Bachelor Thesis Closed Access
Li, Haorui
<?xml version='1.0' encoding='UTF-8'?> <record xmlns="http://www.loc.gov/MARC21/slim"> <leader>00000nam##2200000uu#4500</leader> <datafield tag="100" ind1=" " ind2=" "> <subfield code="a">Li, Haorui</subfield> </datafield> <datafield tag="520" ind1=" " ind2=" "> <subfield code="a"><p>The Standard Model (SM) successfully describes fundamental particles but fails to explain dark matter (DM). The Belle II experiment searches for new particles like the dark photon <span class="math-tex">\(A'\)</span>&nbsp;through electron-positron collisions, for example in the process <span class="math-tex">\(e^+e^- \to \gamma A', A' \to \mu^+\mu^-\)</span>. This thesis focuses on using the CATHODE method, which trains a classifier on Monte Carlo (MC) simulations to distinguish signal-like anomalies implying dark photons.</p></subfield> </datafield> <datafield tag="980" ind1=" " ind2=" "> <subfield code="a">user-belle2</subfield> </datafield> <datafield tag="980" ind1=" " ind2=" "> <subfield code="a">user-etp</subfield> </datafield> <datafield tag="041" ind1=" " ind2=" "> <subfield code="a">eng</subfield> </datafield> <datafield tag="260" ind1=" " ind2=" "> <subfield code="c">2024-05-01</subfield> </datafield> <controlfield tag="001">22303</controlfield> <datafield tag="980" ind1=" " ind2=" "> <subfield code="a">thesis</subfield> <subfield code="b">bachelor-thesis</subfield> </datafield> <datafield tag="700" ind1=" " ind2=" "> <subfield code="a">Ferber, Torben</subfield> <subfield code="4">ths</subfield> </datafield> <datafield tag="245" ind1=" " ind2=" "> <subfield code="a">Search for a Dark Photon with Classifying Anomalies through Outer Density Estimation</subfield> </datafield> <datafield tag="909" ind1="C" ind2="O"> <subfield code="o">oai:publish.etp.kit.edu:22303</subfield> <subfield code="p">user-belle2</subfield> <subfield code="p">user-etp</subfield> </datafield> <controlfield tag="005">20250317115741.0</controlfield> <datafield tag="542" ind1=" " ind2=" "> <subfield code="l">closed</subfield> </datafield> <datafield tag="653" ind1=" " ind2=" "> <subfield code="a">dark photon</subfield> </datafield> <datafield tag="653" ind1=" " ind2=" "> <subfield code="a">machine learning</subfield> </datafield> <datafield tag="653" ind1=" " ind2=" "> <subfield code="a">Belle II</subfield> </datafield> </record>