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2019:groups:tools:start [2019/06/22 18:06]
roberto.ruiz_de_austri [Session 2]
2019:groups:tools:start [2019/07/08 12:47]
andy.buckley
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 ====== Les Houches 2019 Tools and Monte-Carlo Working Group ====== ====== Les Houches 2019 Tools and Monte-Carlo Working Group ======
  
-    *  **List of Participants** (Accessible only to resgistered ​participants)+    *  **List of Participants** (Accessible only to registered ​participants)
        ​*[[2019:​participants:​mc_s1|Present in Les Houches in session 1]]        ​*[[2019:​participants:​mc_s1|Present in Les Houches in session 1]]
        ​*[[2019:​participants:​mc_s2|Present in Les Houches in session 2]]        ​*[[2019:​participants:​mc_s2|Present in Les Houches in session 2]]
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 ==== Session 2 ==== ==== Session 2 ====
 +
 +// Conveners: Andy Buckley & Benjamin Fuks //
  
   * [[2019:​groups:​tools:​prelhbsm | Ideas before LH ]]   * [[2019:​groups:​tools:​prelhbsm | Ideas before LH ]]
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 // Please add your name to the projects you are interested in contributing to: // // Please add your name to the projects you are interested in contributing to: //
  
-  * [[2019:​groups:​tools:​likelihoods|Likelihood construction and applications]]+  * [[2019:​groups:​tools:​likelihoods|Likelihood construction and applications ​(see also SR corrs/​ortho)]]
   * [[2019:​groups:​tools:​recastcmp|Recasting/​fastsim tool & method comparisons]]   * [[2019:​groups:​tools:​recastcmp|Recasting/​fastsim tool & method comparisons]]
-  * [[2019:​groups:​tools:​searchmeas|Search/​measurement compatibility]] +  * [[2019:​groups:​tools:​searchmeas|Search/​measurement compatibility ​and complementarity]] 
-  * [[2019:​groups:​tools:​interop|Reinterpretation tool interoperability]]+  * [[2019:​groups:​tools:​interop|Reinterpretation tool interoperability ​/ universal recasting tool]]
   * [[2019:​groups:​tools:​llp|Long-lived particle recasting]]   * [[2019:​groups:​tools:​llp|Long-lived particle recasting]]
 +  * [[2019:​groups:​tools:​dilep|Dilepton interference in searches]]
   * [[2019:​groups:​tools:​adl|Analysis description languages]]   * [[2019:​groups:​tools:​adl|Analysis description languages]]
-  * [[2019:​groups:​tools:​correlations | Correlations between signal regions ​of analyses ]]  +  * [[2019:​groups:​tools:​correlations | Correlations/​orthogonality ​between ​analyses' ​signal regions ]] 
-  * [[2019:​groups:​tools:​MLregression| ML : Regression and Classification]]  +
-  * [[2019:​groups:​tools:​MLgenerativemodels| ML : Generative models]] +
  
 +  * ML projects are located in the [[2019:​participants:​start|participants-only section]]
  
  
-== Contur == 
- 
-If you are interested in a session on learning to install and run Contur please sign up [[2019:​groups:​tools:​contur|here]] and we will schedule something early in the week. 
  
 == Reinterpretation Forum statement == == Reinterpretation Forum statement ==
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   * CMS open data portal: http://​opendata.cern.ch/​docs/​about-cms   * CMS open data portal: http://​opendata.cern.ch/​docs/​about-cms
  
-== Machine Learning: ​Regression and classification ​== +== Machine Learning: ​all projects ​== 
-=== Library of regression and classification networks  +see protected pages
-Keras/​Tensorflow and Scikit-learn to start +
-Library of Training data, maybe connected to hep-data (database) +
- +
-Train regression on the following:​ +
-- electroweak cross-section in pMSSM19 (DeepXs, ...) +
-- cross sections Wprime, Zprime (how many dimensions?​) +
-- Doublet Higgs model (6 dim) +
- +
-Train likelihoods:​ +
-- global fits Gambit Xenoda data (train on likehoods on different observables,​ e.g. only colliderbit) +
-- Higgs model with many nuisance parameters (100?) +
- +
-Train on observables:​ +
-- example relic density +
- +
-Train on reconstruction efficiencies:​ +
-- LLSps +
- +
-(want to share code for the networks...) +
- +
- +
-Output:  +
-- git repositories for networks +
-- Xenodo data +
-- talk with hepdata  +
-- paper +
-- prototype code for the network library +
- +
- +
-Other info: +
-- How to sample ? Depends on goal, proposed active learning etc.+
  
    
2019/groups/tools/start.txt · Last modified: 2019/07/25 12:28 by andy.buckley