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Probability Distributions

Simulating Dependent Random Variables Using Copulas

Fitting Distributions to Data

Analyzing Survival or Reliability Data

Fitting Custom Univariate Distributions

Fitting Custom Univariate Distributions, Part 2

Nonparametric Estimates of Cumulative Distribution Functions and Their Inverses

Modelling Tail Data with the Generalized Pareto Distribution

Modelling Data with the Generalized Extreme Value Distribution

Curve Fitting and Distribution Fitting

Fitting a Univariate Distribution Using Cumulative Probabilities

Multivariate Analysis

Visualizing Multivariate Data

Selecting Features for Classifying High-dimensional Data

Cluster Analysis

Factor Analysis

Classical Multidimensional Scaling

Non-Classical Multidimensional Scaling

Fitting an Orthogonal Regression Using Principal Components Analysis

Classification

Credit Rating by Bagging Decision Trees

C Code Generation for Image Classifier

Tune Regularization Parameter to Detect Features Using NCA for Classification

Regression

Fitting Data with Generalized Linear Models

Bayesian Analysis for a Logistic Regression Model

Time Series Regression of Airline Passenger Data

Weighted Nonlinear Regression

Partial Least Squares Regression and Principal Components Regression

Pitfalls in Fitting Nonlinear Models by Transforming to Linearity

Nonlinear Logistic Regression

Hypothesis Testing

Selecting a Sample Size

Analysis of Out-Of-Memory Data

统计和机器学习with Big Data Using Tall Arrays

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