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MLE

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Model Perspective
Model Perspective
Aug 1, 2022 · Fundamentals

When to Use Poisson vs. Negative Binomial Regression: A Practical Guide

Poisson regression models count data assuming equal mean and variance, while negative binomial regression handles over‑dispersion by adding a gamma‑distributed heterogeneity term; this article explains their assumptions, likelihoods, interpretation of incidence rate ratios, and guidance on choosing the appropriate model with robust standard errors.

MLEPoisson regressioncount data
0 likes · 6 min read
When to Use Poisson vs. Negative Binomial Regression: A Practical Guide
Python Programming Learning Circle
Python Programming Learning Circle
Apr 20, 2020 · Fundamentals

Understanding Binomial Distribution, Permutations, Combinations, and Their Python Implementations

This article introduces the fundamentals of binomial and Bernoulli distributions, explains permutations and combinations, provides Python functions to compute them, demonstrates probability calculations and visualizations with matplotlib and plotly, and shows a maximum likelihood estimation example for binomial parameters.

MLEbinomial distributioncombinatorics
0 likes · 8 min read
Understanding Binomial Distribution, Permutations, Combinations, and Their Python Implementations