论文标题

桥梁游戏中的黑匣子模型的构建和启发

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

论文作者

Ventos, Véronique, Braun, Daniel, Deheeger, Colin, Desmoulins, Jean Pierre, Fantun, Jean Baptiste, Legras, Swann, Rimbaud, Alexis, Rouveirol, Céline, Soldano, Henry, Thépaut, Solène

论文摘要

我们解决了为桥梁游戏中特定招标情况建立决策模型的问题。我们提出以下多步方法i)为决策问题构建了一组示例,并使用模拟将决策与每个示例相关联II)使用监督的关系学习来构建准确且可读的模型III)进行域专家和数据科学家之间的联合分析,以改善学习语言,包括Andramade Model IV的专家IV的生产,建立一个更好的读取和精确的模型。

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.

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