Details

Autor(en) / Beteiligte

• Pressé, Steve
• Sgouralis, Ioannis

Titel

Data modeling for the sciences : applications, basics, computations

Ort / Verlag

Cambridge ; New York, NY ; Port Melbourne ; New Delhi ; Singapore : Cambridge University Press

Erscheinungsjahr

2023

Beschreibungen/Notizen

• 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"--