V: Data Science and AI/ML in Physics

Presentations

• Turbulence Modelling: An inverse problem or a forward dilemma?

  ORAL

  April 4, 2024, 5:30 AM – April 4, 2024, 5:42 AM

  Presenters

  • Christian J Lagares

    • University of Puerto Rico at Mayaguez
    • University of Puerto Rico at Mayagüez

  Authors

  • Christian J Lagares

    • University of Puerto Rico at Mayaguez
    • University of Puerto Rico at Mayagüez

  • Guillermo Araya

    • University of Texas at San Antonio

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• Complex-time Representation of Repeated Measurement Longitudinal Data and Space-kime Analytics

  ORAL

  April 4, 2024, 5:42 AM – April 4, 2024, 5:54 AM

  Publication: * Dinov, ID and Velev, MV. (2021) Data Science: Time Complexity, Inferential Uncertainty, and Spacekime Analytics, De Gruyter, STEM Series, ISBN 978-3-11-069780-3, DOI 10.1515/9783110697827.
  * Zhang, R, Zhang, Y, Liu, Y, Guo, Y, Shen, Y, Deng, D, Qiu, Y, Dinov, ID. (2022) Kimesurface Representation and Tensor Linear Modeling of Longitudinal Data, Neural Computing and Applications Journal, 34:6377–6396, DOI: 10.1007/s00521-021-06789-8.
  * Wang, Y, Shen Y, Deng, D, Dinov, ID. (2022) Determinism, Well-posedness, and Applications of the Ultrahyperbolic Wave Equation in Spacekime, Journal of Partial Differential Equations in Applied Mathematics, 5(100280), DOI: 10.1016/j.padiff.2022.100280.
  * Zhang, Y, Shen, Y, Zhang, R, Liu, Y, Guo, Y, Deng, D and Dinov, ID. (2023) Numerical methods for computing the discrete and continuous Laplace transforms, arXiv:2304.13204, DOI: 10.48550/arXiv.2304.13204.

  Presenters

  • Ivo D Dinov

    • University of Michigan

  Authors

  • Ivo D Dinov

    • University of Michigan

  • Yueyang Shen

    • University of Michigan

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• Linking Ancient Cities: Network Analysis of the Roman Transportation System

  ORAL

  April 4, 2024, 5:54 AM – April 4, 2024, 6:06 AM

  Publication: Identifying mobility hubs across the Roman transportation system: a network analysis - Chrysovalantis Constantinou, Efthymia Nikita, Ruben Post, Network Science, (submitted)

  Presenters

  • Chrysovalantis Constantinou

    • The Cyprus Institute

  Authors

  • Chrysovalantis Constantinou

    • The Cyprus Institute

  • Efthymia Nikita

    • The Cyprus Institute

  • Ruben Post

    • University of St Andrews

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• NSF HDR ML Anomaly Detection Challenge

  ORAL

  April 4, 2024, 6:06 AM – April 4, 2024, 6:18 AM

  Presenters

  • Yuan-Tang Chou

    • University of Washington

  Authors

  • Yuan-Tang Chou

    • University of Washington

  • Elham E Khoda

    • University of Washington

  • Shih-Chieh Hsu

    • University of Washington

  • Philip C Harris

    • Massachusetts Institute of Technology

  • Maria Dadarlat

    • Purdue University

  • Seungbin Park

    • Purdue University

  • Ekaterina Govorkova

    • Massachusetts Institute of Technology

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• Graph Neural Network-based Track finding as a Service with ACTS

  ORAL

  April 4, 2024, 6:18 AM – April 4, 2024, 6:30 AM

  Presenters

  • Haoran Zhao

    • University of Washington

  Authors

  • Yuan-Tang Chou

    • University of Washington

  • Haoran Zhao

    • University of Washington

  • Xiangyang Ju

    • Lawrence Berkeley National Laboratory

  • Shih-Chieh Hsu

    • University of Washington

  • Paolo Calafiura

    • Lawrence Berkeley National Laboratory

  • Philip C Harris

    • Massachusetts Institute of Technology

  • Patrick McCormack

    • Massachusetts Institute of Technology

  • Yao Yao

    • Purdue University

  • Yongbin Feng

    • Fermi National Accelerator Laboratory

  • Elham E Khoda

    • University of Washington

  • Kevin J Pedro

    • Fermi National Accelerator Laboratory

  • Dylan S Rankin

    • University of Pennsylvania

  • Andrew Naylor

    • Lawrence Berkeley National Laboratory

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