Minisymposium: Applications of Advanced Statistics and Machine Learning Methods in Nuclear Physics II
FOCUS · D06 · ID: 1738498
Presentations
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Applications of Advanced Statistics and Machine Learning Methods in Nuclear Physics
ORAL · Invited
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Presenters
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Pablo G Giuliani
Facility for Rare Isotopes Beams
Authors
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Pablo G Giuliani
Facility for Rare Isotopes Beams
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Kyle S Godbey
Facility for Rare Isotope Beams
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Potentials of constrained Gaussian process modeling in Nuclear Physics
ORAL
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Publication: Reexamining the proton-radius problem using constrained Gaussian processes (Physical Review C); <br>Data integration using hierarchical Gaussian process models under shape constraints (planned papers).
Presenters
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Shuang Zhou
Arizona State University
Authors
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Shuang Zhou
Arizona State University
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Qianyi Shen
Arizona State University
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Debdeep Pati
Texas A&M University
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Anirban Bhattacharya
Texas A&M University
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Pablo G Giuliani
Facility for Rare Isotopes Beams
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Jorge Piekarewicz
Florida State University
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Uncertainty Quantification for Phenomenological Optical Potentials
ORAL
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Publication: Phys. Rev. C 107 (2023) 014602
Presenters
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Cole D Pruitt
Lawrence Livermore National Lab
Authors
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Cole D Pruitt
Lawrence Livermore National Lab
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Jutta E Escher
Lawrence Livermore National Laboratory, Lawrence Livermore Natl Lab
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Rida Rahman
University of Tennessee-Knoxville
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Bayesian calibration and truncation error estimation of chiral effective theories
ORAL
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Presenters
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Jason Bub
Washington University, St. Louis
Authors
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Jason Bub
Washington University, St. Louis
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Maria Piarulli
Washington University, St. Louis
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Ozge Surer
Miami University
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Richard J Furnstahl
Ohio State University
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Saori Pastore
Washington U. in St. Louis
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Daniel R Phillips
Ohio University
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Stefan M Wild
Lawrence Berkeley National Laboratory
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Mind the gaps: Applying Bayesian model mixing to the dense matter equation of state
ORAL
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Presenters
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Alexandra Semposki
Ohio University
Authors
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Alexandra Semposki
Ohio University
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Christian Drischler
Facility for Rare Isotope Beams
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Richard J Furnstahl
Ohio State University
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Daniel R Phillips
Ohio University
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Bayesian analysis for constraining the equation of state of asymmetric nuclear matter
ORAL
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Presenters
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Zbigniew Chajecki
Western Michigan University
Authors
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Zbigniew Chajecki
Western Michigan University
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Manyee B Tsang
Michigan State University
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William G Lynch
Michigan State University
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Chi-En Teh
National Superconducting Cyclotron Laboratory, MSU, Facility for Rare Isotope Beams, MSU
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Chi-Kin Tam
Western Michigan University
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Som N Paneru
Michigan State University
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Kyle W Brown
Michigan State University
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Kuan Zhu
Michigan State University
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Daniele Dell’Aquila
UNIVERSITA' DEGLI STUDI DI NAPOLI
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Chun Yuen Tsang
Kent State University
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Adam K Anthony
Michigan State University
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Om Bhadra Khanal
Western Michigan University
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Justin B Estee
Michigan State University
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Jonathan E Barney
Michigan State University
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Sean R Sweany
Michigan State University
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Bayesian Refinement of Relativistic Mean Field Models
ORAL
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Publication: https://arxiv.org/pdf/2301.09692.pdf
Presenters
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Marc Salinas
Florida State University
Authors
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Marc Salinas
Florida State University
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Deep Learning for Neutron Lifetime Measurement
ORAL
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Publication: N/A
Presenters
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Shanny Lin
Los Alamos National Laboratory
Authors
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Shanny Lin
Los Alamos National Laboratory
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Steven M Clayton
LANL, Los Alamos National Laboratory
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Chenghao Feng
The University of Texas at Austin
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Jiaqi Gu
The University of Texas at Austin
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Christopher L Morris
Los Alamos National Laboratory, Los Alamos Natl Lab
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Maninder Singh
Los Alamos National Laboratory
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Hanqing Zhu
The University of Texas at Austin
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David Pan
The University of Texas at Austin
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Ray Chen
The University of Texas at Austin
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Zhehui Wang
LANL
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A Priori Dimensionality Reduction for Quantum Dynamics
ORAL
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Publication: A Priori Dimensionality Reduction for Quantum Dynamics, planned paper and FRIB-TA compendium chapter.
Presenters
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Patrick Cook
Michigan State University
Authors
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Patrick Cook
Michigan State University
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Machine Learning based Particle Track Reconstruction for JLab Hall-A GEM Trackers
ORAL
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Presenters
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Bhasitha Thuthimal Dharmasena T Purijjala Lindagawa Gedara
University of Virginia, University of Virginia Department of Physics
Authors
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Bhasitha Thuthimal Dharmasena T Purijjala Lindagawa Gedara
University of Virginia, University of Virginia Department of Physics
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Nilanga Liyanage
University of Virginia, Univ of Virginia
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