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文档列表

3.Linear Regression - Binary, Categorical, and Quadratic Variables/14.Categorical variables.mp4 194.1 MB
11.Poisson Regression/69.Single independent variable.mp4 167.2 MB
7.Logistic Regression Models/39.Single independent variable.mp4 159.4 MB
3.Linear Regression - Binary, Categorical, and Quadratic Variables/13.Binary variables.mp4 117.2 MB
7.Logistic Regression Models/43.Categorical variables.mp4 96.6 MB
Exercise Files/code_9781800200197.zip 96.0 MB
11.Poisson Regression/71.Binary variables.mp4 90.2 MB
12.Other Count Models/77.Zero-inflated models.mp4 89.4 MB
3.Linear Regression - Binary, Categorical, and Quadratic Variables/15.Quadratic variables.mp4 89.4 MB
11.Poisson Regression/73.Categorical variables.mp4 83.2 MB
11.Poisson Regression/74.Exposure.mp4 78.6 MB
6.Logistic Regression - Contingency Tables/38.Two-by-three tables.mp4 77.1 MB
7.Logistic Regression Models/41.Binary variables.mp4 75.2 MB
11.Poisson Regression/72.Multiple independent variables.mp4 71.1 MB
7.Logistic Regression Models/42.Multiple independent variables.mp4 69.3 MB
7.Logistic Regression Models/45.Nonlinearity - Graphical test.mp4 66.7 MB
1.Simple Linear Regression/03.The slope.mp4 64.8 MB
1.Simple Linear Regression/07.The residuals.mp4 59.6 MB
8.Logistic Regression - Prediction and Model Fit/49.Goodness of fit - Classification tables.mp4 57.3 MB
12.Other Count Models/75.Negative binomial regression.mp4 56.3 MB
1.Simple Linear Regression/04.R-squared.mp4 53.6 MB
1.Simple Linear Regression/02.Simple linear regression.mp4 52.1 MB
4.Linear Regression - Checking Model Fit and Assumptions/23.Selection algorithms.mp4 52.0 MB
1.Simple Linear Regression/05.The p-value.mp4 51.6 MB
2.Multiple linear regression/09.The slopes.mp4 45.6 MB
2.Multiple linear regression/08.Multiple linear regression.mp4 45.2 MB
7.Logistic Regression Models/40.Examples.mp4 41.8 MB
2.Multiple linear regression/12.Model fit and residuals.mp4 41.7 MB
7.Logistic Regression Models/44.Nonlinearity - Non-graphical test.mp4 38.6 MB
10.Count Models - Count Tables/68.Two-by-three tables.mp4 37.8 MB
4.Linear Regression - Checking Model Fit and Assumptions/22.Influential observations.mp4 36.6 MB
14.Count Model Case Study/88.Visualizing the result.mp4 36.3 MB
11.Poisson Regression/70.Examples.mp4 36.1 MB
1.Simple Linear Regression/01.Introduction.mp4 35.5 MB
5.Linear Regression Case Study/25.Including continuous variables.mp4 33.4 MB
6.Logistic Regression - Contingency Tables/37.The odds ratio.mp4 33.1 MB
12.Other Count Models/76.Truncated models.mp4 31.9 MB
6.Logistic Regression - Contingency Tables/35.Two-by-two tables.mp4 31.8 MB
10.Count Models - Count Tables/65.Count tables.mp4 30.0 MB
12.Other Count Models/78.Comparison of models.mp4 29.5 MB
6.Logistic Regression - Contingency Tables/36.The odds.mp4 28.7 MB
8.Logistic Regression - Prediction and Model Fit/52.Influential Observations.mp4 28.5 MB
9.Logistic Regression Case Study/58.Categorical variables.mp4 27.3 MB
8.Logistic Regression - Prediction and Model Fit/48.Goodness of fit - Hosmer-Lemeshow test.mp4 24.2 MB
4.Linear Regression - Checking Model Fit and Assumptions/16.Prediction.mp4 24.0 MB
