Abstract: A robust knowledge-based management and sharing system organized by context for context-based searching and retrieval of relevant information is disclosed. The described embodiments and techniques are used to automatically generate user profile data and organize it around one or more contexts associated with users such as their projects, products, or customers; or around users' expertise such as their competencies, knowledge, and experience. At least certain embodiments include a graphical user interface that is configured to display the automatically generated user profiles categorized based on a given expertise or context associated with the end-user.

Abstract: A robust knowledge-based management and sharing system organized by context for context-based searching and retrieval of relevant information is disclosed. The described embodiments and techniques are used to automatically generate user profile data and organize it around one or more contexts associated with users such as their projects, products, or customers; or around users' expertise such as their competencies, knowledge, and experience. At least certain embodiments include a graphical user interface that is configured to display the automatically generated user profiles categorized based on a given expertise or context associated with the end-user.

Abstract: A dynamic vertical network management system is adapted to broker, between each publisher of a group of publishers and each advertiser of a group of advertisers, the sale of at least a portion of the each publisher's inventory of advertisement impressions. At least a portion of the advertisers are clients of a dynamic vertical network operator (DVN) with the DVN purchasing inventory from the publisher and utilizing such purchased inventory to fulfill advertising orders placed by the client with the DVN (network orders). A publisher data store stores, for each publisher of the group of publishers, a group of segmented ad placements. Each segmented ad placement comprises: i) a placement ID identifying an advertisement placement region within a web page; and ii) at least one distinguishing traffic attribute parameter. An advertisement-order data store stores, for each segmented ad placement, a group of advertisement orders.