Nonnegative matrices are matrices in which all the elements are equal to or greater than zero, making them particularly useful in fields like economics, statistics, and biology for modeling various real-world phenomena. They possess unique properties and theorems, such as the Perron-Frobenius theorem, which provides information about the eigenvalues and eigenvectors of such matrices.