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Fundamentals of data analytics : with a view to machine learning

Tác giả: Rudolf Mathar, Gholamreza Alirezaei, Emilio Balda, Arash Behboodi

This book introduces the basic methodologies for successful data analytics. Matrix optimization and approximation are explained in detail and extensively applied to dimensionality reduction by principal component analysis and multidimensional scaling. Diffusion maps and spectral clustering are ...

X-ray absorption spectroscopy for the chemical and materials sciences

Tác giả: John Evans

X-ray Absorption Spectroscopy is being applied to a widening set of disciplines. Applications started with solid state physics and grew to materials science, chemistry, biochemistry and geology. Now, they cut across engineering materials, environmental science and national heritage — providing very ...

Principles of classical thermodynamics : applied to materials science

Tác giả: Didier De Fontaine

The aim of this book is to present Classical Thermodynamics in a unified way, from the most fundamental principles to non-uniform systems, thereby requiring the introduction of coarse graining methods, leading for instance to phase field methods. Solutions thermodynamics and ...

Introduction to surface chemistry and catalysis : 2nd ed.

Tác giả: Gabor A. Somorjai, Yimin Li

The book opens with a brief history of the evolution of surface chemistry and reviews the nature of various surfaces and interfaces encountered in everyday life. New research in two crucial areas-nanomaterials and polymer and biopolymer interfaces-is emphasized, while important applications in ...

Equations of state for solids at high pressures and temperatures

Tác giả: V N Zharkov; V A Kalinin

Apart from the descriptions of ex perimental methods, the book deals only with those problems which we encountered in our own work. Allproblems in high-pressure physics have, at present, only approximate solutions, which are very rough. Therefore, it is not surprising that different investigators ...