MoMEMta, a modular toolkit for the Matrix Element Method at the LHC
arXiv:1805.08555 · doi:10.1140/epjc/s10052-019-6635-5
Abstract
The Matrix Element Method has proven to be a powerful method to optimally exploit the information available in detector data. Its widespread use is nevertheless impeded by its complexity and the associated computing time. MoMEMta, a C++ software package to compute the integrals at the core of the method, provides a versatile implementation of the Matrix Element Method to both the theory and experiment communities. Its modular structure covers the needs of experimental analysis workflows at the LHC without compromising ease of use on simpler and smaller simulated samples used for phenomenological studies. With respect to existing tools, MoMEMta improves on usability and flexibility. In this paper, we present version 1.0 of MoMEMta, together with examples illustrating the wide range of applications at the LHC accessible for the first time with a single tool.
arXiv comment18 pages, 3 figures; post peer review
References in corpus (40)
- Observation of a new particle in the search for the Standard Model Higgs boson with the ATLAS detector at the LHC
- Observation of a new boson at a mass of 125 GeV with the CMS experiment at the LHC
- The automated computation of tree-level and next-to-leading order differential cross sections, and their matching to parton shower simulations
- An Introduction to PYTHIA 8.2
- DELPHES 3, A modular framework for fast simulation of a generic collider experiment
- Event generation with SHERPA 1.1
- LHAPDF6: parton density access in the LHC precision era
- Cuba - a library for multidimensional numerical integration
- Observation of Single Top-Quark Production
- On the spin and parity of a single-produced resonance at the LHC
- Study of the spin and parity of the Higgs boson in diboson decays with the ATLAS detector
- A framework for Higgs characterisation
- Measurements of properties of the Higgs boson decaying into the four-lepton final state in pp collisions at sqrt(s) = 13 TeV
- Measurements of Higgs boson production and couplings in the four-lepton channel in collisions at center-of-mass energies of 7 and 8 TeV with the ATLAS detector
- Constraining anomalous HVV interactions at proton and lepton colliders
- Search for the Standard Model Higgs boson produced in association with top quarks and decaying into in pp collisions at = 8 TeV with the ATLAS detector
- Evidence for the associated production of the Higgs boson and a top quark pair with the ATLAS detector
- Automation of the matrix element reweighting method
- Measurement of the Higgs boson coupling properties in the decay channel at = 13 TeV with the ATLAS detector
- Search for the Standard Model Higgs boson produced in association with top quarks and decaying into a pair in collisions at = 13 TeV with the ATLAS detector
- Search for a standard model Higgs boson produced in association with a top-quark pair and decaying to bottom quarks using a matrix element method
- Constraints on anomalous Higgs boson couplings using production and decay information in the four-lepton final state
- Search for H production in the H decay channel with leptonic decays in proton-proton collisions at 13 TeV
- Evidence for associated production of a Higgs boson with a top quark pair in final states with electrons, muons, and hadronically decaying leptons at 13 TeV
- Evidence for single top-quark production in the -channel in proton-proton collisions at 8 TeV with the ATLAS detector using the Matrix Element Method
- Measurement of the top quark mass with dilepton events selected using neuroevolution at CDF
- The Matrix Element Method and QCD Radiation
- The Matrix Element Method and its Application to Measurements of the Top Quark Mass
- Unravelling via the matrix element method
- Search for H production in the all-jet final state in proton-proton collisions at 13 TeV
- Measurement of spin correlations in t t-bar production using the matrix element method in the muon + jets final state in pp collisions at sqrt(s) = 8 TeV
- Efficient Monte Carlo Integration Using Boosted Decision Trees and Generative Deep Neural Networks
- Test of Analysis Method for Top-Antitop Production and Decay Events
- Precision measurement of the top-quark mass in lepton+jets final states
- Measurements of the Top-quark Mass and the ttbar Cross Section in the Hadronic tau + Jets Decay Channel at sqrt(s) = 1.96 TeV
- Measurement of the Top Quark Mass Using the Matrix Element Technique in Dilepton Final States
- Top Quark Mass Measurement in the tt-bar All Hadronic Channel using a Matrix Element Technique in ppbar Collisions at sqrt s = 1.96 TeV
- Measuring at LHC
- Measurement of the top-quark mass in the lepton+jets channel using a matrix element technique with the CDF II detector
- Reconstructing the invisible with matrix elements
Cited by in corpus (7)
- Machine Learning in High Energy Physics Community White Paper
- Precision-Machine Learning for the Matrix Element Method
- Matrix Element Regression with Deep Neural Networks -- breaking the CPU barrier
- Resolving Combinatorial Ambiguities in Dilepton Event Topologies with Neural Networks
- Advances in Multi-Variate Analysis Methods for New Physics Searches at the Large Hadron Collider
- Single-top quark physics at the LHC: from precision measurements to rare processes and top quark properties
- Model-independent measurement of the Higgs boson associated production with two jets and decaying to a pair of W bosons in proton-proton collisions at = 13 TeV