Maths for Economics 6: Probability and Economics Topic 1 - Uncertainty Flashcards
Describe the relationship between the ‘Theory of Probability’ and ‘Theory of Uncertainty’
The Theory of Probability:
Is a special case of the Theory of Uncertainty
It makes relatively demanding assumptions. (The existence
of probability numbers.)
applies to a relatively narrow (but still huge!) range of cases
but is far richer and more powerful in conclusions than the
general theory of uncertainty.
I am uncertain on which day of the week I will die. What is the
sample space for this experiment?
Ω = {𝑆𝑢𝑛𝑑𝑎𝑦, 𝑀𝑜𝑛𝑑𝑎𝑦, 𝑇𝑢𝑒𝑠𝑑𝑎𝑦, 𝑊𝑒𝑑𝑛𝑒𝑠𝑑𝑎𝑦,
𝑇ℎ𝑢𝑟𝑠𝑑𝑎𝑦, 𝐹𝑟𝑖𝑑𝑎𝑦, 𝑆𝑎𝑡𝑢𝑟𝑑𝑎𝑦}.
How do we go about answering an ‘uncertainty’ question?
Include relevant definitions
- Make a complete list of all possible outcomes, assigning each outcome to Greek letter. In making such lists, choose outcomes so that they are:
exhaustive (one of them must happen);
mutually exclusive (not more than one can happen).
In other words, compile the list so that only & exactly one outcome must
occur.
The possibilities are called ‘simple outcomes’ or
‘elementary outcomes’. Such a list is called a sample space. It is a set, usually denoted by capital Greek omega
‘Space’ is a fancy mathematical word, used to discourage outsiders.
Think of a ‘sample space’ as a simple outcome list, or possibility set. - We can use curly brackets (braces) borrowed from set theory, and
write omega = {list of all outcomes}. The sample space is the set of simple
outcomes
What’s an ‘event’?
An event is defined as: a set of simple outcomes. So we can also define
it as a subset of the sample space (which is itself an event).
Just as every event yields a set of simple outcomes, so every set of
simple outcomes defines some event. All simple outcomes are events, but not all events are simple
outcomes
I am uncertain on which day of the week I will die. For this
experiment, give an example of an event that is not a simple
outcome.
For instance, the event 𝐸 = {𝑇𝑢𝑒𝑠𝑑𝑎𝑦, 𝑊𝑒𝑑𝑛𝑒𝑠𝑑𝑎𝑦} that I will die on
a day that contains the letter ‘e’.
Define ‘simple outcome’ in terms of ‘event’.
A simple outcome is an event containing
just one element of the sample space