangular matrix U. The...
26 KB (3,580 words) - 22:14, 20 February 2025
In linear algebra, the singular value decomposition (SVD) is a factorization of a real or complex matrix into a rotation, followed by a rescaling followed...
91 KB (14,592 words) - 16:06, 16 June 2025
this way. When the matrix being factorized is a normal or real symmetric matrix, the decomposition is called "spectral decomposition", derived from the...
40 KB (5,590 words) - 01:51, 27 February 2025
Cholesky decomposition or Cholesky factorization (pronounced /ʃəˈlɛski/ shə-LES-kee) is a decomposition of a Hermitian, positive-definite matrix into the...
56 KB (9,092 words) - 18:46, 28 May 2025
the Crout matrix decomposition is an LU decomposition which decomposes a matrix into a lower triangular matrix (L), an upper triangular matrix (U) and,...
3 KB (363 words) - 17:32, 5 September 2024
decomposition, also known as a QR factorization or QU factorization, is a decomposition of a matrix A into a product A = QR of an orthonormal matrix Q...
30 KB (5,100 words) - 00:34, 9 May 2025
lower–upper (LU) decomposition or factorization factors a matrix as the product of a lower triangular matrix and an upper triangular matrix (see matrix multiplication...
54 KB (8,677 words) - 22:02, 11 June 2025
In mathematics, the polar decomposition of a square real or complex matrix A {\displaystyle A} is a factorization of the form A = U P {\displaystyle A=UP}...
26 KB (4,272 words) - 13:01, 26 April 2025
decomposition or Schur triangulation, named after Issai Schur, is a matrix decomposition. It allows one to write an arbitrary complex square matrix as...
12 KB (1,494 words) - 21:44, 14 June 2025
Nonnegative Matrix Factorization (DNMF), Scalable Nonnegative Matrix Factorization (ScalableNMF), Distributed Stochastic Singular Value Decomposition. Online:...
68 KB (7,783 words) - 02:31, 2 June 2025
mathematics, and in particular modular representation theory, a decomposition matrix is a matrix that results from writing the irreducible ordinary characters...
1 KB (115 words) - 21:03, 14 April 2025
Singular value decomposition M = UΣVT, U and V orthogonal, Σ diagonal matrix Eigendecomposition of a symmetric matrix (decomposition according to the...
36 KB (4,802 words) - 21:06, 14 April 2025
The main tensor decompositions are: Tensor rank decomposition; Higher-order singular value decomposition; Tucker decomposition; matrix product states,...
7 KB (760 words) - 06:09, 26 May 2025
constraint satisfaction, query optimization, and matrix decomposition. The concept of tree decomposition was originally introduced by Rudolf Halin (1976)...
12 KB (1,537 words) - 04:11, 25 September 2024
This decomposition is closely related to the singular value decomposition of a matrix and is known as an 'Euler' or 'Bloch-Messiah' decomposition. The...
17 KB (2,574 words) - 06:59, 17 June 2025
is unitarily similar to a diagonal matrix, as a consequence of the spectral theorem. Thus, U has a decomposition of the form U = V D V ∗ , {\displaystyle...
10 KB (1,331 words) - 16:14, 3 June 2025
Hessenberg matrix has zero entries above the first superdiagonal. They are named after Karl Hessenberg. A Hessenberg decomposition is a matrix decomposition of...
11 KB (1,958 words) - 21:04, 14 April 2025
{\displaystyle M^{\frac {1}{2}}} for any such decomposition, or specifically for the Cholesky decomposition, or any decomposition of the form M = B B ; {\displaystyle...
50 KB (8,817 words) - 17:28, 20 May 2025
algebra, the complete orthogonal decomposition is a matrix decomposition. It is similar to the singular value decomposition, but typically somewhat cheaper...
6 KB (764 words) - 15:58, 16 December 2024
easier. The LU decomposition factors matrices as a product of lower (L) and an upper triangular matrices (U). Once this decomposition is calculated, linear...
117 KB (14,301 words) - 18:18, 18 June 2025
Block LU decomposition is a matrix decomposition of a block matrix into a lower block triangular matrix L and an upper block triangular matrix U. This...
3 KB (617 words) - 20:51, 3 June 2024
In mathematics, the Cartan decomposition is a decomposition of a semisimple Lie group or Lie algebra, which plays an important role in their structure...
9 KB (1,499 words) - 01:00, 15 April 2025
Numerical linear algebra (redirect from Computational matrix algebra)
problems is a reason to favour matrix decomposition methods like using the singular value decomposition. Some matrix decomposition methods may be unstable,...
20 KB (2,769 words) - 17:53, 18 June 2025
the LU decomposition algorithm, an invertible matrix may be written as the product of a lower triangular matrix L and an upper triangular matrix U if and...
21 KB (3,152 words) - 21:09, 14 April 2025
matrix A as BTB = A, as in the Cholesky factorization, even if BB ≠ A. This distinct meaning is discussed in Positive definite matrix § Decomposition...
29 KB (4,651 words) - 22:14, 17 March 2025
as sum of a symmetric and a skew-symmetric matrix. This decomposition is known as the Toeplitz decomposition. Let Mat n {\displaystyle {\mbox{Mat}}_{n}}...
17 KB (2,812 words) - 21:08, 14 April 2025
diagonal matrix whose diagonal values are in general complex. The left and right singular vectors in the singular value decomposition of a normal matrix A =...
13 KB (1,665 words) - 01:24, 23 May 2025
Gertrude Mary Cox Scholarship in 2008. Her doctoral thesis, A penalized matrix decomposition, and its applications was supervised by Robert Tibshirani. She worked...
14 KB (1,072 words) - 22:08, 13 April 2025
Principal component analysis (category Matrix decompositions)
multivariate quality control, proper orthogonal decomposition (POD) in mechanical engineering, singular value decomposition (SVD) of X (invented in the last quarter...
117 KB (14,851 words) - 06:44, 17 June 2025
Moore–Penrose inverse (redirect from Moore-Penrose Matrix Inverse)
pseudoinverse can be expressed leveraging the singular value decomposition. Any matrix can be decomposed as A = U D V ∗ {\displaystyle A=UDV^{*}} for some isometries...
47 KB (7,644 words) - 15:51, 13 April 2025