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Cover: 9780198501558 | Statistical Data Analysis | Glen Cowan | Taschenbuch | Paperback
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Statistical Data Analysis
Taschenbuch von Glen Cowan
Sprache: Englisch

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Beschreibung
This book is a guide to the practical application of statistics to data analysis in the physical sciences. It is primarily addressed at students and professionals who need to draw quantitative conclusions from experimental data. Although most of the examples are taken from particle physics, the material is presented in a sufficiently general way as to be useful to people from most branches of the physical sciences. The first part of the book describes the basic tools of data analysis: concepts of probability and random variables, Monte Carlo techniques, statistical tests, and methods of parameter estimation. The last three chapters then develop more advanced statistical ideas, focusing on interval estimation, characteristic functions, and correcting distributions for the effects of measurement errors (unfolding).
This book is a guide to the practical application of statistics to data analysis in the physical sciences. It is primarily addressed at students and professionals who need to draw quantitative conclusions from experimental data. Although most of the examples are taken from particle physics, the material is presented in a sufficiently general way as to be useful to people from most branches of the physical sciences. The first part of the book describes the basic tools of data analysis: concepts of probability and random variables, Monte Carlo techniques, statistical tests, and methods of parameter estimation. The last three chapters then develop more advanced statistical ideas, focusing on interval estimation, characteristic functions, and correcting distributions for the effects of measurement errors (unfolding).
Über den Autor
Dr Glen D. Cowan, CERN, PPE Division, CH-1211 Geneva 23, Switzerland, Tel: [...], Fax: [...], Email: [...][...]
Glen Cowan received his Ph.D. in physics in 1988 from the University of California, Berkeley, after completing his thesis work on particle production in high energy electron-positron collisions. From there he moved to Europe, and has held positions at the Max Planck Institute in Munich and the University of Siegen, Germany. For most of this time, he has been based at the European Organisation for Nuclear Research (CERN) in Geneva. He is a member of the ALEPH experiment at the electron positron collider LEP.
Inhaltsverzeichnis
  • Preface

  • Notation

  • 1: Fundamental Concepts

  • 2: Examples of Probability Functions

  • 3: The Monte Carlo Method

  • 4: Statistical Tests

  • 5: General Concepts of Parameter Estimation

  • 6: The Method of Maximum Likelihood

  • 7: The Method of Least Squares

  • 8: The Method of Moments

  • 9: Statistical Errors, Confidence Intervals and Limits

  • 10: Characteristic Functions and Related Examples

  • 11: Unfolding

  • Bibliography

  • Index

Details
Erscheinungsjahr: 1998
Fachbereich: Wahrscheinlichkeitstheorie
Genre: Mathematik
Rubrik: Naturwissenschaften & Technik
Medium: Taschenbuch
ISBN-13: 9780198501558
ISBN-10: 0198501552
Sprache: Englisch
Ausstattung / Beilage: Paperback
Einband: Kartoniert / Broschiert
Autor: Cowan, Glen
Hersteller: OUP Oxford
Maße: 234 x 156 x 12 mm
Von/Mit: Glen Cowan
Erscheinungsdatum: 26.03.1998
Gewicht: 0,33 kg
Artikel-ID: 108637067
Über den Autor
Dr Glen D. Cowan, CERN, PPE Division, CH-1211 Geneva 23, Switzerland, Tel: [...], Fax: [...], Email: [...][...]
Glen Cowan received his Ph.D. in physics in 1988 from the University of California, Berkeley, after completing his thesis work on particle production in high energy electron-positron collisions. From there he moved to Europe, and has held positions at the Max Planck Institute in Munich and the University of Siegen, Germany. For most of this time, he has been based at the European Organisation for Nuclear Research (CERN) in Geneva. He is a member of the ALEPH experiment at the electron positron collider LEP.
Inhaltsverzeichnis
  • Preface

  • Notation

  • 1: Fundamental Concepts

  • 2: Examples of Probability Functions

  • 3: The Monte Carlo Method

  • 4: Statistical Tests

  • 5: General Concepts of Parameter Estimation

  • 6: The Method of Maximum Likelihood

  • 7: The Method of Least Squares

  • 8: The Method of Moments

  • 9: Statistical Errors, Confidence Intervals and Limits

  • 10: Characteristic Functions and Related Examples

  • 11: Unfolding

  • Bibliography

  • Index

Details
Erscheinungsjahr: 1998
Fachbereich: Wahrscheinlichkeitstheorie
Genre: Mathematik
Rubrik: Naturwissenschaften & Technik
Medium: Taschenbuch
ISBN-13: 9780198501558
ISBN-10: 0198501552
Sprache: Englisch
Ausstattung / Beilage: Paperback
Einband: Kartoniert / Broschiert
Autor: Cowan, Glen
Hersteller: OUP Oxford
Maße: 234 x 156 x 12 mm
Von/Mit: Glen Cowan
Erscheinungsdatum: 26.03.1998
Gewicht: 0,33 kg
Artikel-ID: 108637067
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