"To implement the creature learning, we used a combination of methods: We used perceptron training for learning desires, and symbolic (decision-tree) learning for the opinions. Perceptron training has been used before in A-Life programs like Creatures, but decision-tree learning has not to my knowledge been used before in games."

The designer of the AI in Black & White speaks. By the way, he was a philosophy major.