$Muon identification using multivariate techniques in the CMS experiment in proton-proton collisions at $\sqrt{(s)} = 13 $TeV$

Muon identification using multivariate techniques in the CMS experiment in proton-proton collisions at $\sqrt{(s)} = 13 $TeV

The identification of prompt and isolated muons, as well as muons from heavy-flavour hadron decays, is an important task. We developed two multivariate techniques to provide highly efficient identification for muons with transverse momentum greater than 10 GeV. One provides a continuous variable as...

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Hauptverfasser:	Templ, S., El Faham, H., Clerbaux, B., Dobur, D., Alves, G. A., Brandao Malbouisson, H., Nogima, H., Mercadante, P. G., Aleksandrov, A., Yuan, L., Reyes Vega, J. A., Kinnunen, R., Luukka, P., Kalipoliti, L., Brom, J.-M., Falke, S., Dozen, C., Eich, N., Consuegra Rodríguez, S., Pérez Adán, D., Shchedrolosiev, M., Walsh, R., Chwalek, T., Wittig, F., Zuo, X., Foudas, C., Rádl, A. J., Beri, S. B., Naimuddin, M., Kumar, D., Das, I., Pompili, A., Stamerra, A., Bonacorsi, D., Primavera, F., Boldrini, G., Lucchini, M. T., Massironi, A., Triossi, A., Magherini, M., D'Amante, V., Ligabue, F., Matos Figueiredo, D., Quaranta, C., Cartiglia, N., Pelliccioni, M., Sola, V., Oh, Y. D., Oh, B. H., Ha, S., Ramírez García, M., Awais, A., Avati, V., Kazana, M., León Holgado, J., Vazquez Escobar, J., Duarte Campderros, J., Fernandez Madrazo, C., Caminada, L., Pauss, F., Seidita, R., Kuo, C. M., Kole, G., Uslan, E., Epshteyn, V., Bury, F., Buchmuller, O., Shukla, R., Abdullin, S., Wilson, J., Bartek, R., Rohlf, J., Li, D., Manca, E., Vourliotis, E., Schmitz, R., MacDonald, E., Cranshaw, D. J., Alyari, M., Burkett, K., Cerati, G. B., Feng, Y., Madrid, C., Kang, L., Swartz, M., King, J., Hoang, D., Lee, Y.-J., McLean, C., Hurtado Anampa, K., Jessop, C., Lawrence, J., Frankenthal, A., Greene, S., Koraka, C. K., Savin, A., Malakhov, A., Perelygin, V., Savrin, V., Tcherniaev, E.
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creator	Templ, S. El Faham, H. Clerbaux, B. Dobur, D. Alves, G. A. Brandao Malbouisson, H. Nogima, H. Mercadante, P. G. Aleksandrov, A. Yuan, L. Reyes Vega, J. A. Kinnunen, R. Luukka, P. Kalipoliti, L. Brom, J.-M. Falke, S. Dozen, C. Eich, N. Consuegra Rodríguez, S. Pérez Adán, D. Shchedrolosiev, M. Walsh, R. Chwalek, T. Wittig, F. Zuo, X. Foudas, C. Rádl, A. J. Beri, S. B. Naimuddin, M. Kumar, D. Das, I. Pompili, A. Stamerra, A. Bonacorsi, D. Primavera, F. Boldrini, G. Lucchini, M. T. Massironi, A. Triossi, A. Magherini, M. D'Amante, V. Ligabue, F. Matos Figueiredo, D. Quaranta, C. Cartiglia, N. Pelliccioni, M. Sola, V. Oh, Y. D. Oh, B. H. Ha, S. Ramírez García, M. Awais, A. Avati, V. Kazana, M. León Holgado, J. Vazquez Escobar, J. Duarte Campderros, J. Fernandez Madrazo, C. Caminada, L. Pauss, F. Seidita, R. Kuo, C. M. Kole, G. Uslan, E. Epshteyn, V. Bury, F. Buchmuller, O. Shukla, R. Abdullin, S. Wilson, J. Bartek, R. Rohlf, J. Li, D. Manca, E. Vourliotis, E. Schmitz, R. MacDonald, E. Cranshaw, D. J. Alyari, M. Burkett, K. Cerati, G. B. Feng, Y. Madrid, C. Kang, L. Swartz, M. King, J. Hoang, D. Lee, Y.-J. McLean, C. Hurtado Anampa, K. Jessop, C. Lawrence, J. Frankenthal, A. Greene, S. Koraka, C. K. Savin, A. Malakhov, A. Perelygin, V. Savrin, V. Tcherniaev, E.
