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Data Science in Physics

ORAL · Q12 · ID: 1448311

Presentations

  • ParaMonte: A Cross-Language Parallel Monte Carlo and Machine Learning Library

    ORAL

    –

    Publication: ParaMonte: A high-performance serial/parallel Monte Carlo simulation library for C, C++, Fortran<br>https://joss.theoj.org/papers/10.21105/joss.02741

    Presenters

    • Amir Shahmoradi

      University of Texas

    Authors

    • Amir Shahmoradi

      University of Texas

    • Fatemeh Bagheri

      University of Texas at Arlington

    • Joshua Osborne

      University of Texas at Arlington

    View abstract →

  • Calibrated Predictive Distributions

    ORAL

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    Publication: 1. "Re-calibrating Photometric Redshift Probability Distributions Using Feature-space Regression", published at Fourth Workshop on Machine Learning and the Physical Sciences (NeurIPS 2021) (https://ui.adsabs.harvard.edu/abs/2021arXiv211015209D/abstract)<br>2. "Calibrated Predictive Distributions via Diagnostics for Conditional Coverage", submitted to AISTATS 2023 (https://ui.adsabs.harvard.edu/abs/2022arXiv220514568D/abstract)

    Presenters

    • Biprateep Dey

      University of Pittsburgh

    Authors

    • Biprateep Dey

      University of Pittsburgh

    • David Zhao

      Carnegie Mellon University

    • Jeffrey A Newman

      University of Pittsburgh

    • Brett Andrews

      University of Pittsburgh

    • Ann Lee

      Carnegi Mellon University

    • Rafael Izbicki

      UFSCAR

    View abstract →

  • Machine Learning Classification of Time-varying Astrophysical Sources from the Zwicky Transient Facility

    ORAL

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    Publication: van Roestel, J. et al., 2021, "The ZTF Source Classification Project. I. Methods and Infrastructure", ApJ, 161, 267<br>Coughlin, M. W. et al., 2021, "The ZTF Source Classification Project - II. Periodicity and variability processing metrics", MNRAS, 505, 2954

    Presenters

    • Brian F Healy

      University of Minnesota

    Authors

    • Brian F Healy

      University of Minnesota

    • Michael W Coughlin

      University of Minnesota

    • Ashish Mahabal

      Caltech

    • Jan van Roestel

      University of Amsterdam

    • Shreya Anand

      Caltech

    • Mohammed Guiga

      University of Minnesota

    • Dragon Reed

      University of Minnesota

    • Antonio Rodriguez

      Caltech

    • Sugmin Park

      University of Minnesota

    • Kyle Norko

      University of Minnesota

    • Saagar Parikh

      IIT Gandhinagar

    • Tomás Ahumada

      Caltech

    • Mark Kennedy

      University College Cork

    • Niharika Sravan

      Caltech

    • Andrew Drake

      Caltech

    • Matthew Graham

      Caltech

    • Lynne Hillenbrand

      Caltech

    • Mansi Kasliwal

      Caltech

    • Paula Szkody

      University of Washington

    • Joshua Bloom

      University of California, Berkeley

    • Guy Nir

      University of California, Berkeley

    • Robert Stein

      Caltech

    View abstract →

  • Evolutionary Search and Theoretical Study of Silicene Grain Boundaries' Mechanical Properties

    ORAL

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    Publication: Zhang, J., Aditya, K., Sankaranarayanan, S. K. R. S. & Lilley, C. M. Evolutionary Search and Theoretical Study of Silicene Grain Boundaries' Mechanical Properties. Manuscript in preparation.

    Presenters

    • Jianan Zhang

      University of Illinois at Chicago

    Authors

    • Jianan Zhang

      University of Illinois at Chicago

    • Aditya Koneru

      Center for Nanoscale Materials, Argonne National Lab; Department of Mechanical and Industrial Engineering, The University of Illinois at Chicago

    • Carmen M Lilley

      Department of Mechanical and Industrial Engineering, The University of Illinois at Chicago

    • Subramanian K Sankaranarayanan

      University of Illinois, Argonne National

    View abstract →

  • Effects of the variation length, catastrophe and rescue on the dynamics of microtubules: machine learning approach

    ORAL

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    Publication: 1- Nganfo, W. A., Kenfack-Sadem, C., Fotué, A. J., Ekosso, M. C., Wopunghwo, S. N., &<br>Fai,L.C.(2022). Dynamics of exciton polaron in microtubule. Heliyon, e08897.<br>2-Nganfo, W. A., Kenfack-Sadem, C., Ekosso, M. C.,Wopunghwo, S. N., Fotué, A. J., & Fai,<br>L. C. (2021). Dynamic behaviour of microtubules around the critical temperature and effect of<br>the electric field produced by these vibrations on its environment. The European Physical<br>Journal Plus, 136(10), 1-12.<br>3-C. Kenfack-Sadem, W. A. Nganfo, M. C. Ekosso, S. N. Wopunghwo, M. F. C. Fobasso, A.<br>J. Fotué, L. C. Fai, "Dynamics of microtubule pseudo-spin", International Journal of<br>Biophysics, 10 (2020)<br>4-W. A. Nganfo, C. Kenfack-Sadem, M. C. Ekosso, S. N. Wopunghwo, M. F. C. Fobasso, A.<br>J. Fotué, L. C. Fai, "Effects of External Electric Field on the Thermodynamic properties of<br>Microtubules during dynamic instability", International Journal of Biophysics, 10 (2020) 17-<br>24.

    Presenters

    • NGANFO YIFOUE WILLY ANISET

      University of Dschang

    Authors

    • NGANFO YIFOUE WILLY ANISET

      University of Dschang

    View abstract →