Wikipedia: Conjugate Returns a matrix where each entry of the given matrix is conjugated.
Wikipedia: Transpose, Hermitian Returns the transpose or the hermitian of the matrix. The hermitian of a matrix is the conjugate of the transposed matrix. For a real matrix these operations return the the same result.
Wikipedia: Trace Returns the trace of the square matrix. The trace of matrix is the the sum of the diagonal entries.