A positive definite matrix is a symmetric matrix where all its eigenvalues are positive. This characteristic ensures that for any non-zero vector, the quadratic form produced by the matrix is always greater than zero, which reflects its stability and certain desirable properties in various mathematical contexts. Positive definite matrices play an essential role in optimization problems, statistical methods, and are crucial for ensuring the uniqueness of solutions in systems of equations.
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