Téléchargez le livre : The Probabilistic Vision of the Physical World

The Probabilistic Vision of the Physical World

A Point of View of Earth Sciences de

,

Éditeur :

Birkhäuser


Paru le : 2025-05-15

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Description

This book investigates the relationship between empirical reality and theoretical modelling in Earth sciences, focusing on how empirical experiments and theoretical models interact. It explores the connection between statistics and probability theory, emphasizing the importance of these tools in understanding the physical world. The first chapter addresses the frequency-probability antinomy, while the second chapter discusses the sources of randomness in modelling. Chapters 3 and 4 delve into statistical inference, covering estimation theory and testing theory. Chapter 5 examines the relationship between discrete-finite models and continuous-infinite dimensional models, particularly random fields, making the concepts accessible to geodesists and geophysicists. Chapter 6 explores modern machine learning and deep learning, highlighting their roots in traditional statistical methods and neural networks. The book concludes with a caution against relying solely on empirical evidence and "black box" algorithms, advocating for the integration of physical laws with empirical models to advance understanding of the physical world.
The book is primarily intended for graduate students and researchers in the field of earth sciences with a basic background in probability theory and statistics.
Pages
139 pages
Collection
n.c
Parution
2025-05-15
Marque
Birkhäuser
EAN papier
9783031882678
EAN PDF
9783031882685
Informations sur l'ebook
Nombre pages copiables
1
Nombre pages imprimables
13
Taille du fichier
4055 Ko
Prix
139,09 €
EAN EPUB
9783031882685
Informations sur l'ebook
Nombre pages copiables
1
Nombre pages imprimables
13
Taille du fichier
8131 Ko
Prix
139,09 €

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