This is a review to appear as a contribution to the edited volume "Spin Glass Theory & Far Beyond - Replica Symmetry Breaking after 40 Years", World Scientific. It showcases a selection of contributions from the spin glass community at large to high-dimensional statistics, by focusing on three important graph-based models and methodologies having deeply impacted the field: inference of graphs (a.k.a. direct coupling analysis), inference from graphs (the community detection problem), and the dynamic cavity method, which in particular allows for inference from graphs encoding causal relations.

翻译：这是对编辑卷《玻璃表面理论和远处——40年后的复制性对称突破》“世界科学”的评述。它展示了从整个玻璃圆玻璃圈到高维统计的一些贡献,侧重于对领域产生深刻影响的三种重要的图表模型和方法:图表推论(a.k.a.直接组合分析)、图表推论(社区探测问题)和动态洞穴方法,特别是允许从图表编码因果关系中推断。