Ch 7 Flashcards

1
Q

Estimator

A

Random variable of population parameter depends on sample info

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2
Q

Estimate

A

Specific value of random variable

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3
Q

Point estimator (with example)

A

Function of sample info that produces single number called POINT ESTIMATE

Ex: sample mean X is point estimator of population mean µ

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4
Q

Unbiased estimator

A

Point estimator Ø is said to be unbiased of population parameter Ø if E(Ø) = Ø

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5
Q

Bias (equation)

A

Bias in Ø is defined as difference between mean and Ø (bias(Ø) = E(Ø) - Ø

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6
Q

What is the bias of unbiased estimator?

A

0

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7
Q

Most efficient estimator

A

If there are several unbiased estimators,unbiased estimator with smallest variance is most efficient estimator

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8
Q

Properties of unbiased estimators Ø1 and Ø2

A
  1. Ø1 is more efficient than Ø2 if Var(Ø1) < Var(Ø2)

2. Relative efficiency of Ø1 with respect to Ø2 is RATIO of their variances

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9
Q

Relative efficiency

A

Var (Ø2) / Var (Ø1)

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10
Q

Confidence interval estimator

A

Rule for determining an interval that is likely to include parameter

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11
Q

Confidence interval of Ø (equation)

A

Interval from a to b when P(A < Ø < B) = 1 - a (a is between 0 and 1)

100(1 - a)%

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12
Q

Confidence level

A

Quantity of 100(1 - a)%

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13
Q

Width of confidence interval

A

W = 2(ME)

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14
Q

Upper confidence limit (UCL)

A

UCL = X + ME

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15
Q

Lower confidence limit (LCL)

A

LCL = X - ME

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16
Q

If outliers heavily affect the population distribution…

A

Sample mean is less efficient than other estimators (such as median)

17
Q

As number of degrees of freedom increases for Students “t” distribution it becomes…

A

Increasingly similar to standard normal distribution