| LDR | | 02853cam a22005057i 4500 |
| 001 | | 000000480591 |
| 005 | | 20230210094740 |
| 006 | | m d |
| 007 | | cr cnu---unuuu |
| 008 | | 221001s2022 enk ob 001 0 eng d |
| 020 | |
▼a 9780192633729
▼q electronic book |
| 020 | |
▼a 0192633724
▼q electronic book |
| 020 | |
▼a 9780191896781
▼q electronic book |
| 020 | |
▼a 0191896780
▼q electronic book |
| 035 | |
▼a 3391576
▼b (N$T) |
| 035 | |
▼a (OCoLC)1346367311 |
| 040 | |
▼a EBLCP
▼b eng
▼e rda
▼c EBLCP
▼d N$T
▼d OCLCF
▼d UKAHL
▼d UKOUP
▼d YDX
▼d 247004 |
| 050 | 4 |
▼a QC174.8
▼b .C63 2022 |
| 082 | 04 |
▼a 530.13
▼2 23/eng/20221206 |
| 100 | 1 |
▼a Cocco, Simona,
▼e author. |
| 245 | 10 |
▼a From Statistical Physics to Data-Driven Modelling :
▼b With Applications to Quantitative Biology/
▼c Simona Cocco, Re?mi Monasson, Francesco Zamponi. |
| 264 | 1 |
▼a Oxford ;
▼a New York, NY :
▼b Oxford University Press,
▼c [2022] |
| 300 | |
▼a 1 online resource. |
| 336 | |
▼a text
▼b txt
▼2 rdacontent |
| 337 | |
▼a computer
▼b c
▼2 rdamedia |
| 338 | |
▼a online resource
▼b cr
▼2 rdacarrier |
| 504 | |
▼a Includes bibliographical references and index. |
| 505 | 0 |
▼a 1 Introduction to Bayesian inference -- 2 Asymptotic inference and information -- 3 High-dimensional inference: searching for principal components -- 4 Priors, regularisation, sparsity -- 5 Graphical models: from network reconstruction to Boltzmann machines -- 6 Unsupervised learning: from representations to generative models -- 7 Supervised learning: classification with neural networks -- 8 Time series: from Markov models to hidden Markov models |
| 520 | |
▼a 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. |
| 588 | |
▼a Description based on online resource; title from digital title page (viewed on December 06, 2022). |
| 590 | |
▼a WorldCat record variable field(s) change: 050, 082 |
| 650 | 0 |
▼a Statistical physics. |
| 650 | 0 |
▼a Biology
▼x Data processing. |
| 650 | 0 |
▼a Quantitative research. |
| 650 | 7 |
▼a Biology
▼x Data processing.
▼2 fast
▼0 (OCoLC)fst00832406 |
| 650 | 7 |
▼a Quantitative research.
▼2 fast
▼0 (OCoLC)fst01742283 |
| 650 | 7 |
▼a Statistical physics.
▼2 fast
▼0 (OCoLC)fst01132076 |
| 700 | 1 |
▼a Monasson, Re?mi,
▼e author, |
| 700 | 1 |
▼a Zamponi, Francesco,
▼d 1979-
▼e author, |
| 776 | 08 |
▼i Print version:
▼a Cocco, Simona
▼t From Statistical Physics to Data-Driven Modelling
▼d Oxford : Oxford University Press, Incorporated,c2022
▼z 9780198864745 |
| 856 | 40 |
▼3 EBSCOhost
▼u https://search.ebscohost.com/login.aspx?direct=true&scope=site&db=nlebk&db=nlabk&AN=3391576 |
| 938 | |
▼a EBSCOhost
▼b EBSC
▼n 3391576 |
| 990 | |
▼a ***1818828 |
| 991 | |
▼a E-BOOK |
| 994 | |
▼a 92
▼b N$T |