|
A
Genetic Jackknife Method: 3-in-1 Tool for
Variable Selection, Data Mining and Model Building Bruce Ratner, Ph.D.
The trinity of
traditional analytical techniques - variable selection, data mining,
and model building - is presented in detail along with their
strengths and weaknesses. Then, I introduce a new “jackknife” method
that is a 3-in-1 tool for automatically and simultaneously performing
the trinity of techniques: selecting important original variables,
finding patterns within the data by constructing new important
variables from the original variables, and formulating a mathematical
equation based on the best set of original and constructed variables.
The jackknife method is based on the assumption-free, nonparametric
genetic paradigm inspired by Darwin’s Principle of Survival of the
Fittest and the biological operations of reproduction, sexual
recombination and mutation. The genetic jackknife method offers a clear
advantage over current statistical methods, whose performance is
dependent upon theoretical assumptions, predefined model formulations,
and data-type restrictions. A case study is presented to illustrate the
potential of the new method for building database marketing and CRM
models with the GenIQ
software implementation of the new method.
|
|