A Positive Definite matrix, in a formal definition, is to define a Symmetric Matrix that satisfies the following condition:
A matrix is said to be positive definite if for any non-zero vector , if
It may be too abstract to understand this concept, but thinking in single variable case:
Consider , if , then for any , , so the matrix is positive definite. It ensures the positivity.