Machine learning in pure mathematics and theoretical physics (Record no. 200755)
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| 000 -LEADER | |
|---|---|
| fixed length control field | 02954nam a22002657a 4500 |
| 003 - CONTROL NUMBER IDENTIFIER | |
| control field | OSt |
| 005 - DATE AND TIME OF LATEST TRANSACTION | |
| control field | 20260701092050.0 |
| 008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION | |
| fixed length control field | 260701b |||||||| |||| 00| 0 eng d |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
| ISBN | 9781800613690 |
| 041 ## - LANGUAGE CODE | |
| Language code of text/sound track or separate title | eng |
| 082 ## - DEWEY DECIMAL CLASSIFICATION NUMBER | |
| Classification number | 006.31015 HE-M |
| 245 ## - TITLE STATEMENT | |
| Title | Machine learning in pure mathematics and theoretical physics |
| 260 ## - PUBLICATION, DISTRIBUTION, ETC. (IMPRINT) | |
| Place of publication | Singapore; |
| Name of publisher | World Scientific Publishing Europe Ltd., |
| Year of publication | 2025. |
| 300 ## - PHYSICAL DESCRIPTION | |
| Number of Pages | xii, 395p. ; 24 cm. |
| 505 ## - FORMATTED CONTENTS NOTE | |
| Formatted contents note | Preface -- Machine learning foundations -- Applications in pure mathematics -- Machine learning in algebra and geometry -- Number theory applications -- Computational methods in theoretical physics -- Quantum computing and AI -- Advanced research topics -- Bibliographical references. |
| 520 ## - SUMMARY, ETC. | |
| Summary, etc | The juxtaposition of 'machine learning' and 'pure mathematics and theoretical physics' may first appear as contradictory in terms. The rigours of proofs and derivations in the latter seem to reside in a different world from the randomness of data and statistics in the former. Yet, an often under-appreciated component of mathematical discovery, typically not presented in a final draft, is experimentation: both with ideas and with mathematical data. Think of the teenage Gauss, who conjectured the Prime Number Theorem by plotting the prime-counting function, many decades before complex analysis was formalized to offer a proof.Can modern technology in part mimic Gauss's intuition? The past five years saw an explosion of activity in using AI to assist the human mind in uncovering new mathematics: finding patterns, accelerating computations, and raising conjectures via the machine learning of pure, noiseless data. The aim of this book, a first of its kind, is to collect research and survey articles from experts in this emerging dialogue between theoretical mathematics and machine learning. It does not dwell on the well-known multitude of mathematical techniques in deep learning, but focuses on the reverse relationship: how machine learning helps with mathematics. Taking a panoramic approach, the topics range from combinatorics to number theory, and from geometry to quantum field theory and string theory. Aimed at PhD students as well as seasoned researchers, each self-contained chapter offers a glimpse of an exciting future of this symbiosis. |
| 520 ## - SUMMARY, ETC. | |
| Summary, etc | This edited volume presents recent advances in the application of machine learning to pure mathematics and theoretical physics. It covers mathematical data processing, artificial intelligence methods, computational modelling, pattern recognition, and modern research techniques that integrate machine learning with advanced mathematical and physical sciences. |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical Term | Machine learning |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical Term | Artificial intelligence |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical Term | Mathematics |
| General subdivision | Data processing |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical Term | Physics |
| General subdivision | Data processing |
| 700 ## - ADDED ENTRY--PERSONAL NAME | |
| Personal name | He, Yang-Hui, ed. |
| 942 ## - ADDED ENTRY ELEMENTS (KOHA) | |
| Koha item type | Books and Monographs |
| Full call number | Accession Number | Koha item type | Lost status | Damaged status | Permanent Location | Current Location | Shelving location | Date acquired | Source of acquisition | Cost, normal purchase price |
|---|---|---|---|---|---|---|---|---|---|---|
| 006.31015 HE-M | 102992 | Books and Monographs | Central Library, NIT Jalandhar | Central Library, NIT Jalandhar | General Stacks | 29.06.2026 | New Delhi, Shankar's Book Agency Pvt. Ltd. | 14089.60 |