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Tools for Model Building and Good Practices

This section discusses the specific tools for recommended for building valid and robust statistical models. The RooFit pacakge is core to data modeling in ROOT.

We begin with a discussion of the RooFit philosophy - we want a single language for all measurements: common tools & joint model building (other tools) followed by a description of the RooFit language basics, and the workspace. A series of tools for building & manipulating models built using RooFit as a foundation are described with some links and general usage. Finally a list of good practices are presented regarding issues such as modeling systematics, uncertainties, and model cleaning among others.

Good Practices

Good practices in model building

  • control and validation regions [ Exo ]

Modeling systematics - Correlations

  • Correlation modeling (prior and observed) [ Exo, Guide, some new material needed ]

Modeling systematic uncertainties - shape vs rate

[ Exo, WV slides ]

Modeling systematics - 2point discussion

[ Guide to PLL but needs updating ]

Modeling systematcs - pruning and smoothing

[ Exo ]

Modeling systematics - DOF

how many DOFs does your conceptual systematic have? [ Guide to PLL ]

Modeling uncertainties with increasing luminosity uncertainty

[ FAQ ]