TMVA - Toolkit for Multivariate Data Analysis

Abstract

In high-energy physics, with the search for ever smaller signals in ever larger data sets, it has become essential to extract a maximum of the available information from the data. Multivariate classification methods based on machine learning techniques have become a fundamental ingredient to most analyses. Also the multivariate classifiers themselves have significantly evolved in recent years. Statisticians have found new ways to tune and to combine classifiers to further gain in performance. Integrated into the analysis framework ROOT, TMVA is a toolkit which hosts a large variety of multivariate classification algorithms. Training, testing, performance evaluation and application of all available classifiers is carried out simultaneously via user-friendly interfaces. With version 4, TMVA has been extended to multivariate regression of a real-valued target vector. Regression is invoked through the same user interfaces as classification. TMVA 4 also features more flexible data handling allowing one to arbitrarily form combined MVA methods. A generalised boosting method is the first realisation benefiting from the new framework.

TMVA-v4 Users Guide: 135 pages, 19 figures, numerous code examples and references

References in corpus (1)

• Predictive learning via rule ensembles

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• Nanosecond machine learning regression with deep boosted decision trees in FPGA for high energy physics
• Search for Singly Charged Higgs in Vector Boson Scattering at the ep Colliders
• Measurement of electroweak production of a W boson and two forward jets in proton-proton collisions at sqrt(s) = 8 TeV
• Performance of the muon track reconstruction with the Baikal-GVD neutrino telescope
• Measurement of the CKM angle ${\phi }_1$ in $B^0\to \bar{D}{}^{(\ast )0}{h}^0$, $\bar{D}{}^0\to K_S^0{\pi }^{+}{\pi }^{-}$ decays with time-dependent binned Dalitz plot analysis
• Monte Carlo comparison of mid-size telescope designs for the Cherenkov Telescope Array
• Measurement of the branching fraction and $CP$ asymmetry in $B^{+}\to J/\psi {\rho }^{+}$ decays
• Probing the Decoupled Seesaw Scalar in Rare Higgs Decay
• Sensitivity to invisible Higgs boson decays at CLIC
• NNDrone: a toolkit for the mass application of machine learning in High Energy Physics
• Don't be left in the dark: Improving LHC searches for dark photons using lepton-jet substructure
• Detailed simulation for the ClearMind prototype detection module and event reconstruction using artificial intelligence
• Search for the SUSY Electroweak Sector at $ep$ Colliders
• Measuring rare and exclusive Higgs boson decays into light resonances
• Search for ultra-high energy photons through preshower effect with gamma-ray telescopes: Study of CTA-North efficiency
• Higgs to charm quarks in vector boson fusion plus a photon
• Calibration of the Cherenkov Telescope Array using Cosmic Ray Electrons
• Uncovering tau leptons-enriched semi-visible jets at the LHC
• Charged Higgs Bosons in Naturally Aligned Two Higgs Doublet Models at the LHC
• Probing mild-tempered neutralino dark matter through top-squark production at the LHC
• Prospects for the Measurement of the Higgs Yukawa Couplings to b and c quarks, and muons at CLIC
• Neutrino Telescope in Lake Baikal: Present and Future
• Planetary statistics and forecasting for solar flares
• Extended scalar sectors at future colliders
• Study of $B_c^{+}\to J/\psi D_s^{+}$ and $B_c^{+}\to J/\psi D_s^{\ast +}$ decays in $pp$ collisions at $\sqrt{s}=13$ TeV with the ATLAS detector
• Lowering threshold of NaI(Tl) scintillator to 0.7 keV in the COSINE-100 experiment
• Monte Carlo Simulation of HERD Calorimeter
• PDE-Foam - a probability-density estimation method using self-adapting phase-space binning
• Reproducible Experiment Platform
• Use of Machine Learning for gamma/hadron separation with HAWC
• Strategic Plan for a Scientific Software Innovation Institute (S2I2) for High Energy Physics
• Beam Imaging and Luminosity Calibration
• Application of machine learning techniques to lepton energy reconstruction in water Cherenkov detectors
• Vector Boson Fusion versus Gluon Fusion
• Neutron-induced nuclear recoil background in the PandaX-4T experiment
