Accelerated search for materials with targeted properties by adaptive design

Probabilistic machine learning and artificial intelligence

(2015) Zoubin Ghahramani   NATURE

Big Data of Materials Science: Critical Role of the Descriptor

(2015) Luca M. Ghiringhelli et al.   PHYSICAL REVIEW LETTERS

Ultralow-fatigue shape memory alloy films

(2015) C. Chluba et al.   SCIENCE

Classification ofABO3perovskite solids: a machine learning study

(2015) G. Pilania et al.   Acta Crystallographica Section B-Structural Science Crystal Engineering and Materials

R-phase transformation in NiTi alloys

(2014) X. B. Wang et al.   MATERIALS SCIENCE AND TECHNOLOGY

The high-throughput highway to computational materials design

(2013) Stefano Curtarolo et al.   NATURE MATERIALS

The Illusion of Distribution-Free Small-Sample Classification in Genomics

(2011) Edward R. Dougherty et al.   CURRENT GENOMICS

Identifying the 'inorganic gene' for high-temperature piezoelectric perovskites through statistical learning

(2011) P. V. Balachandran et al.   PROCEEDINGS OF THE ROYAL SOCIETY A-MATHEMATICAL PHYSICAL AND ENGINEERING SCIENCES

Strain glass in Fe-doped Ti–Ni

(2010) Dong Wang et al.   ACTA MATERIALIA

A New Prototype Two-Phase (TiNi)-(β-W) SMA System with Tailorable Thermal Hysteresis

(2010) Pio John S. Buenconsejo et al.   ADVANCED FUNCTIONAL MATERIALS

Identification of Quaternary Shape Memory Alloys with Near-Zero Thermal Hysteresis and Unprecedented Functional Stability

(2010) Robert Zarnetta et al.   ADVANCED FUNCTIONAL MATERIALS

Energy barriers and hysteresis in martensitic phase transformations

(2009) Zhiyong Zhang et al.   ACTA MATERIALIA

QUANTUM ESPRESSO: a modular and open-source software project for quantum simulations of materials

(2009) Paolo Giannozzi et al.   JOURNAL OF PHYSICS-CONDENSED MATTER

Dependence of Transformation Temperatures of NiTi-based Shape-Memory Alloys on the Number and Concentration of Valence Electrons

(2008) Mehrdad Zarinejad et al.   ADVANCED FUNCTIONAL MATERIALS