description	The identification of prompt and isolated muons, as well as muons from heavy-flavour hadron decays, is an important task. We developed two multivariate techniques to provide highly efficient identification for muons with transverse momentum greater than 10 GeV. One provides a continuous variable as an alternative to a cut-based identification selection and offers a better discrimination power against misidentified muons. The other one selects prompt and isolated muons by using isolation requirements to reduce the contamination from nonprompt muons arising in heavy-flavour hadron decays. Both algorithms are developed using 59.7 fb$^{−1}$ of proton-proton collisions data at a centre-of-mass energy of s√ = 13 TeV collected in 2018 with the CMS experiment at the CERN LHC.
doi_str_mv	10.5445/ir/1000170545
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A. ; Brandao Malbouisson, H. ; Nogima, H. ; Mercadante, P. G. ; Aleksandrov, A. ; Yuan, L. ; Reyes Vega, J. A. ; Kinnunen, R. ; Luukka, P. ; Kalipoliti, L. ; Brom, J.-M. ; Falke, S. ; Dozen, C. ; Eich, N. ; Consuegra Rodríguez, S. ; Pérez Adán, D. ; Shchedrolosiev, M. ; Walsh, R. ; Chwalek, T. ; Wittig, F. ; Zuo, X. ; Foudas, C. ; Rádl, A. J. ; Beri, S. B. ; Naimuddin, M. ; Kumar, D. ; Das, I. ; Pompili, A. ; Stamerra, A. ; Bonacorsi, D. ; Primavera, F. ; Boldrini, G. ; Lucchini, M. T. ; Massironi, A. ; Triossi, A. ; Magherini, M. ; D'Amante, V. ; Ligabue, F. ; Matos Figueiredo, D. ; Quaranta, C. ; Cartiglia, N. ; Pelliccioni, M. ; Sola, V. ; Oh, Y. D. ; Oh, B. H. ; Ha, S. ; Ramírez García, M. ; Awais, A. ; Avati, V. ; Kazana, M. ; León Holgado, J. ; Vazquez Escobar, J. ; Duarte Campderros, J. ; Fernandez Madrazo, C. ; Caminada, L. ; Pauss, F. ; Seidita, R. ; Kuo, C. M. ; Kole, G. ; Uslan, E. ; Epshteyn, V. ; Bury, F. ; Buchmuller, O. ; Shukla, R. ; Abdullin, S. ; Wilson, J. ; Bartek, R. ; Rohlf, J. ; Li, D. ; Manca, E. ; Vourliotis, E. ; Schmitz, R. ; MacDonald, E. ; Cranshaw, D. J. ; Alyari, M. ; Burkett, K. ; Cerati, G. B. ; Feng, Y. ; Madrid, C. ; Kang, L. ; Swartz, M. ; King, J. ; Hoang, D. ; Lee, Y.-J. ; McLean, C. ; Hurtado Anampa, K. ; Jessop, C. ; Lawrence, J. ; Frankenthal, A. ; Greene, S. ; Koraka, C. K. ; Savin, A. ; Malakhov, A. ; Perelygin, V. ; Savrin, V. ; Tcherniaev, E.</creator><creatorcontrib>Templ, S. ; El Faham, H. ; Clerbaux, B. ; Dobur, D. ; Alves, G. A. ; Brandao Malbouisson, H. ; Nogima, H. ; Mercadante, P. G. ; Aleksandrov, A. ; Yuan, L. ; Reyes Vega, J. A. ; Kinnunen, R. ; Luukka, P. ; Kalipoliti, L. ; Brom, J.