Cascade Training Technique for Particle Identification

Details Cascade Training Technique for Particle Identification Cascade Training Technique for Particle Identification

2006-11-27

arxiv.org/abs/physics/0611267v1

Nucl.Instrum.Meth.A578:315-321,2007

Physics

Data Analysis, Statistics and Probability

12 pages and 4 EPS figures

Scientific paper

10.1016/j.nima.2007.05.173

The cascade training technique which was developed during our work on the MiniBooNE particle identification has been found to be a very efficient way to improve the selection performance, especially when very low background contamination levels are desired. The detailed description of this technique is presented here based on the MiniBooNE detector Monte Carlo simulations, using both artifical neural networks and boosted decision trees as examples.

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