Foundation of behavioral statistics: an Insight based approach Bruce Thompson

By: Thomson, BruceMaterial type: TextTextPublication details: New York: The Guilford Press, 2006Description: 456pISBN: 9781593858407DDC classification: 150.15195
Contents:
Introductory Terms and Concepts Definitions of Some Basic Terms Levels of Scale Some Experimental Design Considerations C Location Some Key Concepts Reflection Problems Reasonable Expectations for Statistics Location Concepts Three Classical Location Descriptive Statistics Four Criteria for Evaluating Statistics Two Robust Location Statistics 3 Dispersion Some Key Concepts Reflection Problems Quality of Location Descriptive Statistics Important in Its Own Right Measures of Score Spread Variance Situation-Specific Maximum Dispersion Robust Dispersion Descriptive Statistics Standardized Score World Some Key Concepts Reflection Problems 4 Shape Two Shape Descriptive Statistics Normal Distributions Two Additional Univariate Graphics Some Key Concepts Reflection Problems 5 Bivariate Relationships Pearson's r Three Features of r Three Interpretation Contextual Factors Psychometrics of the Pearson r Spearman's rho Two Other r-Equivalent Correlation Coefficients Bivariate Normality Some Key Concepts Reflection Problems 6 Statistical Significance Sampling Distributions Hypothesis Testing Properties of Sampling Distributions Standard Error/Sampling Error Test Statistics Statistical Precision and Power PCALCULATKD Some Key Concepts Reflection Problems 7 Practical Significance Effect Sizes Confidence Intervals Confidence Intervals for Effect Sizes Some Key Concepts Reflection Problems 8 Multiple Regression Analysis: Basic GLM Concepts Purposes of Regression Simple Linear Prediction Contents Case #1: Perfectly Uncorrelated Predictors Case #2: Correlated Predictors, No Suppressor Effects Case #3: Correlated Predictors, Suppressor Effects Present P Weights versus Structure Coefficients A Einal Comment on Collinearity Some Key Concepts Reflection Problems 9 A GLM Interpretation Rubric Do I Have Anything? Where Does My Something Originate? Stepwise Methods Invoking Some Alternative Models Some Key Concepts Reflection Problems I 0 One-Way Analysis of Variance (ANOVA) Experimentwise Type I Error ANOVA Terminology The Logic of Analysis of Variance Practical and Statistical Significance The "Homogeneity of Variance" Assumption Post Hoc Tests Some Key Concepts Reflection Problems II Multiway and Other Alternative ANOVA Models Multiway Models Factorial versus Nonfactorial Analyses Fixed-, Random-, and Mixed-Effects Models Brief Comment on ANCOVA Some Key Concepts Reflection Problems 1 2 The General Linear Model (GLM); ANOVA via Regression Planned Contrasts Trend/Polynomial Planned Contrasts Repeated-Measures ANOVA via Regression GLM Lessons Some Key Concepts Reflection Problems 1 3 Some Logistic Models; Model Fitting in a Logistic Context Logistic Regression Loglinear Analysis Some Key Concepts Reflection Problems
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Item type Current library Call number Status Date due Barcode Item holds
General Books General Books Central Library, Sikkim University
General Book Section
150.15195 THO (Browse shelf(Opens below)) Available P27564
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Introductory Terms and Concepts
Definitions of Some Basic Terms
Levels of Scale
Some Experimental Design Considerations
C Location
Some Key Concepts
Reflection Problems
Reasonable Expectations for Statistics
Location Concepts
Three Classical Location Descriptive Statistics
Four Criteria for Evaluating Statistics
Two Robust Location Statistics
3 Dispersion
Some Key Concepts
Reflection Problems
Quality of Location Descriptive Statistics
Important in Its Own Right
Measures of Score Spread
Variance
Situation-Specific Maximum Dispersion
Robust Dispersion Descriptive Statistics
Standardized Score World
Some Key Concepts
Reflection Problems
4 Shape
Two Shape Descriptive Statistics
Normal Distributions
Two Additional Univariate Graphics
Some Key Concepts
Reflection Problems
5 Bivariate Relationships
Pearson's r
Three Features of r
Three Interpretation Contextual Factors
Psychometrics of the Pearson r
Spearman's rho
Two Other r-Equivalent Correlation Coefficients
Bivariate Normality
Some Key Concepts
Reflection Problems
6 Statistical Significance
Sampling Distributions
Hypothesis Testing
Properties of Sampling Distributions
Standard Error/Sampling Error
Test Statistics
Statistical Precision and Power
PCALCULATKD
Some Key Concepts
Reflection Problems
7 Practical Significance
Effect Sizes
Confidence Intervals
Confidence Intervals for Effect Sizes
Some Key Concepts
Reflection Problems
8 Multiple Regression Analysis: Basic GLM Concepts
Purposes of Regression
Simple Linear Prediction
Contents
Case #1: Perfectly Uncorrelated Predictors
Case #2: Correlated Predictors, No Suppressor Effects
Case #3: Correlated Predictors, Suppressor Effects Present
P Weights versus Structure Coefficients
A Einal Comment on Collinearity
Some Key Concepts
Reflection Problems
9 A GLM Interpretation Rubric
Do I Have Anything?
Where Does My Something Originate?
Stepwise Methods
Invoking Some Alternative Models
Some Key Concepts
Reflection Problems
I 0 One-Way Analysis of Variance (ANOVA)
Experimentwise Type I Error
ANOVA Terminology
The Logic of Analysis of Variance
Practical and Statistical Significance
The "Homogeneity of Variance" Assumption
Post Hoc Tests
Some Key Concepts
Reflection Problems
II Multiway and Other Alternative ANOVA Models
Multiway Models
Factorial versus Nonfactorial Analyses
Fixed-, Random-, and Mixed-Effects Models
Brief Comment on ANCOVA
Some Key Concepts
Reflection Problems
1 2 The General Linear Model (GLM); ANOVA via Regression
Planned Contrasts
Trend/Polynomial Planned Contrasts
Repeated-Measures ANOVA via Regression
GLM Lessons
Some Key Concepts
Reflection Problems
1 3 Some Logistic Models; Model Fitting in a Logistic Context
Logistic Regression
Loglinear Analysis
Some Key Concepts
Reflection Problems

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