• Angular analysis of the rare decay $B_s^0\to \varphi {\mu }^{+}{\mu }^{-}$
• Constraints on the Higgs boson anomalous FCNC interactions with light quarks
• Observation of the $B_s^0\to D^{\ast \pm }{D}^{\mp }$ decay
• Optimal use of Charge Information for the HL-LHC Pixel Detector Readout
• Search for the dark photon in $B^0\to A^{\prime }{A}^{\prime }$, $A^{\prime }\to e^{+}{e}^{-}$, ${\mu }^{+}{\mu }^{-}$, and ${\pi }^{+}{\pi }^{-}$ decays at Belle
• Separation of $e^{+}{e}^{-}\to e^{+}{e}^{-}$ and $e^{+}{e}^{-}\to {\pi }^{+}{\pi }^{-}$ events using SND detector calorimeter
• Observation of the decay $\overline{B_s^0}\to {\chi }_{c2}{K}^{+}{K}^{-}$ in the $\phi$ mass region
• Prospects for chargino pair production at CEPC
• Detector Optimization Studies and Light Higgs Decay into Muons at CLIC
• Study of the $h\gamma Z$ coupling at the ILC
• Using Machine Learning to Select High-Quality Measurements
• Cosmic-ray energy reconstruction using machine learning techniques
• All-hadronic HZ production at high energy at 3 TeV CLIC
• Pair-production of the charged IDM scalars at high energy CLIC
• Measuring $|V_{ts}|$ directly using strange-quark tagging at the LHC
• Tagging $b$ quarks without tracks using an Artificial Neural Network algorithm
• Recent Results from the ANTARES Neutrino Telescope
• First neutrino interaction candidates at the LHC
• Segmentation of EM showers for neutrino experiments with deep graph neural networks
• Probability and Statistics for Particle Physicists
• A Search for Higgs Boson in $H\to W^{+}{W}^{-}$
• Status and Prospects for CPT Tests with the ALPHA Experiment
• Photo-production of Higgs Boson at the LHeC
• Anatomy of the $tthh$ Physics at HL-LHC
• HE-LHC prospects for diboson resonance searches and electroweak WW/WZ production via vector boson scattering in the semi-leptonic final states
• Higgs to $\tau \tau$ analysis in the future $e^{+}{e}^{-}$ Higgs factories
• ML-based muon identification using a FNAL-NICADD scintillator chamber for the MID subsystem of ALICE 3
• Learning Selection Cuts With Gradients
• Measurements of Rare B Decays at Tevatron
• Detection of Cascades induced by Atmospheric Neutrinos in the 79-string IceCube Detector
• SM-like Higgs decay into two muons at 1.4 TeV CLIC
• Rebalance and Smear for Multi-jet Background Estimation
• Comparison of the CPU and memory performance of StatPatternRecognition (SPR) and Toolkit for MultiVariate Analysis (TMVA)
• A neutrino interaction with two vertices topology detected by OPERA
• All-hadronic HHZ production at 3 TeV CLIC
• CHIPS Event Reconstruction and Design Optimisation
• Measurement of the Top Pair Production Cross section at ATLAS
• Photon-jet coincidence measurements in polarized pp collisions at sqrt{s}=200 GeV with the STAR Endcap Calorimeter
• A Ranking Method For Selection Of $\mathrm{H}$ Mesons In High Multiplicity Events
• Top squark signal significance enhancement by different Machine Learning Algorithms
• Multivariate analysis of cosmic void characteristics
• Measurement of the Higgs decay to electroweak bosons at low and intermediate CLIC energies
• Search for $W^{\prime }\to t\bar{b}$ in the lepton plus jets final states with the ATLAS detector at the LHC
• Search for lepton-flavor-violating decays of the tau lepton at a future muon collider
• Search for WH associated production at Dø Tevatron
• How to use Machine Learning to improve the discrimination between signal and background at particle colliders
• Measurement of the lifetimes of promptly produced ${\Omega }_c^0$ and ${\Xi }_c^0$ baryons
• Measurement of High Energy Gamma Rays from 200 MeV to 1 TeV with the Alpha Magnetic Spectrometer on the International Space Station
• Identifying Merged Tracks in Dense Environments with Machine Learning
• Measurement of the presence of ${\mathrm{a}}_1(1420)$ and $\omega (782)$ in ${\tau }^{-}\to {\pi }^{-}{\pi }^{-}{\pi }^{+}{\nu }_{\tau }$ at Belle
• Measurement of WZ and ZZ production in pp collisions at 8 TeV in final states with b-tagged jets with the CMS experiment
• Production of t$\gamma$, tZ and tH via Flavour Changing Neutral Currents
• Light Higgs Studies for the CLIC CDR
• Searching for exotic Higgs bosons from top quark decays at the HL-LHC
• Formalism for Simulation-based Optimization of Measurement Errors in High Energy Physics