A Hurwitz Matrix is associated with a polynomial and is instrumental in determining the stability of systems in control theory. Formed from the coefficients of the polynomial, this square matrix being of full rank is a necessary and sufficient condition for the polynomial to have roots with negative real parts, ensuring stability.