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Data Analysis in High Energy Physics

Data Analysis in High Energy Physics PDF Author: Olaf Behnke
Publisher: John Wiley & Sons
ISBN: 3527653430
Category : Science
Languages : en
Pages : 440

Book Description
This practical guide covers the essential tasks in statistical data analysis encountered in high energy physics and provides comprehensive advice for typical questions and problems. The basic methods for inferring results from data are presented as well as tools for advanced tasks such as improving the signal-to-background ratio, correcting detector effects, determining systematics and many others. Concrete applications are discussed in analysis walkthroughs. Each chapter is supplemented by numerous examples and exercises and by a list of literature and relevant links. The book targets a broad readership at all career levels - from students to senior researchers. An accompanying website provides more algorithms as well as up-to-date information and links. * Free solutions manual available for lecturers at www.wiley-vch.de/supplements/

Data Analysis in High Energy Physics

Data Analysis in High Energy Physics PDF Author: Olaf Behnke
Publisher: John Wiley & Sons
ISBN: 3527653430
Category : Science
Languages : en
Pages : 440

Book Description
This practical guide covers the essential tasks in statistical data analysis encountered in high energy physics and provides comprehensive advice for typical questions and problems. The basic methods for inferring results from data are presented as well as tools for advanced tasks such as improving the signal-to-background ratio, correcting detector effects, determining systematics and many others. Concrete applications are discussed in analysis walkthroughs. Each chapter is supplemented by numerous examples and exercises and by a list of literature and relevant links. The book targets a broad readership at all career levels - from students to senior researchers. An accompanying website provides more algorithms as well as up-to-date information and links. * Free solutions manual available for lecturers at www.wiley-vch.de/supplements/

Data Analysis in High Energy Physics

Data Analysis in High Energy Physics PDF Author: M. Jobes
Publisher:
ISBN: 9781781548868
Category :
Languages : en
Pages :

Book Description


Data Analysis in High Energy Physics

Data Analysis in High Energy Physics PDF Author: Olaf Behnke
Publisher: John Wiley & Sons
ISBN: 3527410589
Category : Science
Languages : en
Pages : 452

Book Description
This practical guide covers the essential tasks in statistical data analysis encountered in high energy physics and provides comprehensive advice for typical questions and problems. The basic methods for inferring results from data are presented as well as tools for advanced tasks such as improving the signal-to-background ratio, correcting detector effects, determining systematics and many others. Concrete applications are discussed in analysis walkthroughs. Each chapter is supplemented by numerous examples and exercises and by a list of literature and relevant links. The book targets a broad readership at all career levels - from students to senior researchers. An accompanying website provides more algorithms as well as up-to-date information and links. * Free solutions manual available for lecturers at www.wiley-vch.de/supplements/

Data Analysis Techniques for High-Energy Physics

Data Analysis Techniques for High-Energy Physics PDF Author: R. Frühwirth
Publisher: Cambridge University Press
ISBN: 9780521635486
Category : Science
Languages : en
Pages : 412

Book Description
Up-dated indispensable guide to handling and analysing data obtained from high-energy and nuclear physics experiments.

Data Analysis Techniques for High-Energy Physics Experiments

Data Analysis Techniques for High-Energy Physics Experiments PDF Author: R. K. Bock
Publisher: Cambridge University Press
ISBN: 9780521114370
Category : Science
Languages : en
Pages : 0

Book Description
High-energy physics - the science of the fundamental particles nature - has become one of the most complex and demanding disciplines of natural science. The observation of particle interactions involves the analysis of large and intricate data samples. The very high cost of these experiments makes the full and correct use of the information imperative. Successful interpretation of the data requires the application of advanced mathematical algorithms and computer techniques in all stages of the analysis. The necessary and available techniques of all steps of the analysis have been assembled in a single book. All four authors have had many years' involvement with high-energy physics experiments at CERN, DESY and other particle accelerators around the world. They have written this book both as an introduction and to inform the reader on the most advanced techniques of data analysis in this field. It will be of great value to people involved in experimental research in particle physics, including beginning graduates, computer electronic engineers and senior academics.

Data Analysis Techniques for High-Energy Physics

Data Analysis Techniques for High-Energy Physics PDF Author: Rudolf Frühwirth
Publisher:
ISBN: 9781139144629
Category : SCIENCE
Languages : en
Pages : 413

Book Description
Up-dated indispensable guide to handling and analysing data obtained from high-energy and nuclear physics experiments.

