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Machine Learning at the Belle II Experiment : The Full Event Interpretation and Its Validation on Belle Data.

By: Keck, Thomas.
Material type: TextTextSeries: eBooks on Demand.Springer Theses Ser: Publisher: Cham : Springer, 2019Copyright date: ©2018Description: 1 online resource (180 pages).Content type: text Media type: computer Carrier type: online resourceISBN: 9783319982496.Subject(s): Artificial intelligence | Particles (Nuclear physics)-Computer simulationGenre/Form: Electronic books.Additional physical formats: Print version:: Machine Learning at the Belle II Experiment : The Full Event Interpretation and Its Validation on Belle DataDDC classification: 006.3 LOC classification: QC1-75Online resources: Click here to view this ebook.
Contents:
Intro -- Supervisor's Foreword -- Acknowledgements -- Contents -- 1 Introduction -- 2 From Belle to Belle II -- 2.1 The Belle Experiment -- 2.1.1 KEKB Accelerator -- 2.1.2 Belle Detector -- 2.1.3 Recorded Dataset -- 2.2 The Belle II Experiment -- 2.2.1 SuperKEKB Accelerator -- 2.2.2 Belle II Detector -- 2.2.3 Anticipated Dataset -- 2.3 Belle to Belle II Dataset -- 2.3.1 Overview -- 2.3.2 Implementation Details -- 2.3.3 Validation -- 2.4 Conclusion -- References -- 3 Multivariate Analysis Algorithms -- 3.1 Theory -- 3.1.1 Regression -- 3.1.2 Classification -- 3.1.3 Model Complexity -- 3.1.4 Data Analysis in High Energy Physics -- 3.2 Implementation -- 3.2.1 Methods -- 3.2.2 Benchmark -- 3.2.3 Conditions Database Integration -- 3.2.4 Automatic Evaluation -- 3.3 Applications -- 3.3.1 Analysis Algorithms -- 3.3.2 Uniformity-Constraint -- 3.3.3 Data-Driven -- 3.3.4 Hyper-parameter Optimization -- 3.4 Conclusion -- References -- 4 Full Event Interpretation -- 4.1 Tag-Side Reconstruction -- 4.1.1 Inclusive Tagging -- 4.1.2 Exclusive Tagging -- 4.2 Implementation -- 4.2.1 Algorithm -- 4.2.2 Training -- 4.2.3 Application -- 4.2.4 Performance -- 4.2.5 Automatic Reporting -- 4.3 Validation -- 4.3.1 Signal Definitions -- 4.3.2 Performance on Belle -- 4.3.3 Performance on Belle II -- 4.3.4 Tag-Side Efficiency Correction -- 4.3.5 Comparison with Full Reconstruction -- 4.4 Outlook -- 4.4.1 Inclusive Tagging Using the FEI -- 4.4.2 Semileptonic D decays -- 4.4.3 Decay-channels with K longs -- 4.4.4 Decay-channels with incomplete neutral pions -- 4.4.5 FEI on Upsilon 5S -- 4.4.6 Deep FEI -- 4.5 Conclusion -- References -- 5 B rightarrowτν -- 5.1 Theory -- 5.1.1 Leptonic B Meson Decays in the Standard Model -- 5.1.2 Type II Two Higgs Doublet Model -- 5.1.3 The B to tau tau Puzzle -- 5.1.4 Tauon Decay Models -- 5.1.5 Previous Measurements -- 5.2 Measurement.
5.2.1 Skimming -- 5.2.2 Signal Side Reconstruction -- 5.2.3 Tag Side Reconstruction -- 5.2.4 Event Reconstruction -- 5.2.5 Branching Fraction Extraction -- 5.3 Validation -- 5.3.1 Monte Carlo Based Study -- 5.3.2 Off-Resonance Based Study -- 5.3.3 Short-lived Kaon Sideband Study -- 5.3.4 Momentum Shape Study -- 5.3.5 Fitting Procedure -- 5.3.6 Systematic Uncertainties -- 5.4 Results -- 5.4.1 Belle I -- 5.4.2 Belle II -- 5.5 Conclusion -- References -- 6 Conclusion -- A B2BII -- A.1 Monitoring Histograms -- B FEI -- B.1 Default Configuration -- B.1.1 Final State Particles -- B.1.2 Light Neutral Mesons -- B.1.3 Charmed Mesons -- B.1.4 Mesons -- B.2 Automatic Reporting -- B.2.1 Belle -- B.2.2 Belle II -- Curriculum Vitae.
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Item type Current location Call number URL Status Date due Barcode
Electronic Book UT Tyler Online
Online
QC1-75 (Browse shelf) https://ebookcentral.proquest.com/lib/uttyler/detail.action?docID=5627091 Available EBC5627091

