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Exploring Support Vector Machines for Higgs Parameter Analysis and L2 b-Tagger Efficiency

This meeting focuses on the application of Support Vector Machines (SVMs) in analyzing Higgs parameters, evaluating efficiency and purity metrics. We will delve into feature space separability, kernel functions, and the calculation processes involved in SVMs. Additionally, we will discuss the performance of the L2 b-tagger, including its parameters, output, and correlation with QCD events, particularly concerning b and b-bar quarks. Join us for insights into optimizing machine learning methods for high-energy physics analysis.

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Exploring Support Vector Machines for Higgs Parameter Analysis and L2 b-Tagger Efficiency

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Presentation Transcript


  1. Support Vector Machines D0@NL meeting

  2. SVMs D0@NL meeting

  3. Feature Space D0@NL meeting

  4. Separable? D0@NL meeting

  5. Kernels and Support Vectors D0@NL meeting

  6. Calculation D0@NL meeting

  7. Higgs Parameters D0@NL meeting

  8. Higgs Parameters D0@NL meeting

  9. Higgs Output D0@NL meeting

  10. Higgs Purity / Efficiency D0@NL meeting

  11. Kernel Width D0@NL meeting

  12. L2 b Tagger Parameters D0@NL meeting

  13. L2 b Tagger Parameters D0@NL meeting

  14. L2 b Tagger Output SVR NN D0@NL meeting

  15. L2 b Tagger Efficiency / Purity D0@NL meeting

  16. L2 b Tagger Correlation QCD b bbar D0@NL meeting

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