Thinking about the similarities and differences between Latent Dirichlet Allocation $($LDA$),$ Non$-$Negative Matrix Factorization $($NMF$),$ Latent Semantic Indexing $($LSI$),$ and Principal Components Analysis $($PCA$),$ which of the following statements are TRUE?