Recall thatŷ ≡ arg max j π x (j), where we continue to assume π x (j) to have the "mixture" definition (equation 12).
let us define Note that φ x satisfies the formal requirements of a probability distribution over labels j: it is a point distribution with all its mass concentrated on Y x .