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Erstellt von Joanne Moss
vor fast 8 Jahre
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Frage | Antworten |
Assumptions of a Binomial Distribution | - Fixed number of trials - Each trial has 2 outcomes (success/failure) - Constant probability of success - Each trial is independent (make sure this is in context) |
X~B(n,p) | P(X=x)=(nr)pr(1−p)n−r E(X)=np Var(X)=npq where q=1−p |
You can switch from success X to failure Y | X~B(20,0.7) Y~B(20,0.3) |
When switching from probability of successes X to failures Y, flip the inequality (but preserve < vs ≤) | P(X<k)=P(Y>n−k) P(X≤k)=P(Y≥n−k) |
P(X>1)=1−P(X≤1)
P(X≥1)=1−P(X=0) |
Don't forget to define your random variable "Let X be the number of heads in 10 spins" X~B(10,0.75) |
Poisson: approximation to the normal | When mean is large (λ>10) X~Po(λ)⟹X≈N(λ,λ) |
Binomial: approximation to the normal | When np>10 and nq>10, then X~B(n,p) ⟹X≈N(μ,σ2) where μ=np and σ2=npq |
Remember when approximating to the normal ... | Continuity correction |
Continuity corrections: extend your range by 0.5 at each end | P(X≤5)=P(Y≤5.5) P(X≥6)=P(Y≥5.5) P(4≤X≤5)=P(3.5≤Y≤5.5) |
Binomial: approximation to Poisson | When n>50 and p<0.1, then X~B(n,p) ⟹ X~Po(np) c.c. not necessary as still discrete |
Conditions required for Poisson | - Events occur independently - Events occur singly in time -A fixed rate for which events occur |
Positive skew | mean>median>mode |
Negative skew | mean<median<mode |
statistic | a random variable that is a function of the sample which contains no unknown quantities/parameters |
population | the collection of all items |
sample | some subset of the population which is intended to be representative of the population |
census | when the entire population is sampled |
sampling unit | individual member or element of the population or sampling frame |
sampling frame | A list of all sampling units or all the population |
Sampling distribution | All possible samples are chosen from a population (1); the values of a statistic and the associated probabilities is a sampling distribution (1). |
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