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Descriptive Statistics | |
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Statistics | |
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What is Statistics? | |
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Measurability and Variability | |
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Data Collection | |
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Comparison of Probability and Statistics | |
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Statistics and Technology | |
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Descriptive Analysis and Presentation of Single-Variable Data | |
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Graphical Presentation of Data | |
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Graphs, Pareto Diagrams, and Stem-And-Leaf Displays | |
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Frequency Distributions and Histograms | |
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Numerical Descriptive Statistics | |
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Measures of Central Tendency | |
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Measures of Dispersion | |
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Measures of Position | |
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Interpreting and Understanding Standard Deviation | |
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The Art of Statistical Deception | |
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Mean and Standard Deviation of Frequency Distribution (Optional) | |
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Descriptive Analysis and Presentation of Bivariate Data | |
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Bivariate Data | |
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Linear Correlation | |
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Linear Regression.? | |
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Probability | |
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Probability | |
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Probability of Events | |
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Conditional Probability of Events | |
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Rules of Probability | |
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Mutually Exclusive Events | |
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Independent Events | |
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Mutually Exclusive, Independent Events--A Relationship? | |
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Probability Distributions (Discrete Variables) | |
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Random Variables | |
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Probability Distribution of a Discrete Random Variable | |
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Mean and Variance of a Discrete Probability Distribution | |
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The Binomial Probability Distribution | |
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Mean and Standard Deviation of the Binomial Distribution | |
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Normal Probability Distributions | |
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Normal Probability Distributions | |
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The Standard Normal Distribution | |
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Applications of Normal Distributions | |
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Notation | |
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Normal Approximation of the Binomial | |
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Sample Variability | |
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Sampling Distributions | |
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The Sampling Distribution of Sample Means | |
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Application of the Sampling Distribution of Sample Means | |
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Inferential Statistics | |
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Introduction to Statistical Inferences | |
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The Nature of Estimation | |
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Estimation of a Mean ? (s known) | |
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The Nature of Hypothesis Testing | |
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Hypothesis Test of Mean ? (s Known): A Probability Value Approach | |
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Hypothesis Test of Mean ? (s Known): A Classical Approach | |
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Inferences Involving One Population | |
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Inferences About Mean ? (s Unknown) | |
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Inferences About the Binomial Probability of Success | |
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Inferences About Variance and Standard Deviation | |
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Inferences Involving Two Populations | |
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Independent and Dependent Samples | |
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Inferences Concerning the Mean Difference Using Two Dependent Samples | |
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Inferences Concerning the Difference Between Means Using Two Independent Samples | |
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Inferences Concerning the Difference Between Proportions Using Two Independent Samples | |
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Inferences Concerning the Ratio of Variances Using Two Independent Samples | |
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More Inferential Statistics | |
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Applications of Chi-Square | |
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Chi-Square Statistic | |
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Inferences Concerning Multinomial Experiments | |
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Inferences Concerning Contingency Tables | |
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Analysis of Variance | |
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Introduction to the Analysis of Variance Technique | |
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The Logic Behind ANOVA | |
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Applications of Single-Factor ANOVA | |
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Linear Correlation and Regression | |
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Linear Correlation Analysis | |
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Inferences About the Linear Correlation Coefficient | |
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Linear Regression Analysis | |
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Inferences Concerning the Slope of the Regression Line | |
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Confidence Interval Estimates For Regression | |
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Understanding the Relationship Between Correlation and Regression | |
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Elements of Nonparametric Statistics | |
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Nonparametric Statistics | |
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Comparing Statistical Tests | |
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The Sign Test | |
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The Mann-Whitney U Test | |
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The Runs Test | |
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Rank Correlation | |
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Subspaces of Vector Spaces | |
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Spanning Sets and Linear Independence | |
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Basis and Dimension | |
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Rank of a Matrix and Systems of Linear Equations | |
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Coordinates and Change of Basis | |
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Applications of Vector Spaces | |
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Inner Product Spaces | |
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Length and Dot Product in R" | |
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Inner Product Spaces | |
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Orthonormal Bases: Gram-Schmidt Process | |
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Mathematical Models and Least Squares Analysis | |
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Applications of Inner Product Spaces | |
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Linear Transformations | |
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Introduction to Linear Transformations | |
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The Kernel and Range of a Matrices for Linear Transformations | |
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Transition Matrices and Similarity | |
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Applications of Linear Transformations | |
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Eigenvalues and Eigenvectors | |
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Eigenvalues and Eigenvectors | |
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Diagonalization | |
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Symmetric Matrices and Orthogonal Diagonalization | |
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Applications of Eigenvalues and Eigenvectors | |
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Complex Vector Spaces (Online) | |
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Complex Numbers | |
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Conjugates and Division of Complex Numbers | |
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Polar Form and DeMoivre's Theorem | |
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Complex Vector Spaces and Inner Products | |
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Unitary and Hermitian Matricies | |