Applied stochastic differential equations / (Record no. 9395)
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000 -LEADER | |
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fixed length control field | 03010nam a2200385 i 4500 |
001 - CONTROL NUMBER | |
control field | CR9781108186735 |
003 - CONTROL NUMBER IDENTIFIER | |
control field | UkCbUP |
005 - DATE AND TIME OF LATEST TRANSACTION | |
control field | 20240807192239.0 |
006 - FIXED-LENGTH DATA ELEMENTS--ADDITIONAL MATERIAL CHARACTERISTICS | |
fixed length control field | m|||||o||d|||||||| |
007 - PHYSICAL DESCRIPTION FIXED FIELD--GENERAL INFORMATION | |
fixed length control field | cr|||||||||||| |
008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION | |
fixed length control field | 161104s2019||||enk o ||1 0|eng|d |
020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
International Standard Book Number | 9781108186735 (ebook) |
020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
Canceled/invalid ISBN | 9781316510087 (hardback) |
020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
Canceled/invalid ISBN | 9781316649466 (paperback) |
040 ## - CATALOGING SOURCE | |
Original cataloging agency | UkCbUP |
Language of cataloging | eng |
Description conventions | rda |
Transcribing agency | UkCbUP |
050 00 - LIBRARY OF CONGRESS CALL NUMBER | |
Classification number | QA274.23 |
Item number | .S23 2019 |
082 00 - DEWEY DECIMAL CLASSIFICATION NUMBER | |
Classification number | 315/.350151923 |
Edition number | 23 |
100 1# - MAIN ENTRY--PERSONAL NAME | |
Personal name | Särkkä, Simo, |
Relator term | author. |
245 10 - TITLE STATEMENT | |
Title | Applied stochastic differential equations / |
Statement of responsibility, etc. | Simo Särkkä, Arno Solin. |
264 #1 - PRODUCTION, PUBLICATION, DISTRIBUTION, MANUFACTURE, AND COPYRIGHT NOTICE | |
Place of production, publication, distribution, manufacture | Cambridge : |
Name of producer, publisher, distributor, manufacturer | Cambridge University Press, |
Date of production, publication, distribution, manufacture, or copyright notice | 2019. |
300 ## - PHYSICAL DESCRIPTION | |
Extent | 1 online resource (ix, 316 pages) : |
Other physical details | digital, PDF file(s). |
336 ## - CONTENT TYPE | |
Content type term | text |
Content type code | txt |
Source | rdacontent |
337 ## - MEDIA TYPE | |
Media type term | computer |
Media type code | c |
Source | rdamedia |
338 ## - CARRIER TYPE | |
Carrier type term | online resource |
Carrier type code | cr |
Source | rdacarrier |
490 1# - SERIES STATEMENT | |
Series statement | Institute of Mathematical Statistics textbooks ; |
Volume/sequential designation | 10 |
500 ## - GENERAL NOTE | |
General note | Title from publisher's bibliographic system (viewed on 26 Mar 2019). |
505 0# - FORMATTED CONTENTS NOTE | |
Formatted contents note | Some background on ordinary differential equations -- Pragmatic introduction to stochastic differential equations -- Itô calculus and stochastic differential equations -- Probability distributions and statistics of SDEs -- Statistics of linear stochastic differential equations -- Useful theorems and formulas for SDEs -- Numerical simulation of SDEs -- Approximation of non-linear SDEs -- Filtering and smoothing theory -- Parameter estimation in SDE models -- Stochastic differential equations in machine learning. |
520 ## - SUMMARY, ETC. | |
Summary, etc. | Stochastic differential equations are differential equations whose solutions are stochastic processes. They exhibit appealing mathematical properties that are useful in modeling uncertainties and noisy phenomena in many disciplines. This book is motivated by applications of stochastic differential equations in target tracking and medical technology and, in particular, their use in methodologies such as filtering, smoothing, parameter estimation, and machine learning. It builds an intuitive hands-on understanding of what stochastic differential equations are all about, but also covers the essentials of Itô calculus, the central theorems in the field, and such approximation schemes as stochastic Runge-Kutta. Greater emphasis is given to solution methods than to analysis of theoretical properties of the equations. The book's practical approach assumes only prior understanding of ordinary differential equations. The numerous worked examples and end-of-chapter exercises include application-driven derivations and computational assignments. MATLAB/Octave source code is available for download, promoting hands-on work with the methods. |
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
Topical term or geographic name entry element | Stochastic differential equations |
Form subdivision | Textbooks. |
700 1# - ADDED ENTRY--PERSONAL NAME | |
Personal name | Solin, Arno, |
Relator term | author. |
776 08 - ADDITIONAL PHYSICAL FORM ENTRY | |
Relationship information | Print version: |
International Standard Book Number | 9781316510087 |
830 #0 - SERIES ADDED ENTRY--UNIFORM TITLE | |
Uniform title | Institute of Mathematical Statistics textbooks ; |
Volume/sequential designation | 10. |
856 40 - ELECTRONIC LOCATION AND ACCESS | |
Uniform Resource Identifier | <a href="https://doi.org/10.1017/9781108186735">https://doi.org/10.1017/9781108186735</a> |
942 ## - ADDED ENTRY ELEMENTS (KOHA) | |
Source of classification or shelving scheme | Dewey Decimal Classification |
Koha item type | eBooks |
Withdrawn status | Lost status | Source of classification or shelving scheme | Damaged status | Not for loan | Collection | Home library | Current library | Date acquired | Total checkouts | Barcode | Date last seen | Price effective from | Koha item type |
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Dewey Decimal Classification | Statistics & Probability | Central Library | Central Library | 07/08/2024 | EB0086 | 07/08/2024 | 07/08/2024 | eBooks |