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Proyecto Final Estadistica
Juan Esteban Betancur Isabella Shaikh Gabriela Morales Nicole Duque Daniela Caballero Angelica Balanta
Central Limit Theorem of the Exponential Distribution
In this R script, we demonstrate the distribution of the sample average of an exponentially distributed random variable resembles the normal distribution.
Shapiro - Wilk Test for Normality
In this R script, we test to see if a continuously distributed random variable is normally distributed. Typically, empirical observations need not follow a specific distribution, so we need to conduct statistical test to see what is the most likely distribution. Experimentally, we sample from an exponential and normal distribution and perform the Shapiro-Wilk test (useful for low samples - KS test for large samples) to test for normality.
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Step-Wise Regression with Churn Data
A demonstration of Step-Wise regression.
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).