-M. ; Falke, S. ; Dozen, C. ; Eich, N. ; Consuegra Rodríguez, S. ; Pérez Adán, D. ; Shchedrolosiev, M. ; Walsh, R. ; Chwalek, T. ; Wittig, F. ; Zuo, X. ; Foudas, C. ; Rádl, A. J. ; Beri, S. B. ; Naimuddin, M. ; Kumar, D. ; Das, I. ; Pompili, A. ; Stamerra, A. ; Bonacorsi, D. ; Primavera, F. ; Boldrini, G. ; Lucchini, M. T. ; Massironi, A. ; Triossi, A. ; Magherini, M. ; D'Amante, V. ; Ligabue, F. ; Matos Figueiredo, D. ; Quaranta, C. ; Cartiglia, N. ; Pelliccioni, M. ; Sola, V. ; Oh, Y. D. ; Oh, B. H. ; Ha, S. ; Ramírez García, M. ; Awais, A. ; Avati, V. ; Kazana, M. ; León Holgado, J. ; Vazquez Escobar, J. ; Duarte Campderros, J. ; Fernandez Madrazo, C. ; Caminada, L. ; Pauss, F. ; Seidita, R. ; Kuo, C. M. ; Kole, G. ; Uslan, E. ; Epshteyn, V. ; Bury, F. ; Buchmuller, O. ; Shukla, R. ; Abdullin, S. ; Wilson, J. ; Bartek, R. ; Rohlf, J. ; Li, D. ; Manca, E. ; Vourliotis, E. ; Schmitz, R. ; MacDonald, E. ; Cranshaw, D. J. ; Alyari, M. ; Burkett, K. ; Cerati, G. B. ; Feng, Y. ; Madrid, C. ; Kang, L. ; Swartz, M. ; King, J. ; Hoang, D. ; Lee, Y.-J. ; McLean, C. ; Hurtado Anampa, K. ; Jessop, C. ; Lawrence, J. ; Frankenthal, A. ; Greene, S. ; Koraka, C. 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B. ; Naimuddin, M. ; Kumar, D. ; Das, I. ; Pompili, A. ; Stamerra, A. ; Bonacorsi, D. ; Primavera, F. ; Boldrini, G. ; Lucchini, M. T. ; Massironi, A. ; Triossi, A. ; Magherini, M. ; D'Amante, V. ; Ligabue, F. ; Matos Figueiredo, D. ; Quaranta, C. ; Cartiglia, N. ; Pelliccioni, M. ; Sola, V. ; Oh, Y. D. ; Oh, B. H. ; Ha, S. ; Ramírez García, M. ; Awais, A. ; Avati, V. ; Kazana, M. ; León Holgado, J. ; Vazquez Escobar, J. ; Duarte Campderros, J. ; Fernandez Madrazo, C. ; Caminada, L. ; Pauss, F. ; Seidita, R. ; Kuo, C. M. ; Kole, G. ; Uslan, E. ; Epshteyn, V. ; Bury, F. ; Buchmuller, O. ; Shukla, R. ; Abdullin, S. ; Wilson, J. ; Bartek, R. ; Rohlf, J. ; Li, D. ; Manca, E. ; Vourliotis, E. ; Schmitz, R. ; MacDonald, E. ; Cranshaw, D. J. ; Alyari, M. ; Burkett, K. ; Cerati, G. B. ; Feng, Y. ; Madrid, C. ; Kang, L. ; Swartz, M. ; King, J. ; Hoang, D. ; Lee, Y.-J. ; McLean, C. ; Hurtado Anampa, K. ; Jessop, C. ; Lawrence, J. ; Frankenthal, A. ; Greene, S. ; Koraka, C. K. ; Savin, A. ; Malakhov, A. ; Perelygin, V. ; Savrin, V. ; Tcherniaev, E.</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-datacite_primary_10_5445_ir_10001705453</frbrgroupid><rsrctype>reports</rsrctype><prefilter>reports</prefilter><language>eng</language><creationdate>2023</creationdate><toplevel>online_resources</toplevel><creatorcontrib>Templ, S.</creatorcontrib><creatorcontrib>El Faham, H.</creatorcontrib><creatorcontrib>Clerbaux, B.</creatorcontrib><creatorcontrib>Dobur, D.</creatorcontrib><creatorcontrib>Alves, G. A.</creatorcontrib><creatorcontrib>Brandao Malbouisson, H.