Proof of the contraction mapping theorem

学的这个课程

强化学习的数学原理_中国大学MOOC(慕课)

算是强化学习里面很火的课程了(゚∀゚)

老师的讲义和书都是英文的,可以看看啊,词汇都不难,主要是理解一些专业词汇

这个是第三章里面压缩映射定理的证明,正好学习一下Latex

CSDN里面公式显示好像不太稳定,可以直接去看书

1. we prove that the sequence with is convergent.

the proof relies on Cauchy sequences: for any small , there exists such that for all

if we simply have , it is insufficient to claim that the sequence is a Cauchy sequence. For example, it holds that for , but apparently, it diverges.

we next show that is a Cauchy sequence and hence converges.

first, since is a contraction mapping, we have

thus,we have

since ,we know that converges to zero exponentially fast as given any

we need to futher consider for any . In particular,

Therefore, this sequence is Cauchy and hence converges to a limit point denoted as

2. we show that the limit is a fixed point.

converges to zero exponentially fast

3. we show that the fixed point is unique.

suppose that there is another fixed point , then

this inequality holds if and only if . therefore,

4. we show that converges to exponentially fast as

相关推荐
Maddie_Mo1 小时前
Unity 联动 Trae AI 项目开发基础教学
人工智能·unity·游戏引擎
光锥智能1 小时前
Google 与百度同步布局智能体:AI 竞争进入全栈能力比拼阶段
人工智能·百度
一点一木7 小时前
深度体验TRAE SOLO移动端7天:作为独立开发者,我把工作流揣进了兜里
前端·人工智能·trae
Lee川8 小时前
mini-cursor 揭秘:从 Tool 定义到 Agent 循环的完整实现
前端·人工智能·后端
weelinking8 小时前
【产品】00_产品经理用Claude实现产品系列介绍
数据库·人工智能·sql·数据挖掘·github·产品经理
Dlrb12118 小时前
C语言-指针三
c语言·算法·指针·const·命令行参数
Agent产品评测局8 小时前
制造业模具管理AI系统,主流产品能力对比详解:2026年智能制造选型深度洞察
人工智能·ai·chatgpt·制造
Tisfy8 小时前
LeetCode 2540.最小公共值:双指针(O(m+n))
算法·leetcode·题解·双指针
IronMurphy9 小时前
【算法四十七】152. 乘积最大子数组
算法
研华科技Advantech9 小时前
如何用一套实训设备,打通工业AI预测性维护技术全流程?
人工智能