From Statistical Physics to Data-Driven Modelling (Record no. 1433060)
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| 000 -LEADER | |
|---|---|
| fixed length control field | 02028nam a22002657a 4500 |
| 005 - DATE AND TIME OF LATEST TRANSACTION | |
| control field | 20250627120748.0 |
| 008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION | |
| fixed length control field | 250627b |||||||| |||| 00| 0 eng d |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
| International Standard Book Number | 9780198864745 |
| 040 ## - CATALOGING SOURCE | |
| Original cataloging agency | CSL |
| Transcribing agency | CSL |
| 041 ## - LANGUAGE CODE | |
| Source of code | eng |
| Language code of text/sound track or separate title | eng |
| 084 ## - COLON CLASSIFICATION NUMBER | |
| Classification number | CN2 R2 |
| Assigning agency | CSL |
| 100 ## - MAIN ENTRY--PERSONAL NAME | |
| Personal name | Cocco, Simona |
| Relator term | author. |
| 9 (RLIN) | 814805 |
| 245 ## - TITLE STATEMENT | |
| Title | From Statistical Physics to Data-Driven Modelling |
| Remainder of title | : with Applications to Quantitative Biology |
| 260 ## - PUBLICATION, DISTRIBUTION, ETC. | |
| Place of publication, distribution, etc. | Oxford : |
| Name of publisher, distributor, etc. | Oxford University Press, |
| Date of publication, distribution, etc. | 2022. |
| 300 ## - PHYSICAL DESCRIPTION | |
| Extent | vi, 183p. |
| Other physical details | : ill. |
| Dimensions | ; 25 cm. |
| 500 ## - GENERAL NOTE | |
| General note | Includes references and index. |
| 520 ## - SUMMARY, ETC. | |
| Summary, etc. | The study of most scientific fields now relies on an ever-increasing amount of data, due to instrumental 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, and chemical systems.Aimed at graduate students in physics, applied mathematics, and computational biology, the primary objective of this textbook is to introduce the concepts and methods necessary to answer this question at the intersection of probability theory, statistics, optimisation, statistical physics, inference, and machine learning.The second objective of this book is to provide practical applications for these methods, which will allow students to assimilate the underlying ideas and techniques. While readers of this textbook will need basic knowledge in programming (Python or an equivalent language), the main emphasis is not on mathematical rigour, but on the development of intuition and the deep connections with statistical physics |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name entry element | Statistical physics. |
| 9 (RLIN) | 713592 |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name entry element | Bayesian inference. |
| 9 (RLIN) | 814806 |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name entry element | Graphical models. |
| 9 (RLIN) | 734433 |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name entry element | Markov models. |
| 9 (RLIN) | 448668 |
| 700 ## - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Monasson, Rémi |
| Relator term | co-author. |
| 9 (RLIN) | 814807 |
| 700 ## - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Zamponi, Francesco |
| Relator term | co-author. |
| 9 (RLIN) | 814808 |
| 942 ## - ADDED ENTRY ELEMENTS (KOHA) | |
| Source of classification or shelving scheme | Colon Classification (CC) |
| Koha item type | Textual |
| Classification part | CN2 R2 |
| Suppress in OPAC | No |
| Withdrawn status | Lost status | Source of classification or shelving scheme | Damaged status | Not for loan | Home library | Current library | Date acquired | Source of acquisition | Total Checkouts | Full call number | Barcode | Date last seen | Price effective from | Koha item type |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Colon Classification (CC) | Central Science Library | Central Science Library | 2024-10-28 | Prashant Book Agency | CN2 R2 | SL1655988 | 2025-06-27 | 2025-06-27 | Textual |