000 a
999 _c33167
_d33167
008 240404b xxu||||| |||| 00| 0 eng d
020 _a9780198864745
_chbk.
082 _a530.13
_bCOC
100 _aCocco, Simona
245 _aFrom statistical physics to data-driven modelling : with applications to quantitative biology
260 _bOxford University Press,
_c2022
_aOxford :
300 _aviii, 183 p. ;
_bill.,
_c26 cm.
365 _b49.99
_c£
_d109.40
490 _aOxford
504 _aIncludes bibliographical references and index.
520 _aAimed 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.
650 _aBiology Data processing
650 _aPhysics
650 _aQuantitative research
650 _aScience
650 _aStatistical physics
650 _aTime series
650 _aMarkov models
650 _aBayesian Analysis;
650 _aBiotechnology
650 _aPriors regularisation sparsity
700 _aMonasson, Rémi
710 _aZamponi, Francesco
942 _2ddc
_cBK