UNIT 8: Probability distributions Flashcards

1
Q

Probability Distribution

A

A probability distribution is a list of all possible outcomes and their probabilities

How well did you know this?
1
Not at all
2
3
4
5
Perfectly
2
Q

Binomial Distribution Notation

A

X~Bin(n,p)
n=number of trials
p= Probability of success

How well did you know this?
1
Not at all
2
3
4
5
Perfectly
3
Q

Conditions for a binomial

A
  • Only two outcomes - success or failure
  • All trials are independent (Fixed probability of success)
  • Fixed number of trials
How well did you know this?
1
Not at all
2
3
4
5
Perfectly
4
Q

Mean for binomial distribution

A

n*p

How well did you know this?
1
Not at all
2
3
4
5
Perfectly
5
Q

Formula for binomial

A

n^ Cr p^(n-r) q^r

n^ Cr p^r q^(n-r)

How well did you know this?
1
Not at all
2
3
4
5
Perfectly
6
Q

Conditions for a Normal Distribution

A
  • Continuous Data
  • Symmetric distribution
  • Mean =Mode=Median
How well did you know this?
1
Not at all
2
3
4
5
Perfectly
7
Q

Key percentage points for normal distribution

A
  • 68% of population lies within 1 standard deviation of the mean
  • 95% of population lies within 2 standard deviation of the mean
  • 99.8% (almost all) of the population lies within 3 standard deviation of the mean
How well did you know this?
1
Not at all
2
3
4
5
Perfectly
8
Q

Notations for normal distribution

A

X~N (μ,σ^2 )
μ = mean
σ = standard deviation
σ^2 = standard variation

How well did you know this?
1
Not at all
2
3
4
5
Perfectly
9
Q

Standardised Score

A

standard deviation

How well did you know this?
1
Not at all
2
3
4
5
Perfectly
10
Q

Limits of standardised score

A

Usually between -3 and 3.

If it’s outside, it’s either really bad or good

How well did you know this?
1
Not at all
2
3
4
5
Perfectly
11
Q

Quality assurance

A

Quality assurance involves checking samples to ensure that the product of a manufacturing process
meets the required standards.

How well did you know this?
1
Not at all
2
3
4
5
Perfectly
12
Q

Sample means

A

The set of sample means will be more closely distributed than the individual values from the same population.

How well did you know this?
1
Not at all
2
3
4
5
Perfectly
13
Q

Control chart

A

A control chart is a time series chart that is used for quality assurance.

How well did you know this?
1
Not at all
2
3
4
5
Perfectly
14
Q

Warning limits

A

Warning limits are set so that 95% of the means of the samples should lie between them. Mean
sample mass is normally distributed, so 95% of the values lie within two standard deviations of the
mean.

Warning limits = 𝜇 ± 2σ

If a sample mean is between the warning limits the process is in control and the product is
acceptable.

How well did you know this?
1
Not at all
2
3
4
5
Perfectly
15
Q

Action limits

A

Action limits are set so that all the means should lie within them.

Action limits = 𝜇 ± 3𝜎

If a sample mean is between the warning and action limits another sample is taken immediately to see if there might be a problem.

If a sample mean is outside the action limits the process is stopped and the machinery is reset.

How well did you know this?
1
Not at all
2
3
4
5
Perfectly
16
Q

Range control charts

A

It is also necessary to check that the range does not vary. Ideally the range would be 0, each part produced is equal in size. In a real process there will be some variation.

Quality control charts for ranges have action and warning limits. Sometimes the lower limits are omitted.

You are not required to calculate the limits, but you must be able to use them