000 | a | ||
---|---|---|---|
999 |
_c33167 _d33167 |
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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 |