This presentation will discuss some of our recent work in latent semantic indexing (LSI) and its application to automated discovery. The interaction between LSI and synonymy and polysemy will be discussed along with the application of LSI to document and term-based discovery. This presentation is based on our recent presentations on the 7th Annual Hawaii Conference on Statistics, Mathematics, and Related Fields.