Skip to main content Accessibility help
×
Hostname: page-component-8448b6f56d-42gr6 Total loading time: 0 Render date: 2024-04-23T09:55:44.574Z Has data issue: false hasContentIssue false

2 - Probability Theory

Published online by Cambridge University Press:  03 February 2010

Hans von Storch
Affiliation:
Universität Hamburg
Francis W. Zwiers
Affiliation:
University of Victoria, British Columbia
Get access

Summary

Introduction

The General Idea. The basic ideas behind probability theory are as simple as those associated with making lists-the prospect of computing probabilities or thinking in a ‘probabilistic’ manner should not be intimidating. Conceptually, the steps required to compute the chance of any particular event are as follows.

  • Define an experiment and construct an exhaustive description of its possible outcomes.

  • Determine the relative likelihood of each outcome.

  • Determine the probability of each outcome by comparing its likelihood with that of every other possible outcome.

We demonstrate these steps with two simple examples. In the first we consider three tosses of an honest coin. The second example deals with the rainfall in winter at West Glacier in Washington State (USA).

Simple Events and the Sample Space. The sample space, denoted by S, is a list of possible outcomes of an experiment, where each item in the list is a simple event, that is, an experimental outcome that cannot be decomposed into yet simpler outcomes. For example, in the case of three consecutive tosses of a fair coin, the simple events are S = {HHH, HHT, HTH, THH, TTH, THT, HTT, TTT} with H = ‘head’ and T = ‘tail’ Another description of the possible outcomes of the coin tossing experiment is {‘three heads’, ‘two heals’, ‘one head’, ‘no heads’}. However, this is not a list of simple events since some of the outcomes, such as {‘two heads’}, can occur in several ways.

Type
Chapter
Information
Publisher: Cambridge University Press
Print publication year: 1999

Access options

Get access to the full version of this content by using one of the access options below. (Log in options will check for institutional or personal access. Content may require purchase if you do not have access.)

Save book to Kindle

To save this book to your Kindle, first ensure coreplatform@cambridge.org is added to your Approved Personal Document E-mail List under your Personal Document Settings on the Manage Your Content and Devices page of your Amazon account. Then enter the ‘name’ part of your Kindle email address below. Find out more about saving to your Kindle.

Note you can select to save to either the @free.kindle.com or @kindle.com variations. ‘@free.kindle.com’ emails are free but can only be saved to your device when it is connected to wi-fi. ‘@kindle.com’ emails can be delivered even when you are not connected to wi-fi, but note that service fees apply.

Find out more about the Kindle Personal Document Service.

  • Probability Theory
  • Hans von Storch, Universität Hamburg, Francis W. Zwiers, University of Victoria, British Columbia
  • Book: Statistical Analysis in Climate Research
  • Online publication: 03 February 2010
  • Chapter DOI: https://doi.org/10.1017/CBO9780511612336.003
Available formats
×

Save book to Dropbox

To save content items to your account, please confirm that you agree to abide by our usage policies. If this is the first time you use this feature, you will be asked to authorise Cambridge Core to connect with your account. Find out more about saving content to Dropbox.

  • Probability Theory
  • Hans von Storch, Universität Hamburg, Francis W. Zwiers, University of Victoria, British Columbia
  • Book: Statistical Analysis in Climate Research
  • Online publication: 03 February 2010
  • Chapter DOI: https://doi.org/10.1017/CBO9780511612336.003
Available formats
×

Save book to Google Drive

To save content items to your account, please confirm that you agree to abide by our usage policies. If this is the first time you use this feature, you will be asked to authorise Cambridge Core to connect with your account. Find out more about saving content to Google Drive.

  • Probability Theory
  • Hans von Storch, Universität Hamburg, Francis W. Zwiers, University of Victoria, British Columbia
  • Book: Statistical Analysis in Climate Research
  • Online publication: 03 February 2010
  • Chapter DOI: https://doi.org/10.1017/CBO9780511612336.003
Available formats
×