Patent attributes
A method for determining quality signals for offer campaigns comprises an offer system that receives information submitted by users, and analyzes it to learn features of each user and detect patterns. The offer system clusters the users, and transmits an offer to a limited number of users in each user cluster. It receives notification that a user interacted with the offer and determines a conversion rate for each cluster. If the conversion rate exceeds a pre-defined threshold, the offer system transmits the offer to the remaining users in the cluster. Alternatively, the features of the users are rendered into a multi-dimensional graph that plots the distribution of the users. The offer system marks a representation of each user that interacts with the offer on the graph to determine groupings of users. The offer system transmits the offer to the remaining users in each group.
