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Univariate Final Definitions
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55
Psychology
Undergraduate 2
04/27/2011

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Term
Central Limit Theorem
Definition
Given a population with a finite mean, μ, and a finite variance, σ2, the sampling distribution of the mean will approach the normal distribution as N, sample size, increases.
Term
Type I error
Definition
The decision to reject the null hypothesis when it is true
Term
Type II error
Definition
Failure to reject the null hypothesis when it is false
Term
Statistical power
Definition
The capacity of a test to reject a false null hypothesis
Term
True experiment
Definition
One in which subjects are assigned randomly to the condition
Term
Sampling distribution
Definition
A distribution comprising values of a statistic. Ex- Distribution of the mean height for Psych394 for the past 50 semesters
Term
Assumptions of ANOVA
Definition
Normality, Homogeneity of variance, Independent factors
Term
Main effect
Definition
The effect of one IV ignoring the effect(s) of the other IVs.
Term
Between subjects IV
Definition
Each subject receives only one level of the IV
Term
Within subjects IV
Definition
Each subject receives each level of the IV
Term
2-way interaction
Definition
The extent to which the simple effects are different in direction and/or magnitude
Term
Fixed effects IV
Definition
The experiment controls which levels are used (ex- decides on happy and angry)
Term
Random effects IV
Definition
The experimenter allows levels to vary by chance (ex- picks two emotions out of a hat)
Term
Simple effect
Definition
The effect of one IV at a single level of another IV
Term
Equal measure-to-measure correlation
Definition
An assumption of repeated measures designs that the correlation between any pair of trials is the same as the correlation between any other pair of trials.
Term
Why is unequal n a problem?
Definition

1. Confound creates conceptual problem, because effects are confounded with sample size, n

2. SScells ≠ SSmain effects + SSinteraction

3. Difficult in deriving orthogonal coefficients

Term
Solutions to unequal n
Definition

1. Randomly discard from large cells until equal n

2. Substitute cell mean for missing scores in small cells

3. Use computer program to find a solution (usually least squares)

Term
List 3 determinants of statistical power and indicate how they relate to power
Definition

1. Effect size: as effect size increases, power increases

2. Sample size: As sample size increases, power increases

3. Type I error: If Type I error raises than test has more power

Term
Why is the expected value of the F-ratio 1 under the null hypothesis?
Definition
Because the variability among the means is not different from the variability among the scores.
Term
Determinants of power
Definition

  1. sample size
  2. error variance
  3. effect size
  4. alpha
  5. others beyond this course

Term
Effect size
Definition
The magnitude of the difference between the means
Term
error variance
Definition
The variability among the scores due to random error or chance differences
Term
alpha
Definition
The probability of making a Type I error
Term
Requirements of orthogonal comparisons
Definition

  1. ∑a=0
  2. ∑ab=0
  3. Comparisons must be apriori (planned)

Term
Confound
Definition
A variable that varies systematically with the independent variable
Term
Fully crossed interaction
Definition
Each level of each IV appears at each level of every other IV
Term
Why is SxA error?
Definition

  1. The effect of A across S is not systematic
  2. Expected means squares

Term
Assumptions for repeated measures
Definition

  1. No carry-over effects
  2. Equal measure-to-measure correlation

Term
Specific carry-over effects
Definition

There is a known pattern of the carryover

solution: return to baseline

Term
General carryover effects
Definition

effects not specific, but simply due to repeated measurement. (ex- participants become bored or fatigued)

solution: practice trials or breaks

Term
Sequence effect
Definition
A potential side-effect of counterbalancing order. Effect is due to previous exposure to specific level of IV.
Term
Solutions to violations of equal measure-to-measure correlation
Definition

  1. MANOVA: treat each level of repeated measures IV as a separate DV.
  2. Multiply Box's epsilon by any within df

Term
Correlation
Definition
Expresses a relation between 2 or more variables
Term
Intercept
Definition
Where the regression line crosses y
Term
Assumptions of r
Definition

  1. Rectilinearity
  2. Homoschedasticity
  3. x is measured without error

Term
Rectilinearity
Definition
Straight line reaction
Term
Homoschedasticity
Definition
Equal variances of the ys at each x
Term
Multiple Regression gives you:
Definition

  • an intercept
  • slopes for each predictor
  • r, the magnitude of the relation
  • r2, the variance in y accounted for

Term
Multicollinearity
Definition
Excessive correlation among predictors
Term
Suppression
Definition
Prediction of x1 is enhanced because x2 suppresses variance irrelevant to y
Term
What's wrong with difference scores?
Definition

  1. Masks main effects
  2. Interpretation (only tests interactions)
  3. if B>2, does not work

Term
Conclusions of r
Definition

  1. Do not try to predict beyond original x range
  2. Do a scatterplot to look for leverage
  3. Truncated distributions reduce the size of r

Term
Phi
Definition
Correlation between 2 dichotomous variables
Term
Why should you do a bivariate plot?
Definition

  • to check for rectilinearity
  • to check for homoschedasticity

Term
What do you learn by testing the significance of each b in multiple regression?
Definition
You learn whether each b is a unique predictor of y
Term
df for orthogonal comparisons
Definition
(1,N-g)
Term
Point-biserial correlation
Definition
Correlation between 1 dichotomous and 1 continuous variable
Term
Shrinkage
Definition
the inflation or r2 when the number of predictors increases
Term
What is the standard error of the estimate?
Definition
Syx= the standard deviation of the regression of y on x
Term
df simple regression
Definition
(k,N-k-1)
Term
df in hierarchical multiple regression
Definition
(kΔ,N-kc-1)
Term
Spearman Rho
Definition
Correlation between ranks
Term
Fisher's r-to-Z' transform
Definition
A transformation intended to make r more normal prior to doing any arithmetic, because as rho approaches the absolute value of 1, distribution is skewed.
Term
Point biserial
Definition
Correlation between 1 dichotomous and 1 continuous variable
Term
Least squares solution
Definition
Minimizes the (squared differences of) predicted y's from the observed y's
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