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research_details [2019/11/22 02:37]
jthaler [Data Science and Machine Learning]
research_details [2020/08/25 01:32] (current)
jthaler [Data Science and Machine Learning]
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 Machine learning has impacted many scientific fields, and particle physics is no exception. ​ In my research, I aim to enhance the search for new phenomena at colliders by merging the performance of deep learning algorithms with the robustness of "deep thinking"​ approaches. Machine learning has impacted many scientific fields, and particle physics is no exception. ​ In my research, I aim to enhance the search for new phenomena at colliders by merging the performance of deep learning algorithms with the robustness of "deep thinking"​ approaches.
  
-  * **OmniFold: A Method to Simultaneously Unfold All Observables**. \\ Anders Andreassen, Patrick T. Komiske, Eric M. Metodiev, Benjamin Nachman, and Jesse Thaler. \\ [[https://​arxiv.org/​abs/​1911.09107|arXiv:​1911.09107]].+  ​* **A Neural Resampler for Monte Carlo Reweighting with Preserved Uncertainties**. \\ Benjamin Nachman and Jesse Thaler. \\ [[https://​arxiv.org/​abs/​2007.11586|arXiv:​2007.11586]]. 
 + 
 +  * **A Robust Measure of Event Isotropy at Colliders**. \\ Cari Cesarotti and Jesse Thaler. \\ [[https://​doi.org/​10.1007/​JHEP08(2020)084|JHEP 2008:084 (2020)]], [[https://​arxiv.org/​abs/​2004.06125|arXiv:​2004.06125]]. 
 + 
 +  * **The Hidden Geometry of Particle Collisions**. \\ Patrick T. Komiske, Eric M. Metodiev, and Jesse Thaler. \\ [[https://​doi.org/​10.1007/​JHEP07(2020)006|JHEP 2007:006 (2020)]], [[https://​arxiv.org/​abs/​2004.04159|arXiv:​2004.04159]]. 
 + 
 +  ​* **OmniFold: A Method to Simultaneously Unfold All Observables**. \\ Anders Andreassen, Patrick T. Komiske, Eric M. Metodiev, Benjamin Nachman, and Jesse Thaler. \\ [[http://​dx.doi.org/​10.1103/​PhysRevLett.124.182001|Phys. Rev. Lett. 124:182001 (2020)]], ​[[https://​arxiv.org/​abs/​1911.09107|arXiv:​1911.09107]].
  
   * **The Metric Space of Collider Events**. \\ Patrick T. Komiske, Eric M. Metodiev, and Jesse Thaler. ​ \\ [[http://​dx.doi.org/​10.1103/​PhysRevLett.123.041801|Phys. Rev. Lett. 123:041801 (2019)]] ([[https://​physics.aps.org/​articles/​v12/​85|Viewpoint]]),​ [[https://​arxiv.org/​abs/​1902.02346|arXiv:​1902.02346]].   * **The Metric Space of Collider Events**. \\ Patrick T. Komiske, Eric M. Metodiev, and Jesse Thaler. ​ \\ [[http://​dx.doi.org/​10.1103/​PhysRevLett.123.041801|Phys. Rev. Lett. 123:041801 (2019)]] ([[https://​physics.aps.org/​articles/​v12/​85|Viewpoint]]),​ [[https://​arxiv.org/​abs/​1902.02346|arXiv:​1902.02346]].
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 ===== Quantum Computation for Colliders ===== ===== Quantum Computation for Colliders =====
  
-  * **Quantum Algorithms for Jet Clustering**. ​ \\ Annie Y. Wei, Preksha Naik, Aram W. Harrow, and Jesse Thaler. \\ [[https://​arxiv.org/​abs/​1908.08949|arXiv:​1908.08949]].+  * **Quantum Algorithms for Jet Clustering**. ​ \\ Annie Y. Wei, Preksha Naik, Aram W. Harrow, and Jesse Thaler. \\ [[http://​dx.doi.org/​10.1103/​PhysRevD.101.094015|Phys. Rev. D101:094015 (2020)]], ​[[https://​arxiv.org/​abs/​1908.08949|arXiv:​1908.08949]].
  
  
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 Jets are collimated sprays of particles arising from the fragmentation of short-distance quarks and gluons. ​ In traditional collider studies, these jets are reconstructed using jet algorithms, which assign clusters of particles to jet four-vectors. ​ I have shown that the substructure of jets can provide valuable information about the underlying short-distance physics. ​ In extreme cases, physics that would otherwise be unobservable using traditional jet algorithms can be made prominent through jet substructure techniques. Jets are collimated sprays of particles arising from the fragmentation of short-distance quarks and gluons. ​ In traditional collider studies, these jets are reconstructed using jet algorithms, which assign clusters of particles to jet four-vectors. ​ I have shown that the substructure of jets can provide valuable information about the underlying short-distance physics. ​ In extreme cases, physics that would otherwise be unobservable using traditional jet algorithms can be made prominent through jet substructure techniques.
  
-  * **Cutting Multiparticle Correlators Down to Size**. \\ Patrick T. Komiske, Eric M. Metodiev, and Jesse Thaler. \\ [[https://​arxiv.org/​abs/​1911.04491|arXiv:​1911.04491]].+  * **Cutting Multiparticle Correlators Down to Size**. \\ Patrick T. Komiske, Eric M. Metodiev, and Jesse Thaler. \\ [[http://​dx.doi.org/​10.1103/​PhysRevD.101.036019|Phys. Rev. D101:036019 (2020)]], ​[[https://​arxiv.org/​abs/​1911.04491|arXiv:​1911.04491]].
  
