2.1.0 Whats are Random Variables? Flashcards

1
Q
A
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2
Q

What is a random variable?

A

A variable whose value is subject to variations due to randomness.

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3
Q

What are the two types of random variables?

A

Discrete and continuous random variables.

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4
Q

What is a discrete random variable?

A

A random variable that takes values from a specific set of countable values (e.g., integers).

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5
Q

What is a continuous random variable?

A

A random variable that takes numerical values within a specified interval or collection of intervals.

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6
Q

Give an example of a discrete random variable.

A

The roll of a fair die, which can only take integer values from 1 to 6.

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7
Q

Give an example of a continuous random variable.

A

The amount of snowfall in inches during winter, which can take any real value.

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8
Q

How are random variables denoted?

A

With capital letters, such as (X) or (Y).

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9
Q

How do random variables relate to sample spaces?

A

A random variable assigns a value to each element in the sample space.

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10
Q

What is an event in relation to a random variable?

A

An event is created by specifying a value or range of values for a random variable.

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11
Q

Give an example of an event formed from a random variable.

A

If (X) is the number of heads in four coin tosses, then (X = 3) is the event of getting exactly three heads.

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12
Q

What is a realization of a random variable?

A

An observed value of a random variable, denoted with lowercase letters (X = x) or (Y =y).

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13
Q

What are the two main components of a random variable?

A

The possible values (range or domain) and the probability distribution (representation of the function as a whole).

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14
Q

How are possible values presented for discrete random variables?

A

As a list of values (e.g., 0, 1, 2,…, 100).

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15
Q

How are possible values presented for continuous random variables?

A

As intervals (e.g., [0, 100]).

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16
Q

What is a probability distribution?

A

A function that assigns a probability to each possible value (or range) of a random variable.