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The automation of choosing of the optimal kinematic variables for discrimination of the electroweak Zγ production
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| Zeitschriftentitel: | Journal of Physics: Conference Series |
|---|---|
| Personen und Körperschaften: | , , |
| In: | Journal of Physics: Conference Series, 1390, 2019, 1, S. 012040 |
| Format: | E-Article |
| Sprache: | Unbestimmt |
| veröffentlicht: |
IOP Publishing
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| Schlagwörter: |
| author_facet |
Belyaev, N L Petukhov, A M Soldatov, E Yu Belyaev, N L Petukhov, A M Soldatov, E Yu |
|---|---|
| author |
Belyaev, N L Petukhov, A M Soldatov, E Yu |
| spellingShingle |
Belyaev, N L Petukhov, A M Soldatov, E Yu Journal of Physics: Conference Series The automation of choosing of the optimal kinematic variables for discrimination of the electroweak Zγ production General Physics and Astronomy |
| author_sort |
belyaev, n l |
| spelling |
Belyaev, N L Petukhov, A M Soldatov, E Yu 1742-6588 1742-6596 IOP Publishing General Physics and Astronomy http://dx.doi.org/10.1088/1742-6596/1390/1/012040 <jats:title>Abstract</jats:title> <jats:p>The article discusses the automation of the determination for variables of interest (so-called observables), which allow to distinguish electroweak <jats:italic>Z<jats:sub>γ</jats:sub> </jats:italic> production from the inclusive <jats:italic>Z<jats:sub>γ</jats:sub> </jats:italic> production. The preliminary version of the original automation technique was developed. The output distributions obtained with this technique can be used as the discriminants for machine learning tools to separate rare high energy physics process. An overview of performance and rejection power for the technique is presented.</jats:p> The automation of choosing of the optimal kinematic variables for discrimination of the electroweak Z<sub>γ</sub> production Journal of Physics: Conference Series |
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| title |
The automation of choosing of the optimal kinematic variables for discrimination of the electroweak Zγ production |
| title_unstemmed |
The automation of choosing of the optimal kinematic variables for discrimination of the electroweak Zγ production |
| title_full |
The automation of choosing of the optimal kinematic variables for discrimination of the electroweak Zγ production |
| title_fullStr |
The automation of choosing of the optimal kinematic variables for discrimination of the electroweak Zγ production |
| title_full_unstemmed |
The automation of choosing of the optimal kinematic variables for discrimination of the electroweak Zγ production |
| title_short |
The automation of choosing of the optimal kinematic variables for discrimination of the electroweak Zγ production |
| title_sort |
the automation of choosing of the optimal kinematic variables for discrimination of the electroweak z<sub>γ</sub> production |
| topic |
General Physics and Astronomy |
| url |
http://dx.doi.org/10.1088/1742-6596/1390/1/012040 |
| publishDate |
2019 |
| physical |
012040 |
| description |
<jats:title>Abstract</jats:title>
<jats:p>The article discusses the automation of the determination for variables of interest (so-called observables), which allow to distinguish electroweak <jats:italic>Z<jats:sub>γ</jats:sub>
</jats:italic> production from the inclusive <jats:italic>Z<jats:sub>γ</jats:sub>
</jats:italic> production. The preliminary version of the original automation technique was developed. The output distributions obtained with this technique can be used as the discriminants for machine learning tools to separate rare high energy physics process. An overview of performance and rejection power for the technique is presented.</jats:p> |
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| author | Belyaev, N L, Petukhov, A M, Soldatov, E Yu |
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| description | <jats:title>Abstract</jats:title> <jats:p>The article discusses the automation of the determination for variables of interest (so-called observables), which allow to distinguish electroweak <jats:italic>Z<jats:sub>γ</jats:sub> </jats:italic> production from the inclusive <jats:italic>Z<jats:sub>γ</jats:sub> </jats:italic> production. The preliminary version of the original automation technique was developed. The output distributions obtained with this technique can be used as the discriminants for machine learning tools to separate rare high energy physics process. An overview of performance and rejection power for the technique is presented.</jats:p> |
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| spelling | Belyaev, N L Petukhov, A M Soldatov, E Yu 1742-6588 1742-6596 IOP Publishing General Physics and Astronomy http://dx.doi.org/10.1088/1742-6596/1390/1/012040 <jats:title>Abstract</jats:title> <jats:p>The article discusses the automation of the determination for variables of interest (so-called observables), which allow to distinguish electroweak <jats:italic>Z<jats:sub>γ</jats:sub> </jats:italic> production from the inclusive <jats:italic>Z<jats:sub>γ</jats:sub> </jats:italic> production. The preliminary version of the original automation technique was developed. The output distributions obtained with this technique can be used as the discriminants for machine learning tools to separate rare high energy physics process. An overview of performance and rejection power for the technique is presented.</jats:p> The automation of choosing of the optimal kinematic variables for discrimination of the electroweak Z<sub>γ</sub> production Journal of Physics: Conference Series |
| spellingShingle | Belyaev, N L, Petukhov, A M, Soldatov, E Yu, Journal of Physics: Conference Series, The automation of choosing of the optimal kinematic variables for discrimination of the electroweak Zγ production, General Physics and Astronomy |
| title | The automation of choosing of the optimal kinematic variables for discrimination of the electroweak Zγ production |
| title_full | The automation of choosing of the optimal kinematic variables for discrimination of the electroweak Zγ production |
| title_fullStr | The automation of choosing of the optimal kinematic variables for discrimination of the electroweak Zγ production |
| title_full_unstemmed | The automation of choosing of the optimal kinematic variables for discrimination of the electroweak Zγ production |
| title_short | The automation of choosing of the optimal kinematic variables for discrimination of the electroweak Zγ production |
| title_sort | the automation of choosing of the optimal kinematic variables for discrimination of the electroweak z<sub>γ</sub> production |
| title_unstemmed | The automation of choosing of the optimal kinematic variables for discrimination of the electroweak Zγ production |
| topic | General Physics and Astronomy |
| url | http://dx.doi.org/10.1088/1742-6596/1390/1/012040 |