Stochastic Processes Flashcards

1
Q

What is Stochastic Processes?

A

same observer responds in different ways to the same stimuli

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2
Q

Give example of Stochastic processes?

A

Rolling a dice as numbers are variable

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3
Q

How do you write what the probability of dice taking a 1?

A

P(X=1)

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4
Q

What is the probability of dice having 1

A

P(X=1) = 1/6

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5
Q

How can dice have same probability value?

A

As the dice is fair and X can take any value of the dice. have the same probability

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6
Q

What is X ?

A

X is a random variable, and a specific value.

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7
Q

What do all probabilities have?

A

Sum of 1 and no negative outcome = random variable

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8
Q

What is a random variable?

A

Probability has a sum of 1 and no negative outcome

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9
Q

What does E[X] mean ?

A

E[X] means expected value = mean of random variable

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10
Q

What is the E[X] of a dice?

A

E[X] = 1/6 +1/6 +1/6+1/6+1/6+1/6

mew = 3 1/2

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11
Q

What is the variance?

A

Average squared difference between each value and expectation

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12
Q

What is the variance of the dice?

A

sigma squared = 2 11/12

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13
Q

what is the expectation of two dice?

A

Expectation = E[X] = mean

= 3 1/2 x 2 = 7

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14
Q

what is the variance of two dice?

A

sigma squared = 2 11/12 x 2

= 5 5/6

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15
Q

What is the standard deviation?

A

sigma square root? = sqaure root 5 5/6

= 2.5

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16
Q

What is the bell shaped curve ?

A

Gaussian Curve

17
Q

What is gaussian noice?

A

Many sources of randomness may accumulate to make noise

18
Q

What is the sample variance?

A

The product of mean squared difference and bessels correction

19
Q

As N increases ?

A

Decrease in probability of sample average far from expected value The graph gets skinny