Concepedia

Boosted decision trees as an alternative to artificial neural networks for particle identification

Byron P. Roe, Hai-Jun Yang, Ji Zhu, Yong Liu, I. Stancu, G. McGregor

Nuclear Instruments and Methods in Physics Research Section A Accelerators Spectrometers Detectors and Associated Equipment · 2005 · 525 citations · 8 references

Open access

Concepts

Artificial IntelligenceEngineeringMachine LearningData ScienceData MiningPattern RecognitionArtificial Neural NetworksParticle IdentificationKnowledge DiscoveryDecision Tree LearningIntelligent ClassificationComputer ScienceClassifier SystemDecision TreesMultiple Classifier System

References

8

Greedy function approximation: A gradient boosting machine.

Jerome H. Friedman · The Annals of Statistics · 2001 · 27.3K citations · Full text

Engineering, Machine Learning, Data Mining +13

Classification and Regression Trees.

Alexander Gordon, Leo Breiman, Jerome H. Friedman et al. · Biometrics · 1984 · 23.8K citations

Data Analysis Method, Engineering, Machine Learning +19

Classification and Regression Trees.

John Van Ryzin, Leo Breiman, Jerome H. Friedman et al. · Journal of the American Statistical Association · 1986 · 21K citations

Data Classification, Engineering, Machine Learning +9

Experiments with a new boosting algorithm

Yoav Freund, Robert E. Schapire · 1996 · 7.6K citations

Additive logistic regression: a statistical view of boosting (With discussion and a rejoinder by the authors)

Jerome H. Friedman, Trevor Hastie, Robert Tibshirani · The Annals of Statistics · 2000 · 6.9K citations · Full text

Engineering, Machine Learning, Text Mining +24