Transcription of Advanced statistical methods for data analysis – Lecture 1
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Advanced statistical methods for data analysis – Lecture 1
1 Glen CowanMultivariate statistical methods in Particle PhysicsAdvanced statistical methods for data analysis Lecture 1 Glen CowanRHUL ~cowanUniversit t Mainz Klausurtagung des GK Eichtheorien exp. Bullay/Mosel15 17 September, 20082 Glen CowanMultivariate statistical methods in Particle PhysicsOutlineMultivariate methods in particle physicsSome general considerationsBrief review of statistical formalismMultivariate classifiers:Linear discriminant functionNeural networksNaive Bayes classifierKernel based methodsk Nearest NeighbourDecision treesSupport Vector Machines3 Glen CowanMultivariate statistical methods in Particle PhysicsResources on multivariate methods Bishop, Pattern Recognition and Machine Learning, Springer, 2006T. Hastie, R. Tibshirani, J. Friedman, The Elements of statistical Learning, Springer, 2001R.
Glen Cowan Multivariate Statistical Methods in Particle Physics 1 Advanced statistical methods for data analysis – Lecture 1 Glen Cowan
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