Abstract: An automated method for allowing multiple users to independently analyze a corpus of digital information having discrete elements by providing two or more users access to one or more initial training source of digital information, allowing the users to each define a set of categories, automatically generating a group of digital features associated with at least two of the discrete elements, automatically associating a subset of the discrete elements with at least one of the categories, and automatically determining at least one combination of features and transformed features that identifies at least one of the categories.

Abstract: A method and apparatus for analyzing, organizing and manipulating data for use by computer-executable programs by performing the steps of providing a set of documents wherein each document is provided from a document source, mapping the documents to a location in multi-dimensional space wherein each document's position in multidimensional space is determined as a function of the document's relationship to other documents and is expressed as a signature for that document, identifying a unique identifier for each document, providing a graphical representation of the documents, and associating the graphical representation of each document with the document source using the unique identifier so that any manipulation of the graphical representation of the document will result in a corresponding manipulation of the document in at least one computer executable program.

Abstract: Apparatuses, data structures, and computer-implemented methods for mapping relations of items as those items occur in sets, and/or as they are associated with sets, locations and/or attributes are disclosed according to some aspects. In one embodiment, mapping comprises ingesting a corpus of data having one or more initial sets, which comprise one or more initial items, and creating a content map. The content map comprises a mapping of each initial set to one or more content lists wherein entries in a particular content list correspond to initial items in a particular initial set. The mapping of relations can further comprise defining one or more derived sets as combinations, aggregations, or segmentations of one or more of the initial sets and transforming the content map to generate a concordance.