Data-driven approach for the prediction and interpretation of core-electron loss spectroscopy

Basics and applications of ELNES calculations

(2017) Hidekazu Ikeno et al.   Microscopy

Supervised Machine-Learning-Based Determination of Three-Dimensional Structure of Metallic Nanoparticles

(2017) Janis Timoshenko et al.   Journal of Physical Chemistry Letters

Transfer Learning to Accelerate Interface Structure Searches

(2017) Hiromi Oda et al.   JOURNAL OF THE PHYSICAL SOCIETY OF JAPAN

Machine learning reveals orbital interaction in materials

(2017) Tien Lam Pham et al.   SCIENCE AND TECHNOLOGY OF ADVANCED MATERIALS

Excitonic, vibrational, and van der Waals interactions in electron energy loss spectroscopy

(2017) T. Mizoguchi et al.   ULTRAMICROSCOPY

Estimation of the molecular vibration of gases using electron microscopy

(2017) Hirotaka Katsukura et al.   Scientific Reports

Basics and applications of ELNES calculations

(2017) Hidekazu Ikeno et al.   Microscopy

Acceleration of stable interface structure searching using a kriging approach

(2016) Shin Kiyohara et al.   JAPANESE JOURNAL OF APPLIED PHYSICS

Ab Initio Quality NMR Parameters in Solid-State Materials Using a High-Dimensional Neural-Network Representation

(2016) Jérôme Cuny et al.   Journal of Chemical Theory and Computation

Sparse modeling of EELS and EDX spectral imaging data by nonnegative matrix factorization

(2016) Motoki Shiga et al.   ULTRAMICROSCOPY

Adaptive Strategies for Materials Design using Uncertainties

(2016) Prasanna V. Balachandran et al.   Scientific Reports

Prediction of Low-Thermal-Conductivity Compounds with First-Principles Anharmonic Lattice-Dynamics Calculations and Bayesian Optimization

(2015) Atsuto Seko et al.   PHYSICAL REVIEW LETTERS

Materials Prediction via Classification Learning

(2015) Prasanna V. Balachandran et al.   Scientific Reports

Elastic strain engineering of ferroic oxides

(2014) Darrell G. Schlom et al.   MRS BULLETIN

Accelerating materials property predictions using machine learning

(2013) Ghanshyam Pilania et al.   Scientific Reports

Controlling Interface Intermixing and Properties of SrTiO3-Based Superlattices

(2011) Teruyasu Mizoguchi et al.   ADVANCED FUNCTIONAL MATERIALS

Classification and regression trees

(2011) Wei-Yin Loh   Wiley Interdisciplinary Reviews-Data Mining and Knowledge Discovery

Theoretical ELNES using one-particle and multi-particle calculations

(2010) Teruyasu Mizoguchi et al.   MICRON

Microscopic origins for stabilizing room-temperature ferromagnetism in ultrathin manganite layers

(2010) L. F. Kourkoutis et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

First-principles calculation of spectral features, chemical shift and absolute threshold of ELNES and XANES using a plane wave pseudopotential method

(2009) Teruyasu Mizoguchi et al.   JOURNAL OF PHYSICS-CONDENSED MATTER

4D Imaging of Transient Structures and Morphologies in Ultrafast Electron Microscopy

(2008) B. Barwick et al.   SCIENCE

Atomic-Scale Chemical Imaging of Composition and Bonding by Aberration-Corrected Microscopy

(2008) D. A. Muller et al.   SCIENCE

Femtosecond XANES Study of the Light-Induced Spin Crossover Dynamics in an Iron(II) Complex

(2008) Ch. Bressler et al.   SCIENCE