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Feynmanov diagram×Identifikácia častíc pomocou BDT×
OdborČasticová fyzikaČasticová fyzika
RodinaProcess / pipelineProcess / pipeline
Rok vzniku19492000
TvorcaRichard FeynmanMachine learning / particle physics community
TypVisualization and calculation frameworkParticle discrimination algorithm
Pôvodný zdrojFeynman, R. P. (1949). The Theory of Positrons. Physical Review, 76(6), 749–759. DOI ↗Breiman, L. (2001). Random Forests. Machine Learning, 45(1), 5–32. DOI ↗
Ďalšie názvyFeynman graph, interaction diagramBDT classifier, MVA particle ID, multivariate particle identification
Príbuzné33
ZhrnutieFeynman diagrams are graphical representations of particle interactions introduced by Richard Feynman in 1949. They provide an intuitive and systematic way to visualize and calculate amplitudes for quantum field theory processes, converting complex mathematical expressions into geometric pictures that reveal the underlying physics.Boosted Decision Trees (BDTs) are powerful multivariate classifiers used in particle physics to distinguish between different particle types based on detector signatures. By combining many weak decision trees through adaptive boosting, BDTs achieve superior discrimination power compared to simple cuts, enabling improved purity and efficiency in particle identification and background rejection.
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ScholarGatePorovnať metódy: Feynman Diagram · BDT Particle Identification. Získané 2026-06-19 z https://scholargate.app/sk/compare