Questions tagged [pseudoinverse]

The operator which best approximates a solution to a linear system with a singular (non-invertible) matrix.: e.g., the Moore-Penrose pseudoinverse. Use when a question concerns a matrix that is probably singular.

This tag applies to, but is not restricted to:

Moore-Penrose Pseudoinverse

(also "Generalized Inverse") For linear operators and matrices that are not invertible there still exists a unique Moore-Penrose Pseudoinverse $A^+$ which fulfils the following conditions:

  • $A A^+A = A$ ($AA^+$ need not be the general identity matrix, but it maps all column vectors of $A$ to themselves);
  • $A^+A A^+ = A^+$ ($A^+$ is a weak inverse for the multiplicative semigroup);
  • $(AA^+)^* = AA^+$ ($AA^+$ is Hermitian); and
  • $(A^+A)^* = A^+A$ ($A^+A$ is also Hermitian).

Use it: when the Matrix/Operator involved is (probably) singular
Don't use it: when the Matrix/Operator is definitely invertible or its state is unknown

536 questions
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Computing the pseudoinverse of a $2 \times 2$ matrix

If $A=\left(\begin{array}{cc}1&1\\1&1\end{array}\right)$. How to calculate and prove that the Moore Penrose pseudoinverse of $A$ is equal to $\left(\begin{array}{cc}\frac{1}{4}&\frac{1}{4}\\\frac{1}{4}&\frac{1}{4}\end{array}\right)$? And thank you…
Student
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One quick question about Moore–Penrose inverse of a symmetric matrix

I was wondering whether the following equation is correct, and why if so. Here the $ \left( A\right)^{+} $ is the MP inverse of matrix A. $$ \left(A^{\top} A\right)^{+}A^{\top} =\lim _{\rho \rightarrow 0}\left(A^{\top} A+\rho I\right)^{-1}…
Jie Wei
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Pseudo-inverses equivalence

I am wondering what is the relation between Pseudo-inverses and the following: $Ax=b$, when $A$ is singular, then $x = \left( A^T A \right)^{-1} \left(A^T b \right)$. Then, what is the difference between $\left(A^T A\right)^{-1} A^T$ and $A^+$?
Wong
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Left PseudoInverse and Right Pseudoinverse in Linear Algebra

While reading pseudoinverse topic in Linear algebra i got confused in following Statements : 1) Left Pseudoinverse of a matrix is Projection onto Row space of a matrix. 2) Right Pseudoinverse of a matrix is projection onto Column space of a…