Abstract: Embodiments improve a document classification system by adjusting the class vector of each class based on embedded vectors of documents known to have been misclassified by the system. Embodiments methods of adjusting the class vector may be described as machine learning.

Abstract: Embodiments improve a document classification system by adjusting the class vector of each class based on embedded vectors of documents known to have been misclassified by the system. Some embodiments use a set of misclassified documents to adjust the class vector of the class into which a document has been misclassified. Some embodiments use a set of misclassified documents to adjust the class vector of the pre-assigned class of each misclassified document. Embodiments of adjusting the class vector may be described as machine learning.

Abstract: The invention provides a method, system and computer-readable medium for storing images with related information in a relational database and using the information to order available products for a selected image over a network. A unique identifier is generated for each image, allowing different types of searches of the relational database to be performed including product-based and image-based searches. A selection of a returned image causes a cut-down version of the image and all available products to be displayed on a page. If a product is selected, a server enables a transaction for a user to order the selected product. A HTTP Cookie may be employed to store a user identifier, allowing use of user profiles for customization of particular options and displayed products.

Abstract: A method and system for using indicated text to automatically query a search engine for a database and return images that are relevant to the indicated text. At least five integrated components are employed by a client program to get, view and use a returned image. Among these is a user interface component that provides for automatically creating search criteria for a query from the indicated text and inserting a thumbnail or higher quality image into an open document. Also included is a network component that provides for detecting of a network and managing the transfer of data across the network such as the Internet and an intranet. In addition, a metadata results component provides for managing the storing, parsing and displaying of the metadata results returned from a query of the database of images.

Abstract: The invention provides a method, system and computer-readable medium for storing images with related information in a relational database and using the information to order available products for a selected image over a network. A unique identifier is generated for each image, allowing different types of searches of the relational database to be performed including product-based and image-based searches. A selection of a returned image causes a cut-down version of the image and all available products to be displayed on a page. If a product is selected, a server enables a transaction for a user to order the selected product. A HTTP Cookie may be employed to store a user identifier, allowing use of user profiles for customization of particular options and displayed products.