Adversarial machine learning / (Record no. 9943)
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000 -LEADER | |
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fixed length control field | 02397nam a2200373 i 4500 |
001 - CONTROL NUMBER | |
control field | CR9781107338548 |
003 - CONTROL NUMBER IDENTIFIER | |
control field | UkCbUP |
005 - DATE AND TIME OF LATEST TRANSACTION | |
control field | 20240807165923.0 |
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 | 130215s2019||||enk o ||1 0|eng|d |
020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
International Standard Book Number | 9781107338548 (ebook) |
020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
Canceled/invalid ISBN | 9781107043466 (hardback) |
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 | Q325.5 |
Item number | .J69 2019 |
082 00 - DEWEY DECIMAL CLASSIFICATION NUMBER | |
Classification number | 006.3/1 |
Edition number | 23 |
100 1# - MAIN ENTRY--PERSONAL NAME | |
Personal name | Joseph, Anthony D., |
Relator term | author. |
245 10 - TITLE STATEMENT | |
Title | Adversarial machine learning / |
Statement of responsibility, etc. | Anthony D. Joseph, Blaine Nelson, Benjamin I. P. Rubinstein, J. D. Tygar. |
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 (xii, 325 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 |
500 ## - GENERAL NOTE | |
General note | Title from publisher's bibliographic system (viewed on 13 Mar 2019). |
520 ## - SUMMARY, ETC. | |
Summary, etc. | Written by leading researchers, this complete introduction brings together all the theory and tools needed for building robust machine learning in adversarial environments. Discover how machine learning systems can adapt when an adversary actively poisons data to manipulate statistical inference, learn the latest practical techniques for investigating system security and performing robust data analysis, and gain insight into new approaches for designing effective countermeasures against the latest wave of cyber-attacks. Privacy-preserving mechanisms and the near-optimal evasion of classifiers are discussed in detail, and in-depth case studies on email spam and network security highlight successful attacks on traditional machine learning algorithms. Providing a thorough overview of the current state of the art in the field, and possible future directions, this groundbreaking work is essential reading for researchers, practitioners and students in computer security and machine learning, and those wanting to learn about the next stage of the cybersecurity arms race. |
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
Topical term or geographic name entry element | Machine learning. |
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
Topical term or geographic name entry element | Computer security. |
700 1# - ADDED ENTRY--PERSONAL NAME | |
Personal name | Nelson, Blaine, |
Relator term | author. |
700 1# - ADDED ENTRY--PERSONAL NAME | |
Personal name | Rubinstein, Benjamin I. P., |
Relator term | author. |
700 1# - ADDED ENTRY--PERSONAL NAME | |
Personal name | Tygar, J. D., |
Relator term | author. |
776 08 - ADDITIONAL PHYSICAL FORM ENTRY | |
Relationship information | Print version: |
International Standard Book Number | 9781107043466 |
856 40 - ELECTRONIC LOCATION AND ACCESS | |
Uniform Resource Identifier | <a href="https://www.cambridge.org/core/product/identifier/9781107338548/type/BOOK">https://www.cambridge.org/core/product/identifier/9781107338548/type/BOOK</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 | Computer Science | Central Library | Central Library | 07/08/2024 | EB0045 | 07/08/2024 | 07/08/2024 | eBooks |