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Statistical Methods for Materials Science: The Data Science of Microstructure Characterization - Softcover

 
9780367780289: Statistical Methods for Materials Science: The Data Science of Microstructure Characterization

Inhaltsangabe

Data analytics has become an integral part of materials science. This book provides the practical tools and fundamentals needed for researchers in materials science to understand how to analyze large datasets using statistical methods, especially inverse methods applied to microstructure characterization. It contains valuable guidance on essential topics such as denoising and data modeling. Additionally, the analysis and applications section addresses compressed sensing methods, stochastic models, extreme estimation, and approaches to pattern detection.

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Über die Autorin bzw. den Autor

Jeffrey P. Simmons, Lawrence F. Drummy, Charles A. Bouman, Marc De Graef

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This book provides the practical tools and fundamentals needed for researchers in materials science to understand how to analyze large datasets using statistical methods, especially inverse methods applied to microstructure characterization. It contains valuable guidance on essential topics such as denoising and data modeling.

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