Materials Science · Physics
Representation of compounds for machine-learning prediction of physical properties
Atsuto Seko, Hiroyuki Hayashi, Keita Nakayama, Akira Takahashi +1
2017-04-26
Materials Science · Physics
Representations of Materials for Machine Learning
James Damewood, Jessica Karaguesian, Jaclyn R. Lunger, Aik Rui Tan +3
2023-01-24
Materials Science · Physics
A critical assessment of bonding descriptors for predicting materials properties
Aakash Ashok Naik, Nidal Dhamrait, Katharina Ueltzen, Christina Ertural +3
2026-04-17
Data Analysis, Statistics and Probability · Physics
Big Data of Materials Science - Critical Role of the Descriptor
Luca M. Ghiringhelli, Jan Vybiral, Sergey V. Levchenko, Claudia Draxl +1
2015-03-13
Materials Science · Physics
Atomistic graph networks for experimental materials property prediction
Tian Xie, Victor Bapst, Alexander L. Gaunt, Annette Obika +4
2021-03-26
Materials Science · Physics
Learning physical descriptors for materials science by compressed sensing
Luca M. Ghiringhelli, Jan Vybiral, Emre Ahmetcik, Runhai Ouyang +3
2017-03-08
Materials Science · Physics
Discovering the Building Blocks of Atomic Systems using Machine Learning
Conrad W. Rosenbrock, Eric R. Homer, Gábor Csányi, Gus L. W. Hart
2020-05-06
Materials Science · Physics
Descriptor and Graph-based Molecular Representations in Prediction of Copolymer Properties Using Machine Learning
Elaheh Kazemi-Khasragh, Rocío Mercado, Carlos Gonzalez, Maciej Haranczyk
2025-09-16
Computer Vision and Pattern Recognition · Computer Science
DetermiNet: A Large-Scale Diagnostic Dataset for Complex Visually-Grounded Referencing using Determiners
Clarence Lee, M Ganesh Kumar, Cheston Tan
2023-09-08
Chemical Physics · Physics
Mapping and Classifying Molecules from a High-Throughput Structural Database
Sandip De, Felix Musil, Teresa Ingram, Carsten Baldauf +1
2016-11-22
Chemical Physics · Physics
Learning to Make Chemical Predictions: the Interplay of Feature Representation, Data, and Machine Learning Algorithms
Mojtaba Haghighatlari, Jie Li, Farnaz Heidar-Zadeh, Yuchen Liu +2
2020-03-03
Materials Science · Physics
Machine Learning in Materials Modeling -- Fundamentals and the Opportunities in 2D Materials
Shreeja Das, Hansraj Pegu, Kisor Sahu, Ameeya Kumar Nayak +3
2020-01-15
Information Retrieval · Computer Science
An Overview of Recommender Systems and Machine Learning in Feature Modeling and Configuration
Alexander Felfernig, Viet-Man Le, Andrei Popescu, Mathias Uta +2
2021-02-15
Chemical Physics · Physics
Compressing physical properties of atomic species for improving predictive chemistry
John E. Herr, Kevin Koh, Kun Yao, John Parkhill
2020-01-06
Human-Computer Interaction · Computer Science
Designing Feature Vector Representations: A case study from Chemistry
Signe Sidwall Thygesen, Daniel Witschard, Andreas Kerren, Talha Bin Masood +1
2022-12-16