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Code for Danee
Bayesian Structure for Dirichlet Multinomial Model
In this R script, we illustrate the heterogeneity of the posterior distribution using a Dirichlet prior for the multinomial distribution. We display Bayesian conjugacy plots that display the variability of prior and posterior distributions in the form of a contour plot.
Dynamical Systems - Logistic Difference Equation
In this R script, we explore the finite difference equation known as the logistic equation. We compute the trajectories for various parameter values of r and plot the steady states as a function of r and plot the last 400 of the 1200 time points. The result is a bifurcation map that displays a period-doubling bifurcation along with a region of chaotic oscillations (unpredictable).
IPDMA-CRT methodological study
Analysis pipeline and preliminary results
Hypothesis Testing for Population Variance
In this R script, we conjecture if the population variance is greater than the hypothesized population variance using the sample standard and critical chi-square value. If the p-value is below a threshold, we reject the null hypothesis and the population variance is indeed greater than the hypothesized variance. Results are useful when comparing samples and making inferences about the population variances before performing statistical tests on the measures of central tendency.
Confidence Interval for Population Variance
In this R script, we explore the methods to estimate the population variance using the chi-square distribution and interval estimation. Results can be applied to a given data variable where the population variance is unknown, but the sample standard deviation can be computed.
Incomplete Beta Function
In this Rscript, we illustrate the connection between the Incomplete Beta Function (used in the Beta probability distribution) and how it is related to the Gamma function.
Simple Linear Regression
This document provides a rough overview of the statistical method - Linear Regression. It used code examples, and explains the logic behind everything.
Seminario2
Tutorial
Workshop 2 - Hedging Vehicles M2
Workshop 2 - Hedging Vehicles M2 Alberto Dorantes, Ph.D. Tec de Monterrey