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Algebraic Approach to Data Processing: Techniques and Applications (Studies in Big Data, nr. 115)

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en Limba Engleză Hardback – 16 Oct 2022
The book explores a new general approach to selecting—and designing—data processing techniques. Symmetry and invariance ideas behind this algebraic approach have been successful in physics, where many new theories are formulated in symmetry terms.
The book explains this approach and expands it to new application areas ranging from engineering, medicine, education to social sciences. In many cases, this approach leads to optimal techniques and optimal solutions.
That the same data processing techniques help us better analyze wooden structures, lung dysfunctions, and deep learning algorithms is a good indication that these techniques can be used in many other applications as well.
The book is recommended to researchers and practitioners who need to select a data processing technique—or who want to design a new technique when the existing techniques do not work. It is also recommended to students who want to learn the state-of-the-art data processing.
 
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Specificații

ISBN-13: 9783031167799
ISBN-10: 3031167791
Ilustrații: XIII, 250 p. 8 illus., 4 illus. in color.
Dimensiuni: 155 x 235 mm
Greutate: 0.57 kg
Ediția: 1st ed. 2022
Editura: Springer International Publishing
Colecția Springer
Seria Studies in Big Data

Locul publicării: Cham, Switzerland

Cuprins

Introduction.- What Are the Most Natural and the Most Frequent Transformations.- Which Functions and Which Families of Functions Are Invariant.- What Is the General Relation Between Invariance And Optimality.- General Application: Dynamical Systems.- First Application to Physics: Why Liquids?.- Second Application to Physics: Warping of Our Galaxy.

Textul de pe ultima copertă

The book explores a new general approach to selecting—and designing—data processing techniques. Symmetry and invariance ideas behind this algebraic approach have been successful in physics, where many new theories are formulated in symmetry terms.
The book explains this approach and expands it to new application areas ranging from engineering, medicine, education to social sciences. In many cases, this approach leads to optimal techniques and optimal solutions.
That the same data processing techniques help us better analyze wooden structures, lung dysfunctions, and deep learning algorithms is a good indication that these techniques can be used in many other applications as well.
The book is recommended to researchers and practitioners who need to select a data processing technique—or who want to design a new technique when the existing techniques do not work. It is also recommended to students who want to learn the state-of-the-art data processing.
 

Caracteristici

Demonstrates the importance of the algebraic approach for data processing
Provides theoretical justifications for heuristic techniques new more efficient data processing methods
Shows that the algebraic approach is also helpful in analyzing and developing computational methods