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Controlling for Variables2 years ago
Introduction | Example 1: Multivariate Regression | Notes about Implementation | Correct | Fit Model | Summary | Incorrect | Example 2: Multivariate Probit | Example 3: Gaussian Copula Graphical Model | Select Graph | Note
Custom Network Comparisons2 years ago
Background | Basic Idea | R packages | Data | Illustrative Examples | Correlation | Step 1: Define Custom Function | Step 2: Compute the Observed Score | Step 3: Predictive Check | Hamming Distance | Partial Correlation Matrix Distance | Assortment | Expected Influence | Two Notes of Caution | Conclusion | References
Custom Network Statistics2 years ago
Background | Basic Idea | R packages | Data | Fit Model | Examples | Expected Influence | Bridge Strength | Assortment | Note | References
Graphical VAR2 years ago
Introduction | R package | Data | Estimation | Fit Model | Compare to Classical | Summarize Model | Select Graph | Plot Graph | Predictability | Explore | Confirm | Note
In Tandem: Confirmatory and Exploratory Testing2 years ago
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MCMC Diagnostics2 years ago
Introduction | R packages | ACF plot | Trace plot
Network Plots2 years ago
Introduction | R packages | Estimate | Fit Model | Select Graph | Plot Graph | Customize Plot | Layout | Bayesian Hypothesis Testing | Note | References
Predictability: Binary, Ordinal, and Continuous2 years ago
Background | R packages | Binary | Ordinal | Continuous | Note | References
Testing Sums2 years ago
Introduction | R package | One Group | Sum to String | Fit Model | Test Sums | Plot Results | Two Groups | Fit Models | Sanity Check | Notes
Three Ways to Test the Same Hypothesis2 years ago
Introduction | R package | Data | Approach 1: Posterior Difference | Hypothesis | Fit Models | Extract the Samples | Sum and Compute Difference | Posterior Probability | Approach 2: Predictive Check | Define Function | Predictive Check | Plot | Approach 3: Bayesian Hypothesis Testing | Test Hypothesis | Plot Hypothesis | Sensitivity Analysis | Conclusion | References
High Dimensional Data: Must Read!!4 years ago
Introduction | Failure Altogether | Solution | Works but Bad Performance | References
NCT: CPU Time5 years ago
Introduction | CPU Time | References
NCT: Null Distributions5 years ago
Introduction | De-Sparsified Glasso | Distribution of $p$-values | QQplot | Error rate | Discussion | References
Custom Network Comparison Tests5 years ago
Introdution | Correlation | Predictability | References
Positive Manifold (Sign Restriction)5 years ago
Introduction | Packages | Correlations | Partial Correlations | GGM | Sign Restriction | Alternative Approach