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arXiv 1609.04150physics.data-anhep-ex
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粒子物理学家实用统计学

Practical Statistics for Particle Physicists

Luca Lista

摘要:

这三个讲座介绍了统计数据分析的主要概念,这些概念对精确测量和寻找高能物理中的新信号很有用。介绍了概率论的频率主义和贝叶斯方法,并给出了这两种方法的推理方法。假设检验将被讨论,然后显着性和上限评估将与现代和最先进的技术在大型强子对撞机的数据分析的概述。

英文摘要:

These three lectures provide an introduction to the main concepts of statistical data analysis useful for precision measurements and searches for new signals in High Energy Physics. The frequentist and Bayesian approaches to probability theory are introduced and, for both approaches, inference methods are presented. Hypothesis tests will be discussed, then significance and upper limit evaluation will be presented with an overview of the modern and most advanced techniques adopted for data analysis at the Large Hadron Collider.

机构、总结、中文摘要均由AI分析而来,可能存在错误,请以论文正文为准。

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