论文标题
生成对抗网(GAN)的数学介绍
A Mathematical Introduction to Generative Adversarial Nets (GAN)
论文作者
论文摘要
自从Goodfellow等人2014年开创性的工作以来,生成的对抗网(GAN)受到了广泛的关注。这种关注导致了甘斯的新思想,技术和应用的爆炸。为了更好地了解甘斯,我们需要了解它们背后的数学基础。本文试图从数学角度提供gan的概述。许多数学领域的学生可能会发现有关甘斯的论文更加难以充分理解,因为其中大多数是从计算机科学和工程师的角度写的。本文的目的是为更多以数学为导向的学生介绍一种更熟悉的语言的gan介绍。
Generative Adversarial Nets (GAN) have received considerable attention since the 2014 groundbreaking work by Goodfellow et al. Such attention has led to an explosion in new ideas, techniques and applications of GANs. To better understand GANs we need to understand the mathematical foundation behind them. This paper attempts to provide an overview of GANs from a mathematical point of view. Many students in mathematics may find the papers on GANs more difficulty to fully understand because most of them are written from computer science and engineer point of view. The aim of this paper is to give more mathematically oriented students an introduction to GANs in a language that is more familiar to them.