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Data modeling for the sciences : applications, basics, computations / Steve Pressé, Ioannis Sgouralis.

By: Contributor(s): Material type: TextTextPublisher: Cambridge ; New York, NY : Cambridge University Press, ©2023Description: xii, 415 pages 25 cmContent type:
  • text
Media type:
  • unmediated
Carrier type:
  • volume
ISBN:
  • 9781009098502 (hardback)
Subject(s): Additional physical formats: Online version:: Data modeling for the sciencesDDC classification:
  • 001.422
Contents:
Probabilistic modeling and inference -- Dynamical systems and Markov processes -- Likelihoods and latent variables -- Bayesian inference -- Computational inference -- Regression models -- Mixture models -- Hidden Markov models -- State-space models -- Continuous time models.
Summary: "This accessible guide to data modeling introduces basic probabilistic concepts, gradually building toward state-of-the art data modeling and analysis techniques. Aimed at students and researchers in the sciences, the text is self-contained and pedagogical, including practical examples and end of chapter problems"-- Provided by publisher.
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Holdings
Item type Current library Collection Call number Status Notes Date due Barcode Item holds
Books Books Junaid Zaidi Library, COMSATS University Islamabad Ground Floor Books 001.422 PRE-D 63272 (Browse shelf(Opens below)) Available Hardback 10001000063272
Total holds: 0

Includes bibliographical references and index.

Probabilistic modeling and inference -- Dynamical systems and Markov processes -- Likelihoods and latent variables -- Bayesian inference -- Computational inference -- Regression models -- Mixture models -- Hidden Markov models -- State-space models -- Continuous time models.

"This accessible guide to data modeling introduces basic probabilistic concepts, gradually building toward state-of-the art data modeling and analysis techniques. Aimed at students and researchers in the sciences, the text is self-contained and pedagogical, including practical examples and end of chapter problems"-- Provided by publisher.

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