Intermediate Statistics
48 videos • 5,425 views • by Let's Learn, Nemo!
1
(IS01) The Chi-Square Test for Independence
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2
(IS02) Quantile-Quantile and Residual Plots
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3
(IS03) Outlier-Detection Methods
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4
(IS04) Skewed-Data Analysis
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5
(IS05) Unbiased Estimators
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6
(IS06) Method-of-Moments Estimation
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7
(IS07) Maximum Likelihood Estimation
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8
(IC08) Fisher Information and Efficiency
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9
(IS09) Consistency and Sufficiency
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10
(IS10) Pairwise Comparison Tests
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11
(IS11) The Bartlett, Levene, and Brown-Forsythe Tests
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12
(IS12) One-Factor ANOVA Testing
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13
(IS13) Two-Factor ANOVA with Interaction
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14
(IS14) Non-Parametric Tests: An Introduction
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15
(IS15) The Wilcoxon Signed-Rank Test for Medians
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16
(IS17) Distribution Testing: The Kolmogorov-Smirnov Test
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17
(IS18) Monte-Carlo Simulations (with R)
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18
(IS19) Bootstrap Sampling (with R)
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19
(IS20) The Kruskal-Wallis and Conover Tests
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20
(IS21) Simple Linear Regression
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21
(IS22) Confidence & Prediction Bands for Regression
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22
(IS23) Regression-Parameter Comparison Tests
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23
(IS24) Matrix Algebra for Statistics
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24
(IS25) Multiple Linear Regression
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25
(IS26) Dummy Variables in Regression
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26
(IS27) The ANOVA Test via Regression
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27
(IS28) Partial F-Tests and Partial Correlation
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28
(IS29) Explanatory Variable Analysis
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29
(IS30) Sum-of-Squares Analysis
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30
(IS31) Polynomial Regression
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31
(IS32) Piecewise Linear and Spline Regression
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32
(IS33) Alternatives to Least-Squares Regression
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33
(IS34) Basics of Logistic Regression
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34
(IS35) Time Series Fundamentals
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35
(IS36) Vectors of Random Variables
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36
(IS37) Multivariate Normal Probability Density Functions
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37
(IS38) Mahalanobis Distances
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38
(IS39) Multivariate-Mean Hypothesis Testing
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39
(IS40) Multivariate Mean-Difference Testing
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40
(IS41) The Multivariate ANOVA Test
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41
(IS42) Multivariate Normality Testing
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42
(IS43) Multivariate Linear Regression
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43
(IS44) Principle Component Analysis
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44
(IS45) Linear Discriminant Analysis
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45
(IS46) K-Means Clustering Algorithms
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46
(IS47) K Nearest Neighbors Algorithms
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47
(IS48) Decision Trees and Random Forests
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48
(IS49) Support Vector Machines
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