Malicious Attack Propagation and Source Identification (Record no. 174577)

MARC details
000 -LEADER
fixed length control field 06230nam a22006135i 4500
001 - CONTROL NUMBER
control field 978-3-030-02179-5
003 - CONTROL NUMBER IDENTIFIER
control field DE-He213
005 - DATE AND TIME OF LATEST TRANSACTION
control field 20240423125129.0
007 - PHYSICAL DESCRIPTION FIXED FIELD--GENERAL INFORMATION
fixed length control field cr nn 008mamaa
008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION
fixed length control field 181120s2019 sz | s |||| 0|eng d
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
International Standard Book Number 9783030021795
-- 978-3-030-02179-5
024 7# - OTHER STANDARD IDENTIFIER
Standard number or code 10.1007/978-3-030-02179-5
Source of number or code doi
050 #4 - LIBRARY OF CONGRESS CALL NUMBER
Classification number QA76.9.A25
072 #7 - SUBJECT CATEGORY CODE
Subject category code UR
Source bicssc
072 #7 - SUBJECT CATEGORY CODE
Subject category code UTN
Source bicssc
072 #7 - SUBJECT CATEGORY CODE
Subject category code COM053000
Source bisacsh
072 #7 - SUBJECT CATEGORY CODE
Subject category code UR
Source thema
072 #7 - SUBJECT CATEGORY CODE
Subject category code UTN
Source thema
082 04 - DEWEY DECIMAL CLASSIFICATION NUMBER
Classification number 005.8
Edition number 23
100 1# - MAIN ENTRY--PERSONAL NAME
Personal name Jiang, Jiaojiao.
Relator term author.
Relator code aut
-- http://id.loc.gov/vocabulary/relators/aut
245 10 - TITLE STATEMENT
Title Malicious Attack Propagation and Source Identification
Medium [electronic resource] /
Statement of responsibility, etc by Jiaojiao Jiang, Sheng Wen, Bo Liu, Shui Yu, Yang Xiang, Wanlei Zhou.
250 ## - EDITION STATEMENT
Edition statement 1st ed. 2019.
264 #1 -
-- Cham :
-- Springer International Publishing :
-- Imprint: Springer,
-- 2019.
300 ## - PHYSICAL DESCRIPTION
Extent XII, 192 p. 106 illus., 37 illus. in color.
Other physical details online resource.
336 ## -
-- text
-- txt
-- rdacontent
337 ## -
-- computer
-- c
-- rdamedia
338 ## -
-- online resource
-- cr
-- rdacarrier
347 ## -
-- text file
-- PDF
-- rda
490 1# - SERIES STATEMENT
Series statement Advances in Information Security,
International Standard Serial Number 2512-2193 ;
Volume number/sequential designation 73
505 0# - FORMATTED CONTENTS NOTE
Formatted contents note 1 Introduction -- 2 Preliminary of Modeling Malicious Attack Propagation -- 3 User Influence in the Propagation of Malicious Attacks -- 4 Restrain Malicious Attack Propagation -- 5 Preliminary of Identifying Propagation Sources -- 6 Source Identification Under Complete Observations: A Maximum Likelihood (ML) Source Estimator -- 7 Source Identification Under Snapshots: A Sample Path Based Source Estimator -- 8 Source Identification Under Sensor Observations: A Gaussian Source Estimator -- 9 Comparative Study and Numerical Analysis -- 10 Identifying Propagation Source in Time-varying Networks -- 11 Identifying Multiple Propagation Sources -- 12 Identifying Propagation Source in Large-scale Networks -- 13 Future Directions and Conclusion.
520 ## - SUMMARY, ETC.
Summary, etc This book covers and makes four major contributions: 1) analyzing and surveying the pros and cons of current approaches for identifying rumor sources on complex networks; 2) proposing a novel approach to identify rumor sources in time-varying networks; 3) developing a fast approach to identify multiple rumor sources; 4) proposing a community-based method to overcome the scalability issue in this research area. These contributions enable rumor source identification to be applied effectively in real-world networks, and eventually diminish rumor damages, which the authors rigorously illustrate in this book. In the modern world, the ubiquity of networks has made us vulnerable to various risks. For instance, viruses propagate throughout the Internet and infect millions of computers. Misinformation spreads incredibly fast in online social networks, such as Facebook and Twitter. Infectious diseases, such as SARS, H1N1 or Ebola, have spread geographically and killed hundreds of thousands people. In essence, all of these situations can be modeled as a rumor spreading