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Book Title: Data Creation and Its Analysis for Materials Informatics: Application Cases ■ Key Points of This Book - Policies of various countries and the development of databases - A system for organizing, managing, and extracting scattered data as a database - Skills required for data scientists and data engineers, and initiatives for their development - Acquisition of large amounts of data through automation of experiments and improvement of data reliability - Data collection techniques utilizing IoT technology - Key points for designing descriptions that appropriately represent features - Construction of predictive models and exploration of feature candidates - Types of algorithms, their characteristics, and selection - Predictions from limited data using sparse modeling - Inverse problem analysis using neural networks - Materials development using explainable machine learning - Development of algorithms for multi-objective optimization - Analysis of spectral data using machine learning - Design of polymer materials achieving multiple physical properties simultaneously - Construction of predictive models to overcome data scarcity and missing data - Feature extraction through microstructure image analysis of metallic materials - Exploration of optimal film formation process conditions
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■Table of Contents Chapter 1: Research Trends and Future Challenges in Materials Informatics Chapter 2: Internal Development and Human Resource Training in Materials Informatics Chapter 3: Building Platforms for Data-Driven Materials Development and Case Studies Chapter 4: Approaches to Data Analysis for Materials Informatics and Examples Chapter 5: Application Examples in Polymer Materials Development Chapter 6: Application Examples in Inorganic Materials Development Chapter 7: Application Examples in Battery Materials Development Chapter 8: Application Examples in Catalyst Development Chapter 9: Application Examples in Total Pathways, Reaction Conditions, and Process Design Chapter 10: Application Examples in Drug Development and Manufacturing - ● Publication Date: July 30, 2021 ● Format: A4, 500 pages ● Authors: 58 ● ISBN: 978-4-86104-854-8 - * For more details, please view the brochure by downloading the catalog.
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The Technical Information Association works to shape information for engineers and researchers. We research what kind of information engineers and researchers active in fields such as "research and development," "materials," "electronics," and "pharmaceuticals/medical devices" need, and create products such as seminars, books, and distance learning courses!