Construction and Elicitation of a Black Box Model in the Game of Bridge

Autor: Ventos, Véronique, Braun, Daniel, Deheeger, Colin, Desmoulins, Jean Pierre, Fantun, Jean Baptiste, Legras, Swann, Rimbaud, Alexis, Rouveirol, Céline, Soldano, Henry, Thépaut, Solène
Rok vydání: 2020
Předmět:
Druh dokumentu: Working Paper
Popis: We address the problem of building a decision model for a specific bidding situation in the game of Bridge. We propose the following multi-step methodology i) Build a set of examples for the decision problem and use simulations to associate a decision to each example ii) Use supervised relational learning to build an accurate and readable model iii) Perform a joint analysis between domain experts and data scientists to improve the learning language, including the production by experts of a handmade model iv) Build a better, more readable and accurate model.
Comment: vventos@nukk.ai
Databáze: arXiv