Topic dossiers03 records
01
Curated research dossier
Bayesian Methods & Statistical Modeling
Essays and projects on Bayesian statistics, nonparametrics, inference, and technical modeling.
01Dossier contents
Essays and projects, read as one inquiry.
2 essays and 1 projects are linked by subject, method, and evidence.
- 01EssayMarkov Chain Monte Carlo: Intuition, Algorithms, Diagnostics, and Why the Chain Moves the Way It DoesApr 2026
A guide to MCMC with interactive visuals: why Bayesian inference becomes an integration problem, how Metropolis-Hastings works, and how geometry shapes mixing and diagnostics.
- 02EssayBayesian vs. Frequentist: Two Ways of Thinking About UncertaintyJan 2026
Two dominant frameworks of statistical inference—Frequentist and Bayesian—start from the same data but differ in what probability means and how uncertainty is quantified.
- 03ProjectRegression as an Ill-Posed Inverse Problem Spectral Filters, Regularization, and Runtime Trade-offsRecord