This paper introduces a simple evaluation function for multiple instance learning that admits an optimistic pruning strategy. We demonstrate comparable results to state of the art methods using significantly fewer computational resources. Key words: Multiple-instance learning, optimistic pruning, chi-squared. PACS: code, code