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Manindra Agrawal (born 20 May 1966) is an Indian computer scientist and director of Indian Institute of Technology, Kanpur.He is also a professor at the Department of Computer Science and Engineering at the Indian Institute of Technology, Kanpur. [1]
Non-negative matrix factorization (NMF or NNMF), also non-negative matrix approximation [1] [2] is a group of algorithms in multivariate analysis and linear algebra where a matrix V is factorized into (usually) two matrices W and H, with the property that all three matrices have no negative elements. This non-negativity makes the resulting ...
The polynomial x 2 + cx + d, where a + b = c and ab = d, can be factorized into (x + a)(x + b).. In mathematics, factorization (or factorisation, see English spelling differences) or factoring consists of writing a number or another mathematical object as a product of several factors, usually smaller or simpler objects of the same kind.
In the mathematical discipline of linear algebra, a matrix decomposition or matrix factorization is a factorization of a matrix into a product of matrices. There are many different matrix decompositions; each finds use among a particular class of problems.
Let A be a square n × n matrix with n linearly independent eigenvectors q i (where i = 1, ..., n).Then A can be factored as = where Q is the square n × n matrix whose i th column is the eigenvector q i of A, and Λ is the diagonal matrix whose diagonal elements are the corresponding eigenvalues, Λ ii = λ i.
For a commutative ring and an element , a matrix factorization of is a pair of n-by-n matrices , such that =. This can be encoded more generally as a Z / 2 {\displaystyle \mathbb {Z} /2} - graded S {\displaystyle S} -module M = M 0 ⊕ M 1 {\displaystyle M=M_{0}\oplus M_{1}} with an endomorphism
A weak factorization system (E, M) for a category C consists of two classes of morphisms E and M of C such that: [1] The class E is exactly the class of morphisms having the left lifting property with respect to each morphism in M. The class M is exactly the class of morphisms having the right lifting property with respect to each morphism in E.
If A is invertible, then the factorization is unique if we require the diagonal elements of R to be positive. If instead A is a complex square matrix, then there is a decomposition A = QR where Q is a unitary matrix (so the conjugate transpose Q † = Q − 1 {\displaystyle Q^{\dagger }=Q^{-1}} ).