</creatorcontrib><creatorcontrib>Nogima, H.</creatorcontrib><creatorcontrib>Mercadante, P. G.</creatorcontrib><creatorcontrib>Aleksandrov, A.</creatorcontrib><creatorcontrib>Yuan, L.</creatorcontrib><creatorcontrib>Reyes Vega, J. A.</creatorcontrib><creatorcontrib>Kinnunen, R.</creatorcontrib><creatorcontrib>Luukka, P.</creatorcontrib><creatorcontrib>Kalipoliti, L.</creatorcontrib><creatorcontrib>Brom, J.-M.</creatorcontrib><creatorcontrib>Falke, S.</creatorcontrib><creatorcontrib>Dozen, C.</creatorcontrib><creatorcontrib>Eich, N.</creatorcontrib><creatorcontrib>Consuegra Rodríguez, S.</creatorcontrib><creatorcontrib>Pérez Adán, D.</creatorcontrib><creatorcontrib>Shchedrolosiev, M.</creatorcontrib><creatorcontrib>Walsh, R.</creatorcontrib><creatorcontrib>Chwalek, T.</creatorcontrib><creatorcontrib>Wittig, F.</creatorcontrib><creatorcontrib>Zuo, X.</creatorcontrib><creatorcontrib>Foudas, C.</creatorcontrib><creatorcontrib>Rádl, A. J.</creatorcontrib><creatorcontrib>Beri, S. B.</creatorcontrib><creatorcontrib>Naimuddin, M.</creatorcontrib><creatorcontrib>Kumar, D.</creatorcontrib><creatorcontrib>Das, I.</creatorcontrib><creatorcontrib>Pompili, A.</creatorcontrib><creatorcontrib>Stamerra, A.</creatorcontrib><creatorcontrib>Bonacorsi, D.</creatorcontrib><creatorcontrib>Primavera, F.</creatorcontrib><creatorcontrib>Boldrini, G.</creatorcontrib><creatorcontrib>Lucchini, M. T.</creatorcontrib><creatorcontrib>Massironi, A.</creatorcontrib><creatorcontrib>Triossi, A.</creatorcontrib><creatorcontrib>Magherini, M.</creatorcontrib><creatorcontrib>D'Amante, V.</creatorcontrib><creatorcontrib>Ligabue, F.</creatorcontrib><creatorcontrib>Matos Figueiredo, D.</creatorcontrib><creatorcontrib>Quaranta, C.</creatorcontrib><creatorcontrib>Cartiglia, N.</creatorcontrib><creatorcontrib>Pelliccioni, M.</creatorcontrib><creatorcontrib>Sola, V.</creatorcontrib><creatorcontrib>Oh, Y. D.</creatorcontrib><creatorcontrib>Oh, B. H.</creatorcontrib><creatorcontrib>Ha, S.</creatorcontrib><creatorcontrib>Ramírez García, M.</creatorcontrib><creatorcontrib>Awais, A.</creatorcontrib><creatorcontrib>Avati, V.</creatorcontrib><creatorcontrib>Kazana, M.</creatorcontrib><creatorcontrib>León Holgado, J.</creatorcontrib><creatorcontrib>Vazquez Escobar, J.</creatorcontrib><creatorcontrib>Duarte Campderros, J.</creatorcontrib><creatorcontrib>Fernandez Madrazo, C.</creatorcontrib><creatorcontrib>Caminada, L.</creatorcontrib><creatorcontrib>Pauss, F.</creatorcontrib><creatorcontrib>Seidita, R.</creatorcontrib><creatorcontrib>Kuo, C. M.</creatorcontrib><creatorcontrib>Kole, G.</creatorcontrib><creatorcontrib>Uslan, E.</creatorcontrib><creatorcontrib>Epshteyn, V.</creatorcontrib><creatorcontrib>Bury, F.