MARC details
| 000 -LEADER |
|---|
| fixed length control field |
02553nam a22003257a 4500 |
| 001 - CONTROL NUMBER |
|---|
| control field |
22532133 |
| 003 - CONTROL NUMBER IDENTIFIER |
|---|
| control field |
IIITD |
| 005 - DATE AND TIME OF LATEST TRANSACTION |
|---|
| control field |
20230430020002.0 |
| 008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION |
|---|
| fixed length control field |
220502s2022 nyu 000 0 eng |
| 010 ## - LIBRARY OF CONGRESS CONTROL NUMBER |
|---|
| LC control number |
2022937922 |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER |
|---|
| International Standard Book Number |
9780198864745 |
| 040 ## - CATALOGING SOURCE |
|---|
| Original cataloging agency |
DLC |
| Language of cataloging |
eng |
| Description conventions |
rda |
| Transcribing agency |
DLC |
| 042 ## - AUTHENTICATION CODE |
|---|
| Authentication code |
pcc |
| 082 ## - DEWEY DECIMAL CLASSIFICATION NUMBER |
|---|
| Classification number |
572.8 |
| Item number |
COC-F |
| 100 1# - MAIN ENTRY--PERSONAL NAME |
|---|
| Personal name |
Cocco, Simona |
| 245 10 - TITLE STATEMENT |
|---|
| Title |
From statistical physics to data-driven modelling : |
| Remainder of title |
with applications to quantitative biology |
| Statement of responsibility, etc |
by Simona Cocco, Remi Monasson and Francesco Zamponi |
| 260 ## - PUBLICATION, DISTRIBUTION, ETC. (IMPRINT) |
|---|
| Place of publication, distribution, etc |
New York : |
| Name of publisher, distributor, etc |
Oxford University Press, |
| Date of publication, distribution, etc |
©2022 |
| 263 ## - PROJECTED PUBLICATION DATE |
|---|
| Projected publication date |
2209 |
| 300 ## - PHYSICAL DESCRIPTION |
|---|
| Extent |
viii, 183 p. : |
| Other physical details |
ill. ; |
| Dimensions |
25 cm. |
| 500 ## - GENERAL NOTE |
|---|
| General note |
This book includes bibliographical references and index |
| 520 ## - SUMMARY, ETC. |
|---|
| Summary, etc |
"Today's science is characterised by an ever-increasing amount of data, due to instru- mental and experimental progress in monitoring and manipulating complex systems made of many microscopic constituents. How can we make sense of such data, and use them to enhance our understanding of biological, physical, chemical, ... systems? The primary objective of this textbook is to introduce the concepts and methods, at the crossroad between probability theory, statistics, optimisation, statistical physics, inference and machine learning, necessary to answer this question. The second objective of this book is to provide practical applications for these methods, which will allow students to really assimilate the underlying ideas and techniques. Most of the applications we propose here are related to biology, as they were part of a course to Master of Science students specialised in biophysics. The book's companion web site contains all the data sets necessary for the tutorials presented in the book, as well as other applications. The material presented here is accessible to MSc students in physics, in applied maths and computational biology. Readers will need basic knowledge in programming (Python or some equivalent language) for the applications. Emphasis is not put on mathematical rigour, but on the development of intuition and the deep connections with statistical physics. Our major goal is that students will be able to understand the mathematics behind the methods, and not act as mere consumers of statistical packages!"-- |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name as entry element |
Statistical Physics |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name as entry element |
Biology |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name as entry element |
Bayesian inference |
| 700 1# - ADDED ENTRY--PERSONAL NAME |
|---|
| Personal name |
Monasson, Remi |
| 700 1# - ADDED ENTRY--PERSONAL NAME |
|---|
| Personal name |
Zamponi, Francesco |
| 906 ## - LOCAL DATA ELEMENT F, LDF (RLIN) |
|---|
| a |
0 |
| b |
ibc |
| c |
orignew |
| d |
2 |
| e |
epcn |
| f |
20 |
| g |
y-gencatlg |
| 942 ## - ADDED ENTRY ELEMENTS (KOHA) |
|---|
| Source of classification or shelving scheme |
Dewey Decimal Classification |
| Koha item type |
Books |
| Koha issues (borrowed), all copies |
2 |