Intro -- Supervisor's Foreword -- Acknowledgements -- Contents -- 1 Introduction -- 2 From Belle to Belle II -- 2.1 The Belle Experiment -- 2.1.1 KEKB Accelerator -- 2.1.2 Belle Detector -- 2.1.3 Recorded Dataset -- 2.2 The Belle II Experiment -- 2.2.1 SuperKEKB Accelerator -- 2.2.2 Belle II Detector -- 2.2.3 Anticipated Dataset -- 2.3 Belle to Belle II Dataset -- 2.3.1 Overview -- 2.3.2 Implementation Details -- 2.3.3 Validation -- 2.4 Conclusion -- References -- 3 Multivariate Analysis Algorithms -- 3.1 Theory -- 3.1.1 Regression -- 3.1.2 Classification -- 3.1.3 Model Complexity -- 3.1.4 Data Analysis in High Energy Physics -- 3.2 Implementation -- 3.2.1 Methods -- 3.2.2 Benchmark -- 3.2.3 Conditions Database Integration -- 3.2.4 Automatic Evaluation -- 3.3 Applications -- 3.3.1 Analysis Algorithms -- 3.3.2 Uniformity-Constraint -- 3.3.3 Data-Driven -- 3.3.4 Hyper-parameter Optimization -- 3.4 Conclusion -- References -- 4 Full Event Interpretation -- 4.1 Tag-Side Reconstruction -- 4.1.1 Inclusive Tagging -- 4.1.2 Exclusive Tagging -- 4.2 Implementation -- 4.2.1 Algorithm -- 4.2.2 Training -- 4.2.3 Application -- 4.2.4 Performance -- 4.2.5 Automatic Reporting -- 4.3 Validation -- 4.3.1 Signal Definitions -- 4.3.2 Performance on Belle -- 4.3.3 Performance on Belle II -- 4.3.4 Tag-Side Efficiency Correction -- 4.3.5 Comparison with Full Reconstruction -- 4.4 Outlook -- 4.4.1 Inclusive Tagging Using the FEI -- 4.4.2 Semileptonic D decays -- 4.4.3 Decay-channels with K longs -- 4.4.4 Decay-channels with incomplete neutral pions -- 4.4.5 FEI on Upsilon 5S -- 4.4.6 Deep FEI -- 4.5 Conclusion -- References -- 5 B rightarrowτν -- 5.1 Theory -- 5.1.1 Leptonic B Meson Decays in the Standard Model -- 5.1.2 Type II Two Higgs Doublet Model -- 5.1.3 The B to tau tau Puzzle -- 5.1.4 Tauon Decay Models -- 5.1.5 Previous Measurements -- 5.2 Measurement.

5.2.1 Skimming -- 5.2.2 Signal Side Reconstruction -- 5.2.3 Tag Side Reconstruction -- 5.2.4 Event Reconstruction -- 5.2.5 Branching Fraction Extraction -- 5.3 Validation -- 5.3.1 Monte Carlo Based Study -- 5.3.2 Off-Resonance Based Study -- 5.3.3 Short-lived Kaon Sideband Study -- 5.3.4 Momentum Shape Study -- 5.3.5 Fitting Procedure -- 5.3.6 Systematic Uncertainties -- 5.4 Results -- 5.4.1 Belle I -- 5.4.2 Belle II -- 5.5 Conclusion -- References -- 6 Conclusion -- A B2BII -- A.1 Monitoring Histograms -- B FEI -- B.1 Default Configuration -- B.1.1 Final State Particles -- B.1.2 Light Neutral Mesons -- B.1.3 Charmed Mesons -- B.1.4 Mesons -- B.2 Automatic Reporting -- B.2.1 Belle -- B.2.2 Belle II -- Curriculum Vitae.

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