Skip to main content
deleted 1 character in body
Source Link
Felix Goldberg
  • 7k
  • 4
  • 31
  • 55

I have been trying to find an analytical expression for the following:

$\frac{\partial {X^{+}}}{\partial {X}}$

In my case, $X$ has a constant rank. I've found the formula for differentiating a pseudoinverse in Goulob'sGolub's paper (equation 4.12):

$$ \frac{\mathrm d}{\mathrm d x} A^+(x) = -A^+ \left( \frac{\mathrm d}{\mathrm d x} A \right) A^+ +A^+ A{^+}^T \left( \frac{\mathrm d}{\mathrm d x} A^T \right) (1-A A^+) + (1-A^+ A) \left( \frac{\mathrm d}{\mathrm d x} A^T \right) A{^+}^T A^+ $$

but I can't see how to input the original matrix.

I have been trying to find an analytical expression for the following:

$\frac{\partial {X^{+}}}{\partial {X}}$

In my case, $X$ has a constant rank. I've found the formula for differentiating a pseudoinverse in Goulob's paper (equation 4.12):

$$ \frac{\mathrm d}{\mathrm d x} A^+(x) = -A^+ \left( \frac{\mathrm d}{\mathrm d x} A \right) A^+ +A^+ A{^+}^T \left( \frac{\mathrm d}{\mathrm d x} A^T \right) (1-A A^+) + (1-A^+ A) \left( \frac{\mathrm d}{\mathrm d x} A^T \right) A{^+}^T A^+ $$

but I can't see how to input the original matrix.

I have been trying to find an analytical expression for the following:

$\frac{\partial {X^{+}}}{\partial {X}}$

In my case, $X$ has a constant rank. I've found the formula for differentiating a pseudoinverse in Golub's paper (equation 4.12):

$$ \frac{\mathrm d}{\mathrm d x} A^+(x) = -A^+ \left( \frac{\mathrm d}{\mathrm d x} A \right) A^+ +A^+ A{^+}^T \left( \frac{\mathrm d}{\mathrm d x} A^T \right) (1-A A^+) + (1-A^+ A) \left( \frac{\mathrm d}{\mathrm d x} A^T \right) A{^+}^T A^+ $$

but I can't see how to input the original matrix.

I have been trying to find an analytical expression for the following:

$\frac{\partial {X^{+}}}{\partial {X}}$

In my case, $X$ has a constant rank. I've found the formula for differentiating a pseudoinverse in Goulob's paper (equation 4.12):

$$ \frac{\mathrm d}{\mathrm d x} A^+(x) = -A^+ \left( \frac{\mathrm d}{\mathrm d x} A \right) A^+ +A^+ A{^+}^T \left( \frac{\mathrm d}{\mathrm d x} A^T \right) (1-A A^+) + (1-A^+ A) \left( \frac{\mathrm d}{\mathrm d x} A^T \right) A{^+}^T A^+ $$

but I can't see how to input the original matrix. I've tried

$$ \frac{\mathrm d}{\mathrm d A} A^+(A) = -A^+ \left( \frac{\mathrm d}{\mathrm d A} A \right) A^+ +A^+ A{^+}^T \left( \frac{\mathrm d}{\mathrm d A} A^T \right) (1-A A^+) + (1-A^+ A) \left( \frac{\mathrm d}{\mathrm d A} A^T \right) A{^+}^T A^+ $$

but it doesn't seem to give the right answers. What should $\frac{\mathrm d A^T}{\mathrm d A}$ and $\frac{\mathrm d A}{\mathrm d A}$ evaluate to?

I have been trying to find an analytical expression for the following:

$\frac{\partial {X^{+}}}{\partial {X}}$

In my case, $X$ has a constant rank. I've found the formula for differentiating a pseudoinverse in Goulob's paper (equation 4.12):

$$ \frac{\mathrm d}{\mathrm d x} A^+(x) = -A^+ \left( \frac{\mathrm d}{\mathrm d x} A \right) A^+ +A^+ A{^+}^T \left( \frac{\mathrm d}{\mathrm d x} A^T \right) (1-A A^+) + (1-A^+ A) \left( \frac{\mathrm d}{\mathrm d x} A^T \right) A{^+}^T A^+ $$

but I can't see how to input the original matrix. I've tried

$$ \frac{\mathrm d}{\mathrm d A} A^+(A) = -A^+ \left( \frac{\mathrm d}{\mathrm d A} A \right) A^+ +A^+ A{^+}^T \left( \frac{\mathrm d}{\mathrm d A} A^T \right) (1-A A^+) + (1-A^+ A) \left( \frac{\mathrm d}{\mathrm d A} A^T \right) A{^+}^T A^+ $$

but it doesn't seem to give the right answers. What should $\frac{\mathrm d A^T}{\mathrm d A}$ and $\frac{\mathrm d A}{\mathrm d A}$ evaluate to?