   * **An Operational Definition of Quark and Gluon Jets**. \\ Patrick T. Komiske, Eric M. Metodiev, and Jesse Thaler. \\ [[https://​doi.org/​10.1007/​JHEP11(2018)059|JHEP 1811:059 (2018)]], [[https://​arxiv.org/​abs/​1809.01140|arXiv:​1809.01140]].   * **An Operational Definition of Quark and Gluon Jets**. \\ Patrick T. Komiske, Eric M. Metodiev, and Jesse Thaler. \\ [[https://​doi.org/​10.1007/​JHEP11(2018)059|JHEP 1811:059 (2018)]], [[https://​arxiv.org/​abs/​1809.01140|arXiv:​1809.01140]].
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 ===== Probing the Quark/Gluon Plasma ===== ===== Probing the Quark/Gluon Plasma =====
  
-  * **Sorting Out Quenched Jets**.\\  Jasmine Brewer, ​José Guilherme Milhano, and Jesse Thaler. \\ [[https://​arxiv.org/​abs/​1812.05111|arXiv:1812.05111]].+  * **Data-Driven Quark and Gluon Jet Modification in Heavy-Ion Collisions**. \\ Jasmine Brewer, Jesse Thaler, and Andrew P. Turner. \\ [[https://​arxiv.org/​abs/​2008.08596|arXiv:2008.08596]].
  
 +  * **Sorting Out Quenched Jets**.\\ ​ Jasmine Brewer, José Guilherme Milhano, and Jesse Thaler. \\ [[https://​doi.org/​10.1103/​PhysRevLett.122.222301|Phys. Rev. Lett. 122:222301 (2019)]], [[https://​arxiv.org/​abs/​1812.05111|arXiv:​1812.05111]].
  
 ====== Open Data Studies ====== ====== Open Data Studies ======
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 ===== 2011 CMS Open Data ==== ===== 2011 CMS Open Data ====
  
-  * **Exploring the Space of Jets with CMS Open Data**. \\ Patrick T. Komiske, Radha Mastandrea, Eric M. Metodiev, Preksha Naik, and Jesse Thaler. \\ [[https://​arxiv.org/​abs/​1908.08542|arXiv:​1908.08542]].+  * **Exploring the Space of Jets with CMS Open Data**. \\ Patrick T. Komiske, Radha Mastandrea, Eric M. Metodiev, Preksha Naik, and Jesse Thaler. \\ [[http://​dx.doi.org/​10.1103/​PhysRevD.101.034009|Phys. Rev. D101:034009 (2020)]], ​[[https://​arxiv.org/​abs/​1908.08542|arXiv:​1908.08542]].
  
   * **Searching in CMS Open Data for Dimuon Resonances with Substantial Transverse Momentum**. \\ Cari Cesarotti, Yotam Soreq, Matthew J. Strassler, Jesse Thaler, and Wei Xue. \\ [[http://​dx.doi.org/​10.1103/​PhysRevD.100.015021|Phys. Rev. D100:015021 (2019)]], [[https://​arxiv.org/​abs/​1902.04222|arXiv:​1902.04222]].   * **Searching in CMS Open Data for Dimuon Resonances with Substantial Transverse Momentum**. \\ Cari Cesarotti, Yotam Soreq, Matthew J. Strassler, Jesse Thaler, and Wei Xue. \\ [[http://​dx.doi.org/​10.1103/​PhysRevD.100.015021|Phys. Rev. D100:015021 (2019)]], [[https://​arxiv.org/​abs/​1902.04222|arXiv:​1902.04222]].
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 ===== Adventures in Superspace ===== ===== Adventures in Superspace =====
  
-  * **Circumnavigating Collinear Superspace**. \\ Timothy Cohen, Gilly Elor, Andrew J. Larkoski, and Jesse Thaler. \\ [[https://​arxiv.org/​abs/​1909.00009|arXiv:​1909.00009]].+  * **Circumnavigating Collinear Superspace**. \\ Timothy Cohen, Gilly Elor, Andrew J. Larkoski, and Jesse Thaler. \\ [[http://​dx.doi.org/​10.1007/​JHEP02(2020)156|JHEP 2002:156 (2020)]], ​[[https://​arxiv.org/​abs/​1909.00009|arXiv:​1909.00009]].
  
-  * **Navigating Collinear Superspace**. \\  Timothy Cohen, Gilly Elor, Andrew J. Larkoski, and Jesse Thaler. \\  [[https://​arxiv.org/​abs/​1810.11032|arXiv:​1810.11032]].+  * **Navigating Collinear Superspace**. \\  Timothy Cohen, Gilly Elor, Andrew J. Larkoski, and Jesse Thaler. \\  ​[[https://​doi.org/​10.1007/​JHEP02(2020)146|JHEP 2002:146 (2020)]], ​[[https://​arxiv.org/​abs/​1810.11032|arXiv:​1810.11032]].
  
   * **TASI 2012: Super-Tricks for Superspace**. \\ Daniele Bertolini, Jesse Thaler, and Zachary Thomas. \\ [[http://​www.arxiv.org/​abs/​1302.6229|arXiv:​1302.6229]].   * **TASI 2012: Super-Tricks for Superspace**. \\ Daniele Bertolini, Jesse Thaler, and Zachary Thomas. \\ [[http://​www.arxiv.org/​abs/​1302.6229|arXiv:​1302.6229]].
research_details.1574390278.txt.gz · Last modified: 2019/11/22 02:37 by jthaler