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Doowon Choi's Projects

a-beginner-guide-to-carry-out-extreme-value-analysis-with-codes-in-python icon a-beginner-guide-to-carry-out-extreme-value-analysis-with-codes-in-python

A beginner's guide to carry out extreme value analysis, which consists of basic steps, multiple distribution fitting, confidential intervals, IDF/DDF, and a simple application of IDF information for roof drainage design. The guide mainly focuses on extreme rainfall analysis. However, the basic steps are also suitable for other climatic or hydrologic variables such as temperature, wind speed or runoff.

lccm icon lccm

Estimation of latent class choice models using the Expectation Maximization algorithm in addition to constraining the choice set across classes

polyfit icon polyfit

Scikit learn compatible constrained and robust polynomial regression in Python

tmle3 icon tmle3

🎯🎓 Generalized Targeted Learning Framework

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