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Cambridge University Press Data Modeling for the Sciences: Applications, Basics, Computations

Name: Data Modeling for the Sciences: Applications, Basics, Computations
Brand: Cambridge University Press
Price: 54.96 GBP
Availability: InStock

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Description

With the increasing prevalence of big data and sparse data, and rapidly growing data-centric approaches to scientific research, students must develop effective data analysis skills at an early stage of their academic careers. This detailed guide to data modeling in the sciences is ideal for students and researchers keen to develop their understanding of probabilistic data modeling beyond the basics of p-values and fitting residuals. The textbook begins with basic probabilistic concepts, models of dynamical systems and likelihoods are then presented to build the foundation for Bayesian inference, Monte Carlo samplers and filtering. Modeling paradigms are then seamlessly developed, including mixture models, regression models, hidden Markov models, state-space models and Kalman filtering, continuous time processes and uniformization. The text is self-contained and includes practical examples and numerous exercises. This would be an excellent resource for courses on data analysis within the natural sciences, or as a reference text for self-study.

Product Specifications

Brand: Cambridge University Press
Format: hardcover
ASIN: 1009098500
Category: Books > Subjects > Computing & Internet > Databases > Applications
Domain: Amazon UK
Release Date: 31 August 2023
Listed Since: 24 January 2023

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Cambridge University Press Data Modeling for the Sciences: Applications, Basics, Computations

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