</creatorcontrib><creatorcontrib>Buchmuller, O.</creatorcontrib><creatorcontrib>Shukla, R.</creatorcontrib><creatorcontrib>Abdullin, S.</creatorcontrib><creatorcontrib>Wilson, J.</creatorcontrib><creatorcontrib>Bartek, R.</creatorcontrib><creatorcontrib>Rohlf, J.</creatorcontrib><creatorcontrib>Li, D.</creatorcontrib><creatorcontrib>Manca, E.</creatorcontrib><creatorcontrib>Vourliotis, E.</creatorcontrib><creatorcontrib>Schmitz, R.</creatorcontrib><creatorcontrib>MacDonald, E.</creatorcontrib><creatorcontrib>Cranshaw, D. J.</creatorcontrib><creatorcontrib>Alyari, M.</creatorcontrib><creatorcontrib>Burkett, K.</creatorcontrib><creatorcontrib>Cerati, G. B.</creatorcontrib><creatorcontrib>Feng, Y.</creatorcontrib><creatorcontrib>Madrid, C.</creatorcontrib><creatorcontrib>Kang, L.</creatorcontrib><creatorcontrib>Swartz, M.</creatorcontrib><creatorcontrib>King, J.</creatorcontrib><creatorcontrib>Hoang, D.</creatorcontrib><creatorcontrib>Lee, Y.-J.</creatorcontrib><creatorcontrib>McLean, C.</creatorcontrib><creatorcontrib>Hurtado Anampa, K.</creatorcontrib><creatorcontrib>Jessop, C.</creatorcontrib><creatorcontrib>Lawrence, J.</creatorcontrib><creatorcontrib>Frankenthal, A.</creatorcontrib><creatorcontrib>Greene, S.</creatorcontrib><creatorcontrib>Koraka, C. K.</creatorcontrib><creatorcontrib>Savin, A.</creatorcontrib><creatorcontrib>Malakhov, A.</creatorcontrib><creatorcontrib>Perelygin, V.</creatorcontrib><creatorcontrib>Savrin, V.</creatorcontrib><creatorcontrib>Tcherniaev, E.</creatorcontrib><collection>DataCite (Open Access)</collection><collection>DataCite</collection></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext_linktorsrc</fulltext></delivery><addata><au>Templ, S.</au><au>El Faham, H.</au><au>Clerbaux, B.</au><au>Dobur, D.</au><au>Alves, G. A.</au><au>Brandao Malbouisson, H.</au><au>Nogima, H.</au><au>Mercadante, P. G.</au><au>Aleksandrov, A.</au><au>Yuan, L.</au><au>Reyes Vega, J. A.</au><au>Kinnunen, R.</au><au>Luukka, P.</au><au>Kalipoliti, L.</au><au>Brom, J.-M.</au><au>Falke, S.</au><au>Dozen, C.</au><au>Eich, N.</au><au>Consuegra Rodríguez, S.</au><au>Pérez Adán, D.</au><au>Shchedrolosiev, M.</au><au>Walsh, R.</au><au>Chwalek, T.</au><au>Wittig, F.</au><au>Zuo, X.</au><au>Foudas, C.</au><au>Rádl, A. J.</au><au>Beri, S. B.</au><au>Naimuddin, M.</au><au>Kumar, D.</au><au>Das, I.</au><au>Pompili, A.</au><au>Stamerra, A.</au><au>Bonacorsi, D.</au><au>Primavera, F.</au><au>Boldrini, G.</au><au>Lucchini, M. T.</au><au>Massironi, A.</au><au>Triossi, A.</au><au>Magherini, M.</au><au>D'Amante, V.</au><au>Ligabue, F.</au><au>Matos Figueiredo, D.</au><au>Quaranta, C.</au><au>Cartiglia, N.</au><au>Pelliccioni, M.