8 Probability Distributions Flashcards
(15 cards)
probability distribution
set of possible outcomes together with their probabilities
notation for a binomial distribution (+ mean)
B(n,p)
Binomial
no. trials
probabilty of success
mean is np
conditions for a binomial distribution
fixed no. trials
trials are independent
there are only two possible outcomes - success (p) and failure (q)
using calculator for binomial distribution
coefficients (no. ways to get the desired outcome) can be found using:
[no. trials] nCr [no. successes]
pattern of coefficients of a binomial distribution
pascal’s triangle
notation for a normal distribution (and how do they affect the shape)
N(μ, σ²)
Normal
μean
σ² (variance - measure of how spread out the data is)
μ determines the centre of the normal distribution, while σ² controls its spread (greater σ² = higher width = lower peak)
conditions for a normal distribution
continuous data
symmetrical/non-skewed + bell shaped distribution
mode = median = mean (approx.)
3 important properties of a normal distribution
(in each case half the area lies either side of the mean - symmetry)
standarised scores (definition, formula, purpose)
are the number of standard deviations above or below the mean that the data value lies
- also called z scores
z = (x - μ) / σ
standardised score = (score - mean) / standard deviation
- used to compare 2 normally distributed data sets
interpreting z scores
if a score is greater than the mean, z is positive
if a score is less than the mean. z is negative
Bill does better than Bob, because he got the higher (most of the time) standardised score
quality assurance
checking samples to ensure the product of a manufacturing process meets the required standards
sample means VS individual values (from the same population)
control charts (what are they, what are they used for)
interpreting control charts (warning limits & action limits)
WARNING LIMITS:
set at μ ± 2σ (usually)
- 95% lie between them - these are acceptable
- 1 in 20 lie outside them - another sample is taken if this is the case (between warning and action limits - 4.8%) to see if there is a problem
ACTION LIMITS:
set at μ ± 3σ (usually)
- 99.8% lie between them
- 0.2% lie outside them - the process is stopped and the machine is reset in this case
control charts can be constructed to show the _______________ of samples.
In most manufacturing processes, the _________ will be used
mean,median,range
mean and range