Non-negative matrices are matrices where all elements are equal to or greater than zero, commonly used in various fields like economics, statistics, and computer science due to their properties in modeling and optimization problems. They are particularly important in linear algebra for applications involving Markov chains, graph theory, and non-negative matrix factorization.