Abstract: A computer implemented system produces an optimization graph in an online advertising system. The system presents at a computer, a supply of advertising inventory and advertising demand contracts, where each advertising inventory is presented as a supply node and each advertising demand contract is presented as a demand node. The system processes the supply of advertising inventory and the advertising demand contracts. For example, the system partitions the supply nodes into supply partitions and determines whether each supply node is eligible for each demand node. In addition, the system determines the number of eligible supply nodes to be drawn from each supply partition for each demand node.

Abstract: A computer implemented system produces an optimization graph in an online advertising system. The system presents at a computer, a supply of advertising inventory and advertising demand contracts, where each advertising inventory is presented as a supply node and each advertising demand contract is presented as a demand node. The system processes the supply of advertising inventory and the advertising demand contracts. For example, the system partitions the supply nodes into supply partitions and determines whether each supply node is eligible for each demand node. In addition, the system determines the number of eligible supply nodes to be drawn from each supply partition for each demand node.

Abstract: A method for indexing advertising contracts for rapid retrieval and matching in order to match only the top N satisfying contracts to advertising slots. Descriptions of advertising contracts include logical predicates indicating weighted applicability to a particular demographic. Descriptions of advertising slots also contain logical predicates indicating weighted applicability to particular demographics, thus matches are performed on the basis of a weighed score of intersecting demographics. Disclosed are structure and techniques for receiving a set of contracts with weighted predicates, preparing a data structure index of the set of contracts, receiving an advertising slot with weighted predicates, and retrieving from the data structure only the top N weighted score contracts that satisfy a match to the advertising slot predicates.