From statistical physics to data-driven modelling : with applications to quantitative biology
- Oxford : Oxford University Press, 2022
- viii, 183 p. ; ill., 26 cm.
- Oxford .
Includes bibliographical references and index.
Aimed at graduate students, this textbook examines the importance of data analysis to understanding biological, physical, and chemical systems, and outlines its practical applications at the intersection of probability theory, statistics, optimisation, statistical physics, inference, and machine learning.
9780198864745 hbk.
Biology Data processing Physics Quantitative research Science Statistical physics Time series Markov models Bayesian Analysis; Biotechnology Priors regularisation sparsity