The Exponential Distribution: Time Between Poisson Events
Steve Brunton via YouTube
Overview
This 19-minute educational video explores the exponential distribution and its role in quantifying the probability of time intervals between Poisson (rare) events. Learn how to define exponential variables, understand continuous exponential variables, and apply the exponential interval formula. Discover the important "memoryless property" of the exponential distribution through practical examples including lightbulb lifetimes and radioactive decay. The video includes exercises to reinforce concepts and a formal mathematical explanation of memorylessness. Produced at the University of Washington with funding support from the Boeing Company, this lecture by Steve Brunton provides a comprehensive introduction to this important probability distribution.
Syllabus
00:00 Intro
01:09 Defining Exponential Variables
02:22 Continuous Exponential Variables
05:10 Exercises
06:56 Exponential Interval Formula
08:04 The Memoryless Property
09:15 Example: Lightbulb Lifetime
13:40 Example: Radioactive Decay
16:45 Formalizing Memorylessness
18:30 Outro
Taught by
Steve Brunton