Active Learning Accelerates Design and Optimization of Hole-Transporting Materials for Organic Electronics

Machine learning for materials design and discovery

(2021) Rama Vasudevan et al.   JOURNAL OF APPLIED PHYSICS

High-Throughput Virtual Screening of Host Materials and Rational Device Engineering for Highly Efficient Solution-Processed Organic Light-Emitting Diodes

(2021) Deepak Kumar Dubey et al.   ACS Applied Materials & Interfaces

Fibertronic Organic Light-Emitting Diodes toward Fully Addressable, Environmentally Robust, Wearable Displays

(2020) Young Jin Song et al.   ACS Nano

Active machine learning helps drug hunters tackle biology

(2020) Michael Eisenstein   NATURE BIOTECHNOLOGY

Radiative and Nonradiative Recombinations in Organic Radical Emitters: The Effect of Guest–Host Interactions

(2020) Hadi Abroshan et al.   ADVANCED FUNCTIONAL MATERIALS

Thermally Activated Delayed Fluorescence Sensitization for Highly Efficient Blue Fluorescent Emitters

(2020) Hadi Abroshan et al.   ADVANCED FUNCTIONAL MATERIALS

Micro Light‐Emitting Diodes for Display and Flexible Biomedical Applications

(2019) Han Eol Lee et al.   ADVANCED FUNCTIONAL MATERIALS

Small Molecular Hole-Transporting Materials (HTMs) in Organic Light-Emitting Diodes (OLEDs): Structural Diversity and Classification

(2018) Samik Jhulki et al.   Journal of Materials Chemistry C

Up-Conversion Intersystem Crossing Rates in Organic Emitters for Thermally Activated Delayed Fluorescence: Impact of the Nature of Singlet vs Triplet Excited States

(2017) Pralok K. Samanta et al.   JOURNAL OF THE AMERICAN CHEMICAL SOCIETY

Comparison of Deep Learning With Multiple Machine Learning Methods and Metrics Using Diverse Drug Discovery Data Sets

(2017) Alexandru Korotcov et al.   MOLECULAR PHARMACEUTICS

Liquid crystal display and organic light-emitting diode display: present status and future perspectives

(2017) Hai-Wei Chen et al.   Light-Science & Applications

Novel Hole-Transporting Materials with High Triplet Energy for Highly Efficient and Stable Organic Light-Emitting Diodes

(2016) Hirohiko Fukagawa et al.   Journal of Physical Chemistry C

Design of efficient molecular organic light-emitting diodes by a high-throughput virtual screening and experimental approach

(2016) Rafael Gómez-Bombarelli et al.   NATURE MATERIALS

A Bayesian active learning strategy for sequential experimental design in systems biology

(2014) Edouard Pauwels et al.   BMC Systems Biology

Jaguar: A high-performance quantum chemistry software program with strengths in life and materials sciences

(2013) Art D. Bochevarov et al.   INTERNATIONAL JOURNAL OF QUANTUM CHEMISTRY

Finding Nature’s Missing Ternary Oxide Compounds Using Machine Learning and Density Functional Theory

(2010) Geoffroy Hautier et al.   CHEMISTRY OF MATERIALS

Dioxapyrene-Based Organic Semiconductors for Organic Field Effect Transistors

(2009) Deepak Shukla et al.   Journal of Physical Chemistry C

High-efficiency, low-voltage phosphorescent organic light-emitting diode devices with mixed host

(2008) Marina E. Kondakova et al.   JOURNAL OF APPLIED PHYSICS