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Experiments, events
An experiment is a type of action that
generates events. An example of an experiment is rolling the die.
The performance of an experiment is called test
.
The experiments generate outcomes (results).
An experiment can have more than one outcome, while a test can have only
one outcome.
The experiment of rolling the die can have six
outcomes (namely the numbers from 1 to 6 inscribed on die’s sides).
An event is an arbitrary set of
pre-established outcomes of an experiment. An event can happen (occur) or
not, as result of an experiment.
If e is the outcome of a test and A
an event related to the respective experiment, we say that A happens
if e belongs to A and A does not happen if e
does not belong to A.
Example:
In the roll of a die, the set of all possible outcomes is {1, 2, 3, 4, 5,
6}. Some events are:
A = {1, 3, 5} – uneven number,
B =
{1, 2, 3, 4} – less than the number 5, C =
{2, 4, 6} – even number.
If rolling a 3, events A and B
occur.
So, the events can be represented as sets, so we are allowed to use with
them according to the set theory.
Denote by
Ω the set of all possible outcomes of an experiment and by P
(Ω) the set of all parts of
Ω.
Ω is called the set of outcomes or the sample space. The
random events are elements of P
(Ω).
On the set Σ
of the events associated with an experiment, we can introduce three
operations that correspond to the logical operations or, and, non.
Let A, B be events from
Σ.
a) A or B is the event that occurs if, and only if, one
of the events A or B occurs. This event is denoted by
A B
and is called the union of events A and B.
b) A and B is the event that occurs if, and only if, both
events A and B occur. This event is denoted by A B
and is called the intersection of events A and B.
c) non A is the event that occurs if, and only if, event A
does not occur. This event is called the complement (opposite) of A
and is denoted by A .
If A B
= Φ, meaning A and B cannot occur simultaneously, we
say that A and B are incompatible (mutually
exclusive) events.
If A B
= Ω, we say that A and B are collectively exhaustive.
In the set
Σ of events associated with a certain experiment, two events
with special significance exist, namely, event Ω = A A
and event Φ = A A .
The first consists of the occurrence of event A
or the occurrence of event A ,
which obviously always happens; It is natural to call
Ω the sure event.
Event Φ consists of the occurrence of
event A and the occurrence of event A ,
which can never happen. This event is called the impossible event.
Let A, B be
events from Σ. We say that event A implies event B and
write A B,
if, when A occurs, B necessarily occurs.
If we have A B
and B A,
we say that events A and B are equivalent and write A = B
(this reverts to the equality of the sets of tests that correspond to
respective events).
Axiom
The set of events associated to an experiment is
a Boole algebra.

Example:
The set of parts P (Ω) of a nonempty set, with union, intersection and complement
(related to Ω) operations, gets a Boole algebra structure.
Definition:
The Boole algebra of the events associated to an experiment is
called the field of events of that experiment.
So, the
field of events is a set of parts of
Ω, structured as an algebra of eventsΣ, and is denoted by {Ω, Σ}.
We shoud
retain:
- the events are mathematical objects assimilated
with sets;
- the operations between sets also stand for
events;
- the set of events associated to an experiment
has a Boolean structure with respect to the operations and, or
and non;
- any experiment has a sample space and a field
of events attached.
Read
the next
definitions.
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Sources |
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The
book UNDERSTANDING
AND CALCULATING THE ODDS: Probability Theory Basics and Calculus Guide for
Beginners, with Applications in Games of Chance and Everyday Life is
addressed to non-mathematicians and builds
a clear image of the probability concept by reconstructing its
mathematical definition step by step through its constituent notions,
starting with fundamental notions like sets, functions, convergence
and measure theory basics. You may find it in the Books
section with a free sample.
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