14.Count Model Case Study/86.Zero-inflated models.mp4 24.0 MB
14.Count Model Case Study/82.Continuous variables.mp4 22.6 MB
10.Count Models - Count Tables/67.Inceidence-rate ratio.mp4 21.8 MB
5.Linear Regression Case Study/30.Checking model assumptions.mp4 20.2 MB
8.Logistic Regression - Prediction and Model Fit/46.Prediction.mp4 20.2 MB
9.Logistic Regression Case Study/60.Goodness of fit.mp4 18.7 MB
15.Conclusion/89.Conclusion.mp4 18.6 MB
10.Count Models - Count Tables/66.Risk.mp4 17.8 MB
9.Logistic Regression Case Study/56.Test of linearity - Graphical.mp4 17.6 MB
5.Linear Regression Case Study/33.Influential observations.mp4 16.7 MB
1.Simple Linear Regression/06.Model fit.mp4 15.9 MB
4.Linear Regression - Checking Model Fit and Assumptions/21.Outliers.mp4 15.6 MB
8.Logistic Regression - Prediction and Model Fit/47.Goodness of fit - Likelihood ratio test.mp4 14.8 MB
9.Logistic Regression Case Study/63.Combining both residuals and influence in one graph.mp4 14.4 MB
5.Linear Regression Case Study/28.Multiple regression.mp4 13.7 MB
2.Multiple linear regression/10.R-squared.mp4 13.1 MB
4.Linear Regression - Checking Model Fit and Assumptions/20.Multicollinearity.mp4 13.1 MB
13.Prediction/79.Predicting the number of events.mp4 13.0 MB
9.Logistic Regression Case Study/53.The dataset.mp4 11.9 MB
2.Multiple linear regression/11.The p-value.mp4 11.5 MB
14.Count Model Case Study/87.Comparing count models.mp4 11.1 MB
4.Linear Regression - Checking Model Fit and Assumptions/17.Normality of residuals.mp4 10.8 MB
4.Linear Regression - Checking Model Fit and Assumptions/18.Independence of residuals.mp4 10.6 MB
5.Linear Regression Case Study/24.The dataset.mp4 10.5 MB
4.Linear Regression - Checking Model Fit and Assumptions/19.Constant variance.mp4 10.4 MB
8.Logistic Regression - Prediction and Model Fit/51.Residuals.mp4 10.2 MB
13.Prediction/80.Predicting probabilities of certain counts.mp4 10.1 MB
5.Linear Regression Case Study/32.Outliers.mp4 9.7 MB
5.Linear Regression Case Study/29.Checking model fit.mp4 9.6 MB
5.Linear Regression Case Study/34.Visualizing the result.mp4 9.4 MB
8.Logistic Regression - Prediction and Model Fit/50.Goodness of fit - ROC analysis.mp4 9.2 MB
9.Logistic Regression Case Study/54.Continuous variables.mp4 9.1 MB
9.Logistic Regression Case Study/61.Residual analysis.mp4 8.6 MB
9.Logistic Regression Case Study/64.Visualizing the result.mp4 7.7 MB
9.Logistic Regression Case Study/59.Multivariate analysis.mp4 7.6 MB
9.Logistic Regression Case Study/62.Influential observations.mp4 7.1 MB
9.Logistic Regression Case Study/57.Binary variables.mp4 6.6 MB
5.Linear Regression Case Study/26.Including binary variables.mp4 6.3 MB
5.Linear Regression Case Study/27.Including categorical variables.mp4 6.0 MB
14.Count Model Case Study/85.Negative binomial regression.mp4 5.7 MB
5.Linear Regression Case Study/31.Multicollinearity.mp4 5.4 MB
9.Logistic Regression Case Study/55.Test of linearity - Non-graphical.mp4 5.4 MB
14.Count Model Case Study/81.The dataset.mp4 4.2 MB
14.Count Model Case Study/84.Multivariate analysis.mp4 3.6 MB
14.Count Model Case Study/83.Binary variables.mp4 3.2 MB
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