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Decision tree regression is a fundamental technique that can be used by itself, and is also the basis for powerful ensemble techniques (a collection of many decision trees), notably, AdaBoost ...
Seyoung Kim, Eric P. Xing, TREE-GUIDED GROUP LASSO FOR MULTI-RESPONSE REGRESSION WITH STRUCTURED SPARSITY, WITH AN APPLICATION TO EQTL MAPPING, The Annals of Applied Statistics, Vol. 6, No. 3 ...
What are the advantages of logistic regression over decision trees? This question was originally answered on Quora by Claudia Perlich.