Bibliography#
Roger Barlow. Statistics - A guide to the use of statistical methods in the physical sciences. Wiley, 1989. URL: https://www.wiley.com/en-us/Statistics:+A+Guide+to+the+Use+of+Statistical+Methods+in+the+Physical+Sciences-p-9780471922957.
Roger Barlow. Systematic errors: facts and fictions. 2002. URL: https://arxiv.org/abs/hep-ex/0207026, doi:10.48550/ARXIV.HEP-EX/0207026.
CMS. Public results. URL: https://cms-results-search.web.cern.ch/.
CMS. Energy calibration and resolution of the CMS electromagnetic calorimeter in pp collisions at sqrt(s)=7 TeV. preprint, 8(09):P09009–P09009, sep 2013. URL: https://doi.org/10.1088%2F1748-0221%2F8%2F09%2Fp09009, doi:10.1088/1748-0221/8/09/p09009.
CMS. Updated measurements of the Higgs boson at 125 GeV in the two photon decay channel. Technical Report, CERN, Geneva, 2013. URL: https://cds.cern.ch/record/1530524.
Glen Cowan. Statistical Data Analysis. Oxford Science Publications, 1998. URL: https://global.oup.com/academic/product/statistical-data-analysis-9780198501558?cc=ch&lang=en&.
Glen Cowan, Kyle Cranmer, Eilam Gross, and Ofer Vitells. Asymptotic formulae for likelihood-based tests of new physics. The European Physical Journal C, feb 2011. URL: https://doi.org/10.1140%2Fepjc%2Fs10052-011-1554-0, doi:10.1140/epjc/s10052-011-1554-0.
Kyle S Cranmer. Statistics for the LHC: Progress, Challenges, and Future. preprint, 2008. URL: http://cds.cern.ch/record/1099969, doi:10.5170/CERN-2008-001.47.
Bradley Efron and Gail Gong. A leisurely look at the bootstrap, the jackknife, and cross-validation. The American Statistician, 37(1):36–48, 1983. URL: http://www.jstor.org/stable/2685844 (visited on 2023-02-16).
Gary J. Feldman and Robert D. Cousins. Unified approach to the classical statistical analysis of small signals. Physical Review D, 57(7):3873–3889, apr 1998. URL: https://doi.org/10.1103%2Fphysrevd.57.3873, doi:10.1103/physrevd.57.3873.
Richard Phillips Feynman, Robert Benjamin Leighton, and Matthew Sands. The Feynman lectures on physics; Online edition. California Institute of Technology, 1965. Originally published 1963-1965. URL: https://www.feynmanlectures.caltech.edu/.
Cowan Glen. Multivariate statistical methods and data mining in hep. 2008. URL: https://www.pp.rhul.ac.uk/~cowan/mva_lectures.html.
Eilam Gross and Ofer Vitells. Trial factors for the look elsewhere effect in high energy physics. The European Physical Journal C, 70(1-2):525–530, oct 2010. URL: https://doi.org/10.1140%2Fepjc%2Fs10052-010-1470-8, doi:10.1140/epjc/s10052-010-1470-8.
Particle Data Group. Passage of Particle Through Matter. Lawrence Berkeley National Laboratory, 2022. URL: https://pdg.lbl.gov/2022/reviews/rpp2022-rev-passage-particles-matter.pdf.
Particle Data Group. Passage of Particle Through Matter. Lawrence Berkeley National Laboratory, 2022. URL: https://pdg.lbl.gov/2022/reviews/rpp2022-rev-rpp-intro.pdf.
Particle Data Group. Probability. Lawrence Berkeley National Laboratory, 2022. URL: https://pdg.lbl.gov/2022/web/viewer.html?file=../reviews/rpp2022-rev-probability.pdf.
Alexander Ihler. Boosting. 2014. URL: https://www.youtube.com/watch?v=ix6IvwbVpw0.
Harold Jeffrey. Theory of Probability. Oxford University Press, 1948.
Marumi M. Kado and Christopher G. Tully. The searches for higgs bosons at lep. Annual Review of Nuclear and Particle Science, 52(1):65–113, 2002. doi:10.1146/annurev.nucl.52.050102.090656.
Lyons Louis. Statistics for Nuclear and Particle Physicists. Cambridge University Press, 1986. URL: https://www.cambridge.org/highereducation/books/statistics-for-nuclear-and-particle-physicists/9544B39F3244D9457BEC324CD34F1571#overview.
mathematicalmonk. Machine learning. 2014. URL: https://www.youtube.com/playlist?list=PLD0F06AA0D2E8FFBA.
Wes Metzger. Statistical Methods in Data Analysis. Katholieke Universiteit Nijmegen, Nijmegen, The Netherlands, 2002. URL: https://www.hef.ru.nl/~wes/stat_course/statist_2002.pdf.
Andrew Ng. Machine learning. 2022. URL: https://www.coursera.org/learn/machine-learning.
Alexander L. Read. Modified frequentist analysis of search results (The CL(s) method). In Workshop on Confidence Limits, 81–101. 8 2000.
Byron P. Roe, Hai-Jun Yang, Ji Zhu, Yong Liu, Ion Stancu, and Gordon McGregor. Boosted decision trees as an alternative to artificial neural networks for particle identification. Nuclear Instruments and Methods in Physics Research Section A: Accelerators, Spectrometers, Detectors and Associated Equipment, 543(2-3):577–584, may 2005. URL: https://doi.org/10.1016%2Fj.nima.2004.12.018, doi:10.1016/j.nima.2004.12.018.
Torbjorn Sjostrand. Introduction to monte carlo techniques in high energy physics. 2012. URL: https://indico.cern.ch/event/190076.
John Taylor. An Introduction to Error Analysis: The Study of Uncertainties in Physical Measurements. University Science Books, 1982. URL: https://uscibooks.aip.org/books/an-introduction-to-error-analysis-the-study-of-uncertainties-in-physical-measurements-third-edition/.
ROOT Team. Ml with root. 2014. URL: https://root.cern/manual/tmva/.