</au><au>Sola, V.</au><au>Oh, Y. D.</au><au>Oh, B. H.</au><au>Ha, S.</au><au>Ramírez García, M.</au><au>Awais, A.</au><au>Avati, V.</au><au>Kazana, M.</au><au>León Holgado, J.</au><au>Vazquez Escobar, J.</au><au>Duarte Campderros, J.</au><au>Fernandez Madrazo, C.</au><au>Caminada, L.</au><au>Pauss, F.</au><au>Seidita, R.</au><au>Kuo, C. M.</au><au>Kole, G.</au><au>Uslan, E.</au><au>Epshteyn, V.</au><au>Bury, F.</au><au>Buchmuller, O.</au><au>Shukla, R.</au><au>Abdullin, S.</au><au>Wilson, J.</au><au>Bartek, R.</au><au>Rohlf, J.</au><au>Li, D.</au><au>Manca, E.</au><au>Vourliotis, E.</au><au>Schmitz, R.</au><au>MacDonald, E.</au><au>Cranshaw, D. J.</au><au>Alyari, M.</au><au>Burkett, K.</au><au>Cerati, G. B.</au><au>Feng, Y.</au><au>Madrid, C.</au><au>Kang, L.</au><au>Swartz, M.</au><au>King, J.</au><au>Hoang, D.</au><au>Lee, Y.-J.</au><au>McLean, C.</au><au>Hurtado Anampa, K.</au><au>Jessop, C.</au><au>Lawrence, J.</au><au>Frankenthal, A.</au><au>Greene, S.</au><au>Koraka, C. K.</au><au>Savin, A.</au><au>Malakhov, A.</au><au>Perelygin, V.</au><au>Savrin, V.</au><au>Tcherniaev, E.</au><format>book</format><genre>unknown</genre><ristype>RPRT</ristype><btitle>Muon identification using multivariate techniques in the CMS experiment in proton-proton collisions at $\sqrt{(s)} = 13 $TeV</btitle><date>2023</date><risdate>2023</risdate><abstract>The identification of prompt and isolated muons, as well as muons from heavy-flavour hadron decays, is an important task. We developed two multivariate techniques to provide highly efficient identification for muons with transverse momentum greater than 10 GeV. One provides a continuous variable as an alternative to a cut-based identification selection and offers a better discrimination power against misidentified muons. The other one selects prompt and isolated muons by using isolation requirements to reduce the contamination from nonprompt muons arising in heavy-flavour hadron decays. Both algorithms are developed using 59.7 fb$^{−1}$ of proton-proton collisions data at a centre-of-mass energy of s√ = 13 TeV collected in 2018 with the CMS experiment at the CERN LHC.</abstract><pub>Karlsruher Institut für Technologie (KIT)</pub><doi>10.5445/ir/1000170545</doi><oa>free_for_read</oa></addata></record>
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identifier	DOI: 10.5445/ir/1000170545
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language	eng
recordid	cdi_datacite_primary_10_5445_ir_1000170545
source	DataCite
title	Muon identification using multivariate techniques in the CMS experiment in proton-proton collisions at $\sqrt{(s)} = 13 $TeV
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