Probabilistic Data-Driven Modeling

Language: English

Published by Cambridge University Press, GB, 2025

100922185X / 9781009221856

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This book introduces relevant and established data-driven modeling tools currently in use or in development, which will help readers master the art and science of constructing models from data and dive into different application areas. It presents statistical tools useful to individuate regularities, discover patterns and laws in complex datasets, and demonstrates how to apply them to devise models that help to understand these systems and predict their behaviors. By focusing on the estimation of multivariate probabilities, the book shows that the entire domain, from linear regressions to deep learning neural networks, can be formulated in probabilistic terms. This book provides the right balance between accessibility and mathematical rigor for applied data science or operations research students, graduate students in CSE, and machine learning and uncertainty quantification researchers who use statistics in their field. Background in probability theory and undergraduate mathematics is assumed.

Seller Inventory # LU-9781009221856

Title
Probabilistic Data-Driven Modeling
Author
Tomaso Aste
Publisher
Cambridge University Press, GB
Publication year
2025
Condition
New
Binding
Hardback
Language
English
ISBN 10
100922185X
ISBN 13
9781009221856
Item weight
1,000 grams

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