Probabilistic Numerics : (Record no. 7202)

MARC details
000 -LEADER
fixed length control field 01759nam a2200253 4500
005 - DATE AND TIME OF LATEST TRANSACTION
control field 20251017160406.0
008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION
fixed length control field 241213b |||||||| |||| 00| 0 eng d
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
ISBN 9781107163447
041 ## - LANGUAGE CODE
Language code of text/sound track or separate title eng
082 ## - DEWEY DECIMAL CLASSIFICATION NUMBER
Classification number 006.31
Item number HenP
100 ## - MAIN ENTRY--AUTHOR NAME
Personal name Hennig, Philipp
245 ## - TITLE STATEMENT
Title Probabilistic Numerics :
Remainder of title Computation as Machine Learning /
Statement of responsibility, etc Philipp Hennig, Michael A. Osborne and Hans P. Kersting
260 ## - PUBLICATION, DISTRIBUTION, ETC. (IMPRINT)
Place of publication Cambridge:
Name of publisher Cambridge University Press;
Year of publication ©2022
300 ## - PHYSICAL DESCRIPTION
Number of Pages xii, 410p.
520 ## - SUMMARY, ETC.
Summary, etc Probabilistic numerical computation formalises the connection between machine learning and applied mathematics. Numerical algorithms approximate intractable quantities from computable ones. They estimate integrals from evaluations of the integrand, or the path of a dynamical system described by differential equations from evaluations of the vector field. In other words, they infer a latent quantity from data. This book shows that it is thus formally possible to think of computational routines as learning machines, and to use the notion of Bayesian inference to build more flexible, efficient, or customised algorithms for computation. The text caters for Masters' and PhD students, as well as postgraduate researchers in artificial intelligence, computer science, statistics, and applied mathematics. Extensive background material is provided along with a wealth of figures, worked examples, and exercises (with solutions) to develop intuition.
650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical Term Computer science, information & general works
650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical Term Computer science, knowledge & systems
650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical Term Special computer methods
650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical Term Artificial Intelligence
650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical Term Machine Learning
700 ## - ADDED ENTRY--PERSONAL NAME
Personal name Osborne, Michael A.
700 ## - ADDED ENTRY--PERSONAL NAME
Personal name Kersting, Hans P.
942 ## - ADDED ENTRY ELEMENTS (KOHA)
Koha item type Books
Holdings
Withdrawn status Lost status Damaged status Collection code Home library Current library Shelving location Date acquired Source of acquisition Purchase Price Bill number Full call number Accession Number Copy number Print Price Bill Date/Price effective from Koha item type
      Computer Science Indian Institute of Technology Tirupati Indian Institute of Technology Tirupati General Stacks 30/07/2025 Today and Tomorrows Printers and Publishers 4485.59 TTPP/130/2025-26 006.31 HenP (11474) 11474 Copy 1 6407.98 30/07/2025 Books