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Springer - An Introduction to Sequential Monte Carlo Book

Name: Springer - An Introduction to Sequential Monte Carlo Book
Brand: Springer
Price: 19.5 GBP
Availability: InStock

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Description

Explore the essential principles of Sequential Monte Carlo (SMC) methods with this comprehensive guide from Springer. Often referred to as particle filters, these methods are fundamental to the sequential analysis of data across a wide range of scientific and technical disciplines. This text serves as a foundational resource for anyone looking to understand how to process data sequences effectively. The book covers everything from the core mathematical theory to practical computational implementation. By presenting SMC algorithms within a general framework, the material makes complex concepts more accessible. Whether you are working in signal processing, machine learning, or robotics, this guide provides the methodological depth needed to apply these techniques to real-world problems. Designed for students and professionals alike, the content spans diverse applications including epidemiology, population ecology, quantitative finance, and more. This volume is a vital addition to your technical library, offering a clear path from theoretical understanding to functional application in various scientific fields.

Key Features

Comprehensive coverage of Sequential Monte Carlo methods, also known as particle filters, for advanced data analysis.

Provides a bridge between underlying mathematical theory and practical computational implementation for researchers.

Explains SMC algorithms through a general framework to help simplify complex methodological concepts.

Applicable to diverse scientific fields including signal processing, machine learning, and robotics.

Supports various professional disciplines such as quantitative finance, epidemiology, and population ecology.

Product Specifications

Brand: Springer
Format: paperback
ASIN: 3030478475
Category: Books > Subjects > Computing & Internet > Databases
Domain: Amazon UK
Release Date: 03 October 2021
Listed Since: 05 September 2021

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It has never been this cheap. We have no record of a lower price.

Springer - An Introduction to Sequential Monte Carlo Book

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Description

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