ListNet

The major question with the listwise approach is how to define a function that can represent the difference between the generated ranking list and the one given as target. To provide an answer to this question, the authors of ListNet propose to use a probabilistic method, considering for this two models, the permutation probability and the top one probability. The objective of the learning step can be formalized as the minimization of the total losses with respect to the training data.