Abstract: A system for facilitating analysis of dimensionality-reduced data is configurable to: (i) access an input dataset; (ii) generate a plurality of dimensionality-reduced datasets based on the input dataset; (iii) for each particular dimensionality-reduced dataset: generate one or more digital signals and apply digital signal processing to determine one or more relevance scores for the particular dimensionality-reduced dataset; and (iv) (a) generate a report based on the one or more relevance scores associated with each particular dimensionality-reduced dataset or (b) present at least a set of dimensionality-reduced datasets of the plurality of dimensionality-reduced datasets on a user interface, wherein the set of dimensionality-reduced datasets is selected based on the one or more relevance scores associated with the set of dimensionality-reduced datasets satisfying one or more conditions.