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A Method for Controlling Extrapolation when Visualizing and Optimizing the Prediction Profiles of Statistical and Machine Learning Models. (arXiv:2201.05236v1 [stat.ML])
cs.LG updates on arXiv.org arxiv.org
We present a novel method for controlling extrapolation in the prediction
profiler in the JMP software. The prediction profiler is a graphical tool for
exploring high dimensional prediction surfaces for statistical and machine
learning models. The profiler contains interactive cross-sectional views, or
profile traces, of the prediction surface of a model. Our method helps users
avoid exploring predictions that should be considered extrapolation. It also
performs optimization over a constrained factor region that avoids
extrapolation using a genetic algorithm. In …
arxiv learning machine machine learning machine learning models ml prediction profiles statistical