Unsupervised Word Discovery: Boundary Detection with Clustering vs. Dynamic Programming

Simon Malan, Benjamin van Niekerk, Herman Kamper

We look at the long-standing problem of segmenting unlabeled speech into word-like segments and clustering these into a lexicon. Several previous methods use a scoring model couple…