no code implementations • 31 May 2024 • Qianqian Qi, David J. Hessen, Peter G. M. van der Heijden
Popular word embedding methods such as GloVe and Word2Vec are related to the factorization of the pointwise mutual information (PMI) matrix.
no code implementations • 14 Mar 2023 • Qianqian Qi, David J. Hessen, Peter G. M. van der Heijden
The elements of the raw document-term matrix are weighted, and the weighting exponent of singular values is adjusted to improve the performance of LSA.
no code implementations • 25 Jul 2021 • Qianqian Qi, David J. Hessen, Tejaswini Deoskar, Peter G. M. van der Heijden
In this article, we present a theoretical analysis and comparison of the two techniques in the context of document-term matrices.