This paper describes the study on example selection in re- gression problems using ¹-SVM (Support Vector Machine) linear as pre- diction algorithm. The motivation case is a study done on real data for a problem of bus trip time prediction. In this study we use three differ- ent training sets: all the examples, examples from past days similar to the day where prediction is needed, and examples selected by a CART...
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