Non-parametric Methods

  1. Practical Implementation
    1. Computational Considerations
      1. Exact vs. Approximate Methods
        1. Large Sample Approximations
          1. Computational Complexity
            1. Numerical Precision Issues
            2. Software Implementation
              1. R Programming
                1. Base R Functions
                  1. Specialized Packages
                    1. Custom Implementation
                    2. Python Implementation
                      1. SciPy Functions
                        1. Specialized Libraries
                          1. Custom Algorithms
                          2. Commercial Software
                            1. SPSS Procedures
                              1. SAS Procedures
                                1. Stata Commands
                              2. Diagnostic and Validation Methods
                                1. Assumption Checking
                                  1. Graphical Methods
                                    1. Formal Tests
                                    2. Model Validation
                                      1. Cross-validation
                                        1. Bootstrap Validation
                                        2. Sensitivity Analysis
                                          1. Robustness Assessment
                                            1. Outlier Influence

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                                        10. Multivariate Non-parametric Methods

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                                        12. Advanced Topics and Extensions