I have been trying to find an analytical expression for the following:

$\frac{\partial {X^{+}}}{\partial {X}}$

In my case, $X$ has a constant rank. I've found the formula for differentiating a pseudoinverse in Goulob's paper (equation 4.12):

$$ \frac{\mathrm d}{\mathrm d x} A^+(x) = -A^+ \left( \frac{\mathrm d}{\mathrm d x} A \right) A^+ +A^+ A{^+}^T \left( \frac{\mathrm d}{\mathrm d x} A^T \right) (1-A A^+) + (1-A^+ A) \left( \frac{\mathrm d}{\mathrm d x} A^T \right) A{^+}^T A^+ $$

but I can't see how to input the original matrix.

added 418 characters in body
Source Link
Tarrare
  • 143
  • 5

I have been trying to find an analytical expression for the following:

$\frac{\partial {X^{+}}}{\partial {X}}$

In my case, $X$ has a constant rank. I've found the formula for differentiating a pseudoinverse in Goulob's paper (equation 4.12),:

$$ \frac{\mathrm d}{\mathrm d x} A^+(x) = -A^+ \left( \frac{\mathrm d}{\mathrm d x} A \right) A^+ +A^+ A{^+}^T \left( \frac{\mathrm d}{\mathrm d x} A^T \right) (1-A A^+) + (1-A^+ A) \left( \frac{\mathrm d}{\mathrm d x} A^T \right) A{^+}^T A^+ $$

but I can't see how to input the original matrix:. I've tried

$$ \frac{\mathrm d}{\mathrm d x} A^+(x) = -A^+ \left( \frac{\mathrm d}{\mathrm d x} A \right) A^+ +A^+ A{^+}^T \left( \frac{\mathrm d}{\mathrm d x} A^T \right) (1-A A^+) + (1-A^+ A) \left( \frac{\mathrm d}{\mathrm d x} A^T \right) A{^+}^T A^+ $$$$ \frac{\mathrm d}{\mathrm d A} A^+(A) = -A^+ \left( \frac{\mathrm d}{\mathrm d A} A \right) A^+ +A^+ A{^+}^T \left( \frac{\mathrm d}{\mathrm d A} A^T \right) (1-A A^+) + (1-A^+ A) \left( \frac{\mathrm d}{\mathrm d A} A^T \right) A{^+}^T A^+ $$

but it doesn't seem to give the right answers. What should $\frac{\mathrm d A^T}{\mathrm d A}$ and $\frac{\mathrm d A}{\mathrm d A}$ evaluate to?

I have been trying to find an analytical expression for the following:

$\frac{\partial {X^{+}}}{\partial {X}}$

In my case, $X$ has a constant rank. I've found the formula for differentiating a pseudoinverse in Goulob's paper (equation 4.12), but I can't see how to input the original matrix:

$$ \frac{\mathrm d}{\mathrm d x} A^+(x) = -A^+ \left( \frac{\mathrm d}{\mathrm d x} A \right) A^+ +A^+ A{^+}^T \left( \frac{\mathrm d}{\mathrm d x} A^T \right) (1-A A^+) + (1-A^+ A) \left( \frac{\mathrm d}{\mathrm d x} A^T \right) A{^+}^T A^+ $$

I have been trying to find an analytical expression for the following:

$\frac{\partial {X^{+}}}{\partial {X}}$

In my case, $X$ has a constant rank. I've found the formula for differentiating a pseudoinverse in Goulob's paper (equation 4.12):

$$ \frac{\mathrm d}{\mathrm d x} A^+(x) = -A^+ \left( \frac{\mathrm d}{\mathrm d x} A \right) A^+ +A^+ A{^+}^T \left( \frac{\mathrm d}{\mathrm d x} A^T \right) (1-A A^+) + (1-A^+ A) \left( \frac{\mathrm d}{\mathrm d x} A^T \right) A{^+}^T A^+ $$

but I can't see how to input the original matrix. I've tried

$$ \frac{\mathrm d}{\mathrm d A} A^+(A) = -A^+ \left( \frac{\mathrm d}{\mathrm d A} A \right) A^+ +A^+ A{^+}^T \left( \frac{\mathrm d}{\mathrm d A} A^T \right) (1-A A^+) + (1-A^+ A) \left( \frac{\mathrm d}{\mathrm d A} A^T \right) A{^+}^T A^+ $$

but it doesn't seem to give the right answers. What should $\frac{\mathrm d A^T}{\mathrm d A}$ and $\frac{\mathrm d A}{\mathrm d A}$ evaluate to?

added 307 characters in body
Source Link
Tarrare
  • 143
  • 5
Loading
added 40 characters in body
Source Link
Tarrare
  • 143
  • 5
Loading
edited title
Link
Tarrare
  • 143
  • 5
Loading
Source Link
Tarrare
  • 143
  • 5
Loading