Nicht aus der Schweiz? Besuchen Sie lehmanns.de

Statistical Methods for Data Analysis in Particle Physics

(Autor)

Buch | Softcover
XIX, 172 Seiten
2015 | 1st ed. 2016
Springer International Publishing (Verlag)
978-3-319-20175-7 (ISBN)

Lese- und Medienproben

Statistical Methods for Data Analysis in Particle Physics - Luca Lista
CHF 52,40 inkl. MwSt
zur Neuauflage
  • Titel ist leider vergriffen;
    keine Neuauflage
  • Artikel merken
Zu diesem Artikel existiert eine Nachauflage
This concise set of course-based notes provides the reader with the main concepts and tools to perform statistical analysis of experimental data, in particular in the field of high-energy physics (HEP). First, an introduction to probability theory and basic statistics is given, mainly as reminder from advanced undergraduate studies, yet also in view to clearly distinguish the Frequentist versus Bayesian approaches and interpretations in subsequent applications. More advanced concepts and applications are gradually introduced, culminating in the chapter on upper limits as many applications in HEP concern hypothesis testing, where often the main goal is to provide better and better limits so as to be able to distinguish eventually between competing hypotheses or to rule out some of them altogether. Many worked examples will help newcomers to the field and graduate students to understand the pitfalls in applying theoretical concepts to actual data.

Preface.- Probability theory.- Probability Distribution Functions.- Bayesian approach to probability.- Random numbers and Monte Carlo Methods.- Parameter estimate.- Confidence intervals.- Hypothesis tests.- Upper Limits.- Bibliography.

"This book is an excellent introduction to statistical methods for data analysis in general, not only in particle physics. ... The contents are well structured, concise and easily understandable. Particular effort was made in illustrating distinct characters of frequency and Bayesian approaches. ... I highly recommend this book to anyone who is interested in pursuing data analysis in all fields." (Zhen Mei, zbMATH 1333.81007, 2016)

Reihe/Serie Lecture Notes in Physics
Zusatzinfo XIX, 172 p. 63 illus., 59 illus. in color.
Verlagsort Cham
Sprache englisch
Maße 155 x 235 mm
Themenwelt Naturwissenschaften Physik / Astronomie Atom- / Kern- / Molekularphysik
Schlagworte Bayesian Versus Frequentist Probability Theory • Data Analysis in High Energy Physics • Experimental Particle Physics and Data Anaylsis • Hypothesis Testing and Discovery-based Science • Modified Frequentist Approach • Parameter Estimation and Uncertainties • Statistics Textbook for Particle Physics
ISBN-10 3-319-20175-1 / 3319201751
ISBN-13 978-3-319-20175-7 / 9783319201757
Zustand Neuware
Informationen gemäß Produktsicherheitsverordnung (GPSR)
Haben Sie eine Frage zum Produkt?
Mehr entdecken
aus dem Bereich
Grundlagen und Anwendungen

von Reinhold Kleiner; Werner Buckel

Buch | Softcover (2024)
Wiley-VCH (Verlag)
CHF 109,95