Learning Word Representations with Hierarchical Sparse Coding

Dani Yogatama, Manaal Faruqui, Chris Dyer, Noah A. Smith

Abstract: We propose a new method for learning word representations using hierarchical regularization in sparse coding inspired by the linguistic study of word meanings. We show an efficient learning algorit...