A positive-definite matrix is a symmetric matrix with all positive eigenvalues, ensuring that it defines a positive quadratic form. This property is crucial in optimization, statistics, and numerical analysis, as it guarantees the existence of unique solutions and stability in various mathematical and engineering applications.