Statistical Methods for Data Analysis in Particle Physics

Statistical Methods for Data Analysis in Particle Physics PDF Author: Luca Lista
Publisher: Springer
ISBN: 3319628402
Category : Science
Languages : en
Pages : 257

Book Description
This concise set of course-based notes provides the reader with the main concepts and tools needed to perform statistical analyses of experimental data, in particular in the field of high-energy physics (HEP). First, the book provides an introduction to probability theory and basic statistics, mainly intended as a refresher from readers’ advanced undergraduate studies, but also to help them clearly distinguish between the Frequentist and Bayesian approaches and interpretations in subsequent applications. More advanced concepts and applications are gradually introduced, culminating in the chapter on both discoveries and upper limits, as many applications in HEP concern hypothesis testing, where the main goal is often to provide better and better limits so as to eventually be able to distinguish between competing hypotheses, or to rule out some of them altogether. Many worked-out examples will help newcomers to the field and graduate students alike understand the pitfalls involved in applying theoretical concepts to actual data. This new second edition significantly expands on the original material, with more background content (e.g. the Markov Chain Monte Carlo method, best linear unbiased estimator), applications (unfolding and regularization procedures, control regions and simultaneous fits, machine learning concepts) and examples (e.g. look-elsewhere effect calculation).

Artificial Intelligence For High Energy Physics

Artificial Intelligence For High Energy Physics PDF Author: Paolo Calafiura
Publisher: World Scientific
ISBN: 9811234043
Category : Science
Languages : en
Pages : 829

Book Description
The Higgs boson discovery at the Large Hadron Collider in 2012 relied on boosted decision trees. Since then, high energy physics (HEP) has applied modern machine learning (ML) techniques to all stages of the data analysis pipeline, from raw data processing to statistical analysis. The unique requirements of HEP data analysis, the availability of high-quality simulators, the complexity of the data structures (which rarely are image-like), the control of uncertainties expected from scientific measurements, and the exabyte-scale datasets require the development of HEP-specific ML techniques. While these developments proceed at full speed along many paths, the nineteen reviews in this book offer a self-contained, pedagogical introduction to ML models' real-life applications in HEP, written by some of the foremost experts in their area.

Statistics for Nuclear and Particle Physicists

Statistics for Nuclear and Particle Physicists PDF Author: Louis Lyons
Publisher: Cambridge University Press
ISBN: 9780521379342
Category : Science
Languages : en
Pages : 244

Book Description
This book, written by a non-statistician for non-statisticians, emphasises the practical approach to those problems in statistics which arise regularly in data analysis situations in nuclear and high-energy physics experiments. Rather than concentrating on formal proofs of theorems, an abundant use of simple examples illustrates the general ideas which are presented, showing the reader how to obtain the maximum information from the data in the simplest manner. Possible difficulties with the various techniques, and pitfalls to be avoided, are also discussed. Based on a series of lectures given by the author to both students and staff at Oxford, this common-sense approach to statistics will enable nuclear physicists to understand better how to do justice to their data in both analysis and interpretation.

Techniques and Concepts of High-Energy Physics IX

Techniques and Concepts of High-Energy Physics IX PDF Author: Thomas Ferbel
Publisher: Springer Science & Business Media
ISBN: 1461559634
Category : Science
Languages : en
Pages : 541

Book Description
The ninth Advanced Study Institute (AS!) on Techniques and Concepts of High Energy Physics was almost canceled before ifbegan! A certain visitor to the area (Hurricane Bertha) arrived unexpectedly early in 1996. It was the first hur ricane in memory to menace the Caribbean in early July! Fortunately, it passed St. Croix several days before our meeting, and left very little damage. (The Altar ellis survived the eye of the storm in the in the British West Islands!) The meeting was held once again at the hotel on the Cay, on that spec of land in the harbor ofChrirtiansted, St. Croix, U. S. Virgin Islands. After the first two days of, at times, outrageous downpour, the 71 participants from 26 coun tries began to relax and enjoy the lectures and the lovely surroundings of the In stitute. The primary support for the meeting was provided by the ~cientific Affairs Division of the North Atlantic Treaty Organization (NATO). The ASI was cosponsored by the U. S. department of Energy, by the Fermi National Accelera tor Laboratory (Fermi-lab), by the U. S. National Science Foundation, and by the University of Rochester. In addition, the International Science Foundation con tributed to the support of a participant from Russia. As in the case of the previous ASIs, the scientific program was designed for advanced graduate students and recent Ph. D. recipients in experimental parti cle physics.