Co-occurrence Matrix: A co-occurrence matrix is produced where the matrix dimension is and each of the element is the number of times both of the words was in a single sentence in the corpus
Matrix Factorization:Matrix Factorization algorithm is applied on the matrix to reduce the dimension of the word vector and to produce a lower dimensional dense vector.