Malicious attack propagation and source identification /
نام عام مواد
[Book]
نام نخستين پديدآور
Jiaojiao Jiang, Sheng Wen, Bo Liu, Shui Yu, Yang Xiang, Wanlei Zhou.
وضعیت نشر و پخش و غیره
محل نشرو پخش و غیره
Cham :
نام ناشر، پخش کننده و غيره
Springer,
تاریخ نشرو بخش و غیره
[2019]
مشخصات ظاهری
نام خاص و کميت اثر
1 online resource
فروست
عنوان فروست
Advances in information security ;
مشخصه جلد
73
یادداشتهای مربوط به کتابنامه ، واژه نامه و نمایه های داخل اثر
متن يادداشت
Includes bibliographical references.
یادداشتهای مربوط به مندرجات
متن يادداشت
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.
بدون عنوان
0
یادداشتهای مربوط به خلاصه یا چکیده
متن يادداشت
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 issues to make rumor source identification more effective and applicable in the real world.
یادداشتهای مربوط به سفارشات
منبع سفارش / آدرس اشتراک
Springer Nature
شماره انبار
com.springer.onix.9783030021795
ویراست دیگر از اثر در قالب دیگر رسانه
عنوان
Malicious attack propagation and source identification.
شماره استاندارد بين المللي کتاب و موسيقي
9783030021788
موضوع (اسم عام یاعبارت اسمی عام)
موضوع مستند نشده
Computer networks-- Security measures.
موضوع مستند نشده
Computer security.
موضوع مستند نشده
Data encryption (Computer science)
موضوع مستند نشده
Communications engineering-- telecommunications.
موضوع مستند نشده
Computer networks-- Security measures.
موضوع مستند نشده
Computer security.
موضوع مستند نشده
Computer security.
موضوع مستند نشده
COMPUTERS-- Security-- General.
موضوع مستند نشده
Data encryption (Computer science)
موضوع مستند نشده
Network hardware.
مقوله موضوعی
موضوع مستند نشده
COM-- 053000
موضوع مستند نشده
UR
موضوع مستند نشده
UR
رده بندی ديویی
شماره
005
.
8
ويراست
23
رده بندی کنگره
شماره رده
QA76
.
9
.
A25
نام شخص به منزله سر شناسه - (مسئولیت معنوی درجه اول )