论文标题
命名游戏动态的鸟眼观点：从特质比赛到贝叶斯推断
A Bird's-Eye View of Naming Game Dynamics: From Trait Competition to Bayesian Inference
论文作者
论文摘要
本贡献回顾了一组不同版本的基本命名游戏模型，在基本拓扑或调节代理之间相互作用的机制上有所不同。我们还包括最近引入的贝叶斯命名游戏模型，该模型将基本命名游戏模型的社会动态与Tenenbaum和同事推出的贝叶斯学习框架相结合。后一个模型超出了标准符号学动力学模型的名称和概念的固定性质和相应的单次学习过程，它通过动态描述代理如何根据贝叶斯推论的原理从几个示例中概括一个概念。
The present contribution reviews a set of different versions of the basic naming game model, differing in the underlying topology or in the mechanisms regulating the interactions between agents. We include also a Bayesian naming game model recently introduced, which merges the social dynamics of the basic naming game model with the Bayesian learning framework introduced by Tenenbaum and co-workers. The latter model goes beyond the fixed nature of names and concepts of standard semiotic dynamics models and the corresponding one-shot learning process, by describing dynamically how agents can generalize a concept from a few examples, according to principles of Bayesian inference.
