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Data Modeling For The Sciences Applications Basics Computations 1st Edition Steve Press

  • SKU: BELL-51739040
Data Modeling For The Sciences Applications Basics Computations 1st Edition Steve Press
$ 31.00 $ 45.00 (-31%)

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Data Modeling For The Sciences Applications Basics Computations 1st Edition Steve Press instant download after payment.

Publisher: Cambridge University Press
File Extension: PDF
File size: 5.92 MB
Pages: 346
Author: Steve Pressé, Ioannis Sgouralis
ISBN: 9781009098502, 1009098500
Language: English
Year: 2023
Edition: 1

Product desciption

Data Modeling For The Sciences Applications Basics Computations 1st Edition Steve Press by Steve Pressé, Ioannis Sgouralis 9781009098502, 1009098500 instant download after payment.

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.

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