Resolution 5 Fractional Factorial Designs
At work, I needed to create a resolution V (R5) fractional factorial design for use in a study of the relative effectiveness of various modernization programs.
Recent Posts
Kaggle Housing Prices Competition
This notebook was written to document the steps and techniques used to achieve a top 2% ranking on Kaggle’s Housing Prices Competition.
Random Forests
As with support vector machines, and as the name implies, classification and regression trees (CART) can be used for either classification or regression task...
Support Vector Machines
Support Vector Regression (SVR) attempts to include as many data points as possible in the area between two lines. The following figure demonstrates this usi...
Generalized Additive Models
Recall that if there is a non-linear relationship between predictor and response, we can attempt to transform the predictor using a known function (log, reci...