Monday, March 13, 2017
11:15AM - 11:51AM
|
|
B1.00001: Quantum Machine Learning
Invited Speaker:
Anatole von Lilienfeld
Preview Abstract |
Monday, March 13, 2017
11:51AM - 12:03PM
|
|
B1.00002: Quantum-Chemical Insights from Deep Tensor Neural Networks
Kristof T. Sch\"utt, Farhad Arbabzadah, Stefan Chmiela, Klaus-Robert M\"uller, Alexandre Tkatchenko
Preview Abstract |
Monday, March 13, 2017
12:03PM - 12:15PM
|
|
B1.00003: Multifidelity Learning Models for Accurate Bandgap Predictions of Solids
Turab Lookman, Ghanshyam Pilania, James E. Gubernatis
Preview Abstract |
Monday, March 13, 2017
12:15PM - 12:27PM
|
|
B1.00004: Finding descriptors for material properties from billions of candidates via compressed sensing: accurate prediction of crystal structures and band gaps from only chemical composition
Runhai Ouyang, Emre Ahmetcik, Luca M. Ghiringhelli, Matthias Scheffler
Preview Abstract |
Monday, March 13, 2017
12:27PM - 12:39PM
|
|
B1.00005: A machine learning approach for the classification of metallic glasses
Eric Gossett, Eric Perim, Cormac Toher, Dongwoo Lee, Haitao Zhang, Jingbei Liu, Shaofan Zhao, Jan Schroers, Joost Vlassak, Stefano Curtarolo
Preview Abstract |
Monday, March 13, 2017
12:39PM - 12:51PM
|
|
B1.00006: Machine Learning of ABO$_3$ Crystalline Compounds
J. E. Gubernatis, P. V. Balachandran, T. Lookman
Preview Abstract |
Monday, March 13, 2017
12:51PM - 1:03PM
|
|
B1.00007: Machine learning energies of 2M elpasolite (ABC$_2$D$_6$) crystals
Felix A. Faber, Alexander Lindmaa, O. Anatole von Lilienfeld, Rickard Armiento
Preview Abstract |
Monday, March 13, 2017
1:03PM - 1:15PM
|
|
B1.00008: Understanding magnetism in transition-metal multilayer thin-films on MgO(001) by using machine-learning technique
K. Nakamura, K. Nozaki, K. Hukushima, H. Kino, T. Akiyama, T. Ito, T. Oguchi
Preview Abstract |
Monday, March 13, 2017
1:15PM - 1:27PM
|
|
B1.00009: Inferring low-dimensional microstructure representations using convolutional neural networks
Nicholas Lubbers, Turab Lookman, Kipton Barros
Preview Abstract |
Monday, March 13, 2017
1:27PM - 1:39PM
|
|
B1.00010: Structure prediction for metastable materials: Sn$_{\mathrm{\mathbf{2}}}$\textbf{N}$_{\mathrm{\mathbf{2}}}$
Stephan Lany
Preview Abstract |
Monday, March 13, 2017
1:39PM - 1:51PM
|
|
B1.00011: Learning phase transitions by confusion
Evert Van Nieuwenburg, Ye-Hua Liu, Sebastian Huber
Preview Abstract |
Monday, March 13, 2017
1:51PM - 2:03PM
|
|
B1.00012: Projected Regression Methods for Inverting Fredholm Integrals: Formalism and Application to Analytical Continuation
Louis-Francois Arsenault, Richard Neuberg, Lauren A. Hannah, Andrew J. Millis
Preview Abstract |
Monday, March 13, 2017
2:03PM - 2:15PM
|
|
B1.00013: Ferret: an open-source code for simulating thermodynamical evolution and phase transformations in complex materials systems at mesoscale
Serge Nakhmanson, John Mangeri, Krishna Pitike, Lukasz Kuna, Andrea Jokisaari, S. Pamir Alpay, Olle Heinonen
Preview Abstract |
