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The analysis project at this
NEPPSR is related to data analysis
of small samples, as one might encounter at low-statistics experiments such as
dark matter searches, exotic decay searches at colliders, neutrino experiments,
etc. A brief motivation related to WIMP
searches is given in lectures.
This web page will serve as
a communication hub during the project.
Analysis
project team
Michael
Betancourt ( betan@mit.edu )
Jeremy
Lopez ( jplopez@mit.edu )
Wei
Wang ( weiswang@gmail.com )
and
Denis
Dujmic ( ddujmic@mit.edu )
Although the project
problems can be address with many tools, we strongly suggest that students use
ROOT - an open-source software consisting of a C++ interpreter and large number
of libraries for data handling and analysis. ROOT is widely used in particle
physics, and in many other fields including commercial applications.
There is a myriad of web
sites that host ROOT tutorials covering wide range of topics that are beyond
the scope of this school.
We will provide a brief
introduction to ROOT, and show examples relevant to the analysis project.
We ask students to
bring their own laptops. We
strongly recommend that you preinstall ROOT – this should be rather
straightforward by following instructions posted bellow.
Tutorial talk (Michael
Betancourt)
ROOT Installation guides:
1. MacOSX (Send
questions to Michael)
2. Linux (Send questions to Denis)
ROOT project-related examples:
1. Fitting a user-defined function (source)
2. Data input-output from a file (source)
3. Standard template library (source)
4. Numerical integration, TMath class (source)
5. Compilation of ROOT scripts, timing (source)
ROOT links:
-
HOW-TO
-
RooFit
References: below are links to statistical methods relevant to
the project.
1. Feldman-Cousins
-
paper
2. Maximum Gap
-
paper
3. Maximum Likelihood
-
Blocker, NEPPSR
III (lecture), (handout)
4. Statistics
-
PDG
Project:
c. Solutions:
1)
script
2)
script
3)
script
4)
script