Positive semi-definite vs positive definite

39.5k Views Asked by At

I am confused about the difference between positive semi-definite and positive definite.

May I understand that positive semi-definite means symmetric and $x'Ax \ge 0$, while positive definite means symmetric and $x'Ax \gt 0$?

1

There are 1 best solutions below

3
On BEST ANSWER

Yes. In general a matrix $A$ is called...

  • positive definite if for any vector $x \neq 0$, $x' A x > 0$
  • positive semi definite if $x' A x \geq 0$.
    • nonnegative definite if it is either positive definite or positive semi definite
  • negative definite if $x' A x < 0$.
  • negative semi definite if $x' A x \leq 0$.
    • nonpositive definite if it is either negative definite or negative semi definite
  • indefinite if it is nothing of those.

    Literature: e.g. Harville (1997) Matrix Algebra From A Statisticians's Perspective Section 14.2