in this lecture we're going to explore how some formal methods borrowed
from decision theory might enhance our understanding of the discoveries
about action
we're also going to explore, conversely,
how those discoveries might bear on our use of these formal models.
Although this is going to seem quite dry at the beginning, when i taught
this course in the past this was one of the areas that most interested
people.
So do bear with me.
--------
Decision Theory is about how individuals decide which of several available actions to perform
(Jeffrey, 1983, p. textbook:).
so I say ‘decision theory’ but
sometimes people talk about ‘rational choice theory’.
Same thing.
--------
simple question: How do rational agents decide which of several available
actions to perform ?
--------
what i want to do
in this section is just to introduce you to the kinds of representation
which are used
But it's important first of all to talk a little
bit about the motivation the
people who study decision theory ...
--------
This isn’t quite right: they are writing about game theory of course
(but the idea is fine)
--------
‘we wish to find the mathematically complete principles which
define “rational behavior” for the participants in a social economy,
and to derive from them the general characteristics of that behavior’
(Neumann, Morgenstern, Rubinstein, \& Kuhn, 1953, p. 31).
so here we have a super lofty aim and of course one of our questions
will be to what extent that is possible and what assumptions they're
relying on
Maybe not everyone who uses their mathematical principles shares the
founders’ ambitions.
Wombles abound.
--------
so as i said we're going to start with trying to understand how actions
are represented from the point of view of somebody who wants to go on
and construct decision theory.
what we're doing now is
just a simple background what does the representation look like.
let's
be sure we understand it
--------
Expected utilities can be derived from desirabilities and probabilities.
One procedure for choosing an action is to compute expected utilities (in the way illustrated) and then perform the action with the highest expected utility.
--------
I can illustrate it using gambling
--------
First illustration is a simple bet.
Which gamble would you prefer?
If you are like me, you are interested in the
expected gain ...
--------
Second illustration is about which of two bets you should
select if you can only choose one.
--------
OK so that was an illustration with money.
I used money to simplify the idea of expected utility.
But what we are really
interested in is preferences.
--------
This is because your preferences do not necessarily vary linearly
with monetary amounts. Once you have the first £100, the next
£100 might not make nearly as much difference to you and so it might
be rational to care a lot less about whether you have it.
--------
Make sure you understand the terminology and can relate it to the scenario.
Be sure to use the terminology consistently, and with precision, in your writing.
--------
It is important to understand that we haven’t done anything
more than introduce a way of representing things.
--------
We have not yet considered a theory.
But understanding the representation is an essential first
step towards von N \& Mo’s objective.
‘we wish to find the mathematically complete principles which
define “rational behavior” for the participants in a social economy,
and to derive from them the general characteristics of that behavior’
(Neumann et al., 1953, p. 31).
--------
Why is what we have done so far not sufficient?
(Because we have not anchored preference or subjective probability to subjects.)
(We have not said anything at all about what it is for someone to have a particular preference,
nor what it is for them to assign a particular subjective probability to a given condition.)