What is the purpose of using a cost matrix in the binary case?

a. To penalize correct predictions differently based on the predicted class
b. To penalize correct predictions differently based on the actual class
c. To penalize incorrect predictions differently based on the actual class
d. To penalize incorrect predictions differently based on the predicted class