Data Science I: Big Data & ML

Presentations

• Information extraction, analysis and feedback for directing matter by design

  Invited

  March 3, 2020, 10:00 AM – March 3, 2020, 10:36 AM

  Presenters

  • Bobby Sumpter

    Oak Ridge National Laboratory, Oak Ridge National Lab, Center for Nanophase Materials Sciences & Computational Sciences and Engineering Division, Oak Ridge National Laboratory

  Authors

  • Bobby Sumpter

    Oak Ridge National Laboratory, Oak Ridge National Lab, Center for Nanophase Materials Sciences & Computational Sciences and Engineering Division, Oak Ridge National Laboratory

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• High throughput search for plasmonic semiconductors using DFT databases

  ORAL

  March 3, 2020, 10:36 AM – March 3, 2020, 10:48 AM

  Presenters

  • Ethan Shapera

    Physics, University of Illinois at Urbana-Champaign

  Authors

  • Ethan Shapera

    Physics, University of Illinois at Urbana-Champaign

  • Andre Schleife

    University of Illinois Urbana-Champaign, Materials Science and Engineering, University of Illinois at Urbana-Champaign, University of Illinois at Urbana-Champaign

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• Combined High-Throughput and Machine Learning Approach for Prediction of Lattice Thermal Conductivity

  ORAL

  March 3, 2020, 10:48 AM – March 3, 2020, 11:00 AM

  Presenters

  • Abhishek Singh

    Indian Institute of Science

  Authors

  • Rinkle Juneja

    Indian Institute of Science

  • George Yumnam

    Indian Institute of Science

  • Swanti Satsangi

    Indian Institute of Science

  • Abhishek Singh

    Indian Institute of Science

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• Machine Learning-Assisted Design and Discovery of Next Generation 2D Materials

  ORAL

  March 3, 2020, 11:00 AM – March 3, 2020, 11:12 AM

  Presenters

  • Victor Venturi

    Carnegie Mellon Univ

  Authors

  • Victor Venturi

    Carnegie Mellon Univ

  • Holden Low Parks

    Carnegie Mellon Univ

  • Zeeshan Ahmad

    Carnegie Mellon Univ

  • Venkat Viswanathan

    Carnegie Mellon Univ

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• Revealing the Spectrum of Unknown Layered Materials with Super-Human Predictive Abilities

  ORAL

  March 3, 2020, 11:12 AM – March 3, 2020, 11:24 AM

  Presenters

  • Gowoon Cheon

    Stanford University, Applied Physics, Stanford University

  Authors

  • Gowoon Cheon

    Stanford University, Applied Physics, Stanford University

  • Ekin Dogus Cubuk

    Google, Google Inc., Google Inc, Google Brain

  • Evan Antoniuk

    Stanford University, Chemistry, Stanford University

  • Joshua Goldberger

    Ohio State Univ - Columbus, Ohio State University, Chemistry, The Ohio State University

  • Evan J. Reed

    Stanford University, Materials Science and Engineering, Stanford University

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• Probing the microscopic origin of magnetism in two-dimensional materials using machine learning

  ORAL

  March 3, 2020, 11:24 AM – March 3, 2020, 11:36 AM

  Presenters

  • Trevor David Rhone

    Harvard University, Physics, Rensselaer Polytechnic Institute

  Authors

  • Trevor David Rhone

    Harvard University, Physics, Rensselaer Polytechnic Institute

  • Efthimios Kaxiras

    Physics, Harvard University

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• Topological data analysis for magnetic domain structure characterization

  ORAL

  March 3, 2020, 11:36 AM – March 3, 2020, 11:48 AM

  Presenters

  • Masato Kotsugi

    Sci Univ of Tokyo, Tokyo Univ of Science, Katsushika

  Authors

  • Masato Kotsugi

    Sci Univ of Tokyo, Tokyo Univ of Science, Katsushika

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• Extracting Interpretable Physical Parameters from Spatiotemporal Systems using Unsupervised Learning

  ORAL

  March 3, 2020, 11:48 AM – March 3, 2020, 12:00 PM

  Presenters

  • Peter Lu

    Physics, Massachusetts Institute of Technology, Department of Physics, Massachusetts Institute of Technology

  Authors

  • Peter Lu

    Physics, Massachusetts Institute of Technology, Department of Physics, Massachusetts Institute of Technology

  • Samuel Kim

    Department of Electrical Engineering and Computer Science, Massachusetts Institute of Technology

  • Marin Soljacic

    Physics, Massachusetts Institute of Technology, Department of Physics, Massachusetts Institute of Technology

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• Prediction of Seismic Wave Arrivals Using a Convolutional Neural Network

  ORAL

  March 3, 2020, 12:00 PM – March 3, 2020, 12:12 PM

  Presenters

  • Jorge Garcia

    Department of Physics, New Mexico State University

  Authors

  • Jorge Garcia

    Department of Physics, New Mexico State University

  • Lauren Waszek

    Department of Physics, New Mexico State University

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• Using Reinforcement Learning to Optimize Crystal Structure Determination

  ORAL

  March 3, 2020, 12:12 PM – March 3, 2020, 12:24 PM

  Presenters

  • William Ratcliff

    National Institute of Standards and Technology

  Authors

  • William Ratcliff

    National Institute of Standards and Technology

  • Kate Meuse

    Montgomery Blair High School

  • Jessica Opsahl-Ong

    Mclean High School

  • Joeseph Rath

    Rowan University

  • Paul Kienzle

    National Institute of Standards and Technology

  • Telon Yan

    Montgomery Blair High School

  • Ryan Cho

    Montgomery Blair High School

  • Abigail Wilson

    Tufts University

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• Active Learning for Quantum Experimental Controling

  ORAL

  March 3, 2020, 12:24 PM – March 3, 2020, 12:36 PM

  Presenters

  • Yadong Wu

    Tsinghua University

  Authors

  • Yadong Wu

    Tsinghua University

  • Hui Zhai

    Tsinghua University, Institute for Advanced Study, Tsinghua University

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• International Radiological Information Exchange (IRIX) Standards for Emergency Radiation Monitoring Data Reporting

  ORAL

  March 3, 2020, 12:36 PM – March 3, 2020, 12:48 PM

  Presenters

  • Sanjoy Mukhopadhyay

    International Atomic Energy Agency

  Authors

  • Sanjoy Mukhopadhyay

    International Atomic Energy Agency

  View abstract →