Materials Informatics : Methods, Tools, and Applications, Hardback Book

Materials Informatics : Methods, Tools, and Applications Hardback

Edited by Olexandr Isayev, Alexander Tropsha, Stefano Curtarolo

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Provides everything readers need to know for applying the power of informatics to materials science There is a tremendous interest in materials informatics and application of data mining to materials science.

This book is a one-stop guide to the latest advances in these emerging fields.

Bridging the gap between materials science and informatics, it introduces readers to up-to-date data mining and machine learning methods.

It also provides an overview of state-of-the-art software and tools.

Case studies illustrate the power of materials informatics in guiding the experimental discovery of new materials. Materials Informatics: Methods, Tools and Applications is presented in two parts?Methodological Aspects of Materials Informatics and Practical Aspects and Applications.

The first part focuses on developments in software, databases, and high-throughput computational activities.

Chapter topics include open quantum materials databases; the ICSD database; open crystallography databases; and more.

The second addresses the latest developments in data mining and machine learning for materials science.

Its chapters cover genetic algorithms and crystal structure prediction; MQSPR modeling in materials informatics; prediction of materials properties; amongst others. -Bridges the gap between materials science and informatics -Covers all the known methodologies and applications of materials informatics -Presents case studies that illustrate the power of materials informatics in guiding the experimental quest for new materials -Examines the state-of-the-art software and tools being used today Materials Informatics: Methods, Tools and Applications is a must-have resource for materials scientists, chemists, and engineers interested in the methods of materials informatics.

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