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portada Probabilistic Data-Driven Modeling
Type
Physical Book
Publisher
Author
Language
English
Pages
452
Format
Hardcover
ISBN13
9781009221856

Probabilistic Data-Driven Modeling

Tomaso Aste (Author) · Cambridge University Press · Hardcover

Probabilistic Data-Driven Modeling - Tomaso Aste

New Book Imported to Netherlands
Delivery: 30 Sep - 02 Oct Shipping: 6 to 7 business days.
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Synopsis "Probabilistic Data-Driven Modeling"

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.

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