From differential to information geometry

F. Opitz
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引用次数: 2

Abstract

Information geometry is a new and increasing topic between statistics, estimation and differential geometry. Many amazing relationships between these domains were established through the last years. Unfortunately, it is not easy to find an easy approach to information geometry, which requires a deep understanding of differential geometry and statistics. The paper presents an easy readable introduction to information geometry, adapted from the analogies of surfaces embedded in the three dimensional space. It is shown, how well known structures like hyperbolic geometry and affine spaces occurs again in information geometry. Finally, some applications are given.
从微分几何到信息几何
信息几何是一门介于统计、估计和微分几何之间的新兴学科。在过去的几年里,这些领域之间建立了许多惊人的关系。不幸的是,要找到一种简单的信息几何方法并不容易,这需要对微分几何和统计学有深刻的理解。本文介绍了一个易于阅读的信息几何介绍,改编自嵌入三维空间的曲面类比。它显示了众所周知的结构,如双曲几何和仿射空间如何再次出现在信息几何中。最后给出了一些应用。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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