Machine Learning Physics Jamboree

Monday 7 Dec 2015, 13:00 → 18:20 US/Pacific

Kavli, 3rd floor (SLAC)

13:00 → 13:20 Introduction

Speaker: Ariel Gustavo Schwartzman (SLAC National Accelerator Laboratory (US))

MLPJ_ariel.pdf

13:30 → 13:50 Machine learning with probabilistic models for jet physics

Speaker: Ben Nachman (SLAC National Accelerator Laboratory (US))

SLAC_StanfordHEPML_Jamboree_FuzzyJets.pdf

14:00 → 14:20 Machine learning with computer vision for jet physics

Speakers: Ben Nachman (SLAC National Accelerator Laboratory (US)), Luke Percival De Oliveira (SLAC National Accelerator Laboratory (US)), Michael Aaron Kagan (SLAC National Accelerator Laboratory (US))

SLAC_StanfordHEPML_Jamboree_JetImages.pdf

14:30 → 14:50 Machine learning with recurrent neural networks for b-quark identification

Speakers: Michael Aaron Kagan (SLAC National Accelerator Laboratory (US)), Qi Zeng (SLAC National Accelerator Laboratory (US)), Zihao Jiang (Stanford University (US))

RNNJamboree.pdf

15:00 → 15:20 Measuring color flow with machine learning

Speakers: Anton Apostolatos (Computer Science Department, Stanford University), Bronner Lenny (Computer Science Department, Stanford University), Guy Amdur (Computer Science Department, Stanford University)

229FinalPresentationSlides.pdf

15:30 → 16:00 Coffee break

16:00 → 16:20 Exploring the Limits of Classification Accuracy

Speakers: Carolyn Kim (Computer Science Department, Stanford University), Lester Mackey (Statistics Department, Stanford University)

presentation.pdf

16:30 → 16:50 Using artificial intelligence to suppress pileup

Speaker: Aviv Ruben Cukierman (SLAC National Accelerator Laboratory (US))

ML_12.7.15.pdf

17:00 → 17:20 Pileup subtraction using regression methods

Speakers: Jiakun Li (Electrical Engineering Department, Stanford University), Vein Kong (Electrical Engineering Department, Stanford University), Yujia Zhang (Electrical Engineering Department, Stanford University)

pileup_presentation.pdf

17:30 → 17:50 Concluding remarks

Speakers: Ben Nachman (SLAC National Accelerator Laboratory (US)), Michael Aaron Kagan (SLAC National Accelerator Laboratory (US))

SLAC_StanfordHEPML_Jamboree_Closing.pdf