through a network, where the goal is to find the source of the rumor so as to control and prevent network risks. So far, extensive work has been done to develop new approaches to effectively identify rumor sources. However, current approaches still suffer from critical weaknesses. The most serious one is the complex spatiotemporal diffusion process of rumors in time-varying networks, which is the bottleneck of current approaches. The second problem lies in the expensively computational complexity of identifying multiple rumor sources. The third important issue is the huge scale of the underlying networks, which makes it difficult to develop efficient strategies to quickly and accurately identify rumor sources. These weaknesses prevent rumor source identification from being applied in a broader range of real-world applications. This book aims to analyze and address these issuesto make rumor source identification more effective and applicable in the real world. The authors propose a novel reverse dissemination strategy to narrow down the scale of suspicious sources, which dramatically promotes the efficiency of their method. The authors then develop a Maximum-likelihood estimator, which can pin point the true source from the suspects with high accuracy. For the scalability issue in rumor source identification, the authors explore sensor techniques and develop a community structure based method. Then the authors take the advantage of the linear correlation between rumor spreading time and infection distance, and develop a fast method to locate the rumor diffusion source. Theoretical analysis proves the efficiency of the proposed method, and the experiment results verify the significant advantages of the proposed method in large-scale networks. This book targets graduate and post-graduate students studying computer science and networking. Researchers and professionals working in network security, propagation models and other related topics, will also be interested in this book.
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element Data protection.
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element Computer networks .
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element Telecommunication.
650 14 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element Data and Information Security.
650 24 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element Computer Communication Networks.
650 24 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element Communications Engineering, Networks.
700 1# - ADDED ENTRY--PERSONAL NAME
Personal name Wen, Sheng.
Relator term author.
Relator code aut
-- http://id.loc.gov/vocabulary/relators/aut
700 1# - ADDED ENTRY--PERSONAL NAME
Personal name Liu, Bo.
Relator term author.
Relator code aut
-- http://id.loc.gov/vocabulary/relators/aut
700 1# - ADDED ENTRY--PERSONAL NAME
Personal name Yu, Shui.
Relator term author.
Relator code aut
-- http://id.loc.gov/vocabulary/relators/aut
700 1# - ADDED ENTRY--PERSONAL NAME
Personal name Xiang, Yang.
Relator term author.
Relator code aut
-- http://id.loc.gov/vocabulary/relators/aut
700 1# - ADDED ENTRY--PERSONAL NAME
Personal name Zhou, Wanlei.
Relator term author.
Relator code aut
-- http://id.loc.gov/vocabulary/relators/aut
710 2# - ADDED ENTRY--CORPORATE NAME
Corporate name or jurisdiction name as entry element SpringerLink (Online service)
773 0# - HOST ITEM ENTRY
Title Springer Nature eBook
776 08 - ADDITIONAL PHYSICAL FORM ENTRY
Display text Printed edition:
International Standard Book Number 9783030021788
776 08 - ADDITIONAL PHYSICAL FORM ENTRY
Display text Printed edition:
International Standard Book Number 9783030021801
830 #0 - SERIES ADDED ENTRY--UNIFORM TITLE
Uniform title Advances in Information Security,
-- 2512-2193 ;
Volume number/sequential designation 73
856 40 - ELECTRONIC LOCATION AND ACCESS
Uniform Resource Identifier <a href="https://doi.org/10.1007/978-3-030-02179-5">https://doi.org/10.1007/978-3-030-02179-5</a>
912 ## -
-- ZDB-2-SCS
912 ## -
-- ZDB-2-SXCS
942 ## - ADDED ENTRY ELEMENTS (KOHA)
Koha item type eBooks-CSE-Springer

No items available.

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