Abstract: A computer system includes memory hardware configured to store a machine learning model, historical feature vector inputs, and computer-executable instructions, and processor hardware configured to execute the instructions. The instructions include training a first machine learning model with the historical feature vector inputs to generate a title score output, and training a second machine learning model with the historical feature vector inputs to generate a background score output. For each entity in a set, the instructions include processing a title feature vector input with the first machine learning model, and processing a background feature vector with a second machine learning model, to generate a tittle score output and a background score output each indicative of a likelihood that the entity is a decision entity. The instructions include automatically distributing structured campaign data to the entity based on the title score output and the background score output.

Abstract: Systems and methods are provided to facilitate search of listings of businesses according to opening date or age of the businesses at their current business locations. For example, a user may submit a search request for listings of new businesses (e.g., the businesses having the “Grand Opening” status) at a location specified by the user.

Abstract: Systems and methods are provided to facilitate search of listings of businesses according to opening date or age of the businesses at their current business locations. For example, a user may submit a search request for listings of new businesses (e.g., the businesses having the “Grand Opening” status) at a location specified by the user.

Abstract: A signaling aggregator and method for signal aggregation alleviate port exhaustion at network nodes such as mobile switching centers (MSCs), home location registers (HLRs), and other signaling network nodes. The signaling aggregator is inserted between any signaling node requiring a plurality of signaling links, to relieve signaling port exhaustion. The signaling aggregator is connected to the signaling node by a high-speed linkset and transparently transfers signaling messages between the signaling node and other signaling nodes connected to the signaling aggregator. The signaling aggregator masquerades as the signaling node to the other signaling nodes, utilizing the point code of the signaling node in the originating point code (OPC) field of signaling messages sent to the other signaling nodes. The signal aggregator may also provide protocol conversion between two or more signaling protocols. Mated signaling aggregators are used to provide redundancy.