Open AccessCalibrating Probability Estimation Trees using Venn-Abers Predictors
Author(s) -
Ulf Johansson,
Tuve Löfström,
Henrik Boström
Publication year - 2019
Publication title -
society for industrial and applied mathematics ebooks
Language(s) - English
Resource type - Book series
DOI - 10.1137/1.9781611975673.4
Subject(s) - venn diagram , calibration , mathematics , statistics , context (archaeology) , isotonic regression , decision tree , quantile , computer science , econometrics , artificial intelligence , mathematics education , paleontology , estimator , biology
Class labels output by standard decision trees are not very useful for making informed decisions, e.g., when comparing the expected utility of various alternatives. In contrast, probability estimat ...
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