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Copyright © Cengage Learning. All rights reserved.
2 Probability Copyright © Cengage Learning. All rights reserved.
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2.1 Sample Spaces and Events
Copyright © Cengage Learning. All rights reserved.
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Sample Spaces and Events
An experiment is any activity or process whose outcome is subject to uncertainty. tossing a coin once or several times selecting a card or cards from a deck weighing a loaf of bread ascertaining the commuting time from home to work on a particular morning obtaining blood types from a group of individuals or measuring the compressive strengths of different steel beams.
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The Sample Space of an Experiment
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The Sample Space of an Experiment
Definition
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Example 2.1 The simplest experiment to which probability applies is one with two possible outcomes. Tossing a coin The sample space for this experiment can be abbreviated as = {T, H}, where T represents tails, H represents heads, and the braces are used to enclose the elements of a set.
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Example 2.1 One step further
cont’d One step further We can consider tossing a coin three times in a row. What is the sample space?
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Events
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Events In our study of probability, we will be interested not only in the individual outcomes of but also in various collections of outcomes from . Definition
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Events When an experiment is performed, a particular event A is said to occur if the resulting experimental outcome is contained in A. In general, exactly one simple event will occur, but many compound events will occur simultaneously.
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Example 2.5 Consider an experiment in which each of three vehicles taking a particular freeway exit turns left (L) or right (R) at the end of the exit ramp. The eight possible outcomes that comprise the sample space are LLL, RLL, LRL, LLR, LRR, RLR, RRL, and RRR. Thus there are eight simple events, among which are E1 = {LLL} and E5 = {LRR}.
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Example 2.5 Some compound events include
cont’d Some compound events include A = {RLL, LRL, LLR} = the event that exactly one of the three vehicles turns right B = {LLL, RLL, LRL, LLR} = the event that at most one of the vehicles turns right C = {LLL, RRR} = the event that all three vehicles turn in the same direction
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Some Relations from Set Theory
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Some Relations from Set Theory
An event is just a set, so relationships and results from elementary set theory can be used to study events. The following operations will be used to create new events from given events. Definition
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Example 2.8 Let A = {0, 1, 2, 3, 4}, B = {3, 4, 5, 6}, and C = {1, 3, 5}. Then A = {5, 6}, A B = {0, 1, 2, 3, 4, 5, 6} = , A C = {0, 1, 2, 3, 4, 5}, A B = {3, 4}, A C = {1, 3}, (A C) = {0, 2, 4, 5, 6}
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Some Relations from Set Theory
Sometimes A and B have no outcomes in common, so that the intersection of A and B contains no outcomes. Definition
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Some Relations from Set Theory
The operations of union and intersection can be extended to more than two events. For any three events A, B, and C, the event A B C is the set of outcomes contained in at least one of the three events, whereas A B C is the set of outcomes contained in all three events. Given events A1, A2, A3 ,..., these events are said to be mutually exclusive (or pairwise disjoint) if no two events have any outcomes in common.
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Some Relations from Set Theory
A pictorial representation of events and manipulations with events is obtained by using Venn diagrams. To construct a Venn diagram, draw a rectangle whose interior will represent the sample space . Then any event A is represented as the interior of a closed curve (often a circle) contained in .
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Some Relations from Set Theory
Figure 2.1 shows examples of Venn diagrams.
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Practice Four universities – 1,2,3 and 4 – are participating in a holiday basketball tournament. In the first round, 1 will play 2 and 3 will play 4. Then the two winners will play for the championship, and the two losers will also play. One possible outcome can be denoted by 1324(1 beats 2 and 3 beats 4 in first-round games, and then 1 beats 3 and 2 beats 4). List all outcomes in the sample space Let A denote the event that 1 wins the tournament. List outcomes in A. Let B denote the event that 2 gets into the championship game. List outcomes in B. What are the outcomes in AUB and in the intersection?
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