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Usage of SVM for a Triggering Mechanism for Higgs Boson Detection
Published on Dec 08, 2017889 Views
Real-time classification of events in high energy physics is essential to deal with huge amounts of data, produced by proton-proton collisions in ATLAS detector at Large Hadron Collider in CERN. With
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Usage of SVM for a Triggering Mechanism for Higgs Boson Detection00:00
Motivation00:14
Agenda00:48
Higgs Boson Quest01:15
ATLAS Detector 1/202:37
ATLAS 2/2 Detector02:57
H → γγ in H → Z 0Z 0 → ````03:16
H → τ +τ −04:40
Data05:29
Exploratory Data Analysis06:50
Problem Definition07:16
Metrics and evaluation08:17
Feature generation 1/209:03
Feature Generation 2/210:07
Linear SVM10:34
Kernels11:01
Evaluation11:42
Possible Improvements12:31
Possible Improvements - 112:35
Conclusions13:19