Machine learning at the energy and intensity frontiers of particle physics

Accelerating Science with Generative Adversarial Networks: An Application to 3D Particle Showers in Multilayer Calorimeters

(2018) Michela Paganini et al.   PHYSICAL REVIEW LETTERS

Search for Dark Photons Produced in 13 TeV pp Collisions

(2018) R. Aaij et al.   PHYSICAL REVIEW LETTERS

Background rejection in NEXT using deep neural networks

(2017) J. Renner et al.   Journal of Instrumentation

Design and construction of the MicroBooNE detector

(2017) R. Acciarri et al.   Journal of Instrumentation

Convolutional neural networks applied to neutrino events in a liquid argon time projection chamber

(2017) R. Acciarri et al.   Journal of Instrumentation

Using LSTM recurrent neural networks for monitoring the LHC superconducting magnets

(2017) Maciej Wielgosz et al.   NUCLEAR INSTRUMENTS & METHODS IN PHYSICS RESEARCH SECTION A-ACCELERATORS SPECTROMETERS DETECTORS AND ASSOCIATED EQUIPMENT

Measurement of the Bs0→μ+μ− Branching Fraction and Effective Lifetime and Search for B0→μ+μ− Decays

(2017) R. Aaij et al.   PHYSICAL REVIEW LETTERS

Constraints on Oscillation Parameters from νe Appearance and νμ Disappearance in NOvA

(2017) P. Adamson et al.   PHYSICAL REVIEW LETTERS

Parameterized neural networks for high-energy physics

(2016) Pierre Baldi et al.   EUROPEAN PHYSICAL JOURNAL C

Neural Networks for Modeling and Control of Particle Accelerators

(2016) A. L. Edelen et al.   IEEE TRANSACTIONS ON NUCLEAR SCIENCE

Performance ofb-jet identification in the ATLAS experiment

(2016)   Journal of Instrumentation

Mastering the game of Go with deep neural networks and tree search

(2016) David Silver et al.   NATURE

ImageNet Large Scale Visual Recognition Challenge

(2015) Olga Russakovsky et al.   INTERNATIONAL JOURNAL OF COMPUTER VISION

LHCb detector performance

(2015)   INTERNATIONAL JOURNAL OF MODERN PHYSICS A

Performance of electron reconstruction and selection with the CMS detector in proton-proton collisions at √s= 8 TeV

(2015)   Journal of Instrumentation

New approaches for boosting to uniformity

(2015) A. Rogozhnikov et al.   Journal of Instrumentation

Observation of the rare B s 0 →µ+µ− decay from the combined analysis of CMS and LHCb data

(2015) et al.   NATURE

Deep learning

(2015) Yann LeCun et al.   NATURE

Search for Hidden-Sector Bosons inB0→K*0μ+μ−Decays

(2015) R. Aaij et al.   PHYSICAL REVIEW LETTERS

Search for the standard model Higgs boson produced in association with aWor aZboson and decaying to bottom quarks

(2014) S. Chatrchyan et al.   PHYSICAL REVIEW D

Searching for exotic particles in high-energy physics with deep learning

(2014) P. Baldi et al.   Nature Communications

uBoost: a boosting method for producing uniform selection efficiencies from multivariate classifiers

(2013) J Stevens et al.   Journal of Instrumentation

Energy calibration and resolution of the CMS electromagnetic calorimeter in pp collisions at √s= 7 TeV

(2013)   Journal of Instrumentation

Efficient, reliable and fast high-level triggering using a bonsai boosted decision tree

(2013) V V Gligorov et al.   Journal of Instrumentation

The LHCb trigger and its performance in 2011

(2013) R Aaij et al.   Journal of Instrumentation

Observation of a new boson at a mass of 125 GeV with the CMS experiment at the LHC

(2012) S. Chatrchyan et al.   PHYSICS LETTERS B

Observation of a new particle in the search for the Standard Model Higgs boson with the ATLAS detector at the LHC

(2012) G. Aad et al.   PHYSICS LETTERS B

Multivariate Analysis Methods in Particle Physics

(2011) Pushpalatha C. Bhat   Annual Review of Nuclear and Particle Science

LHC Machine

(2008) Lyndon Evans et al.   Journal of Instrumentation