Home | Amazing | Today | Tags | Publishers | Years | Account | Search 
Malicious Attack Propagation and Source Identification (Advances in Information Security)

Buy

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.

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.

(HTML tags aren't allowed.)

Proof Complexity (Encyclopedia of Mathematics and its Applications)
Proof Complexity (Encyclopedia of Mathematics and its Applications)
Proof complexity is a rich subject drawing on methods from logic, combinatorics, algebra and computer science. This self-contained book presents the basic concepts, classical results, current state of the art and possible future directions in the field. It stresses a view of proof complexity as a whole entity rather than a collection of various...
Computer Graphics Through OpenGL®: From Theory to Experiments
Computer Graphics Through OpenGL®: From Theory to Experiments

COMPREHENSIVE COVERAGE OF SHADERS AND THE PROGRAMMABLE PIPELINE

From geometric primitives to animation to 3D modeling to lighting, shading and texturing, Computer Graphics Through OpenGL®: From Theory to Experiments is a comprehensive introduction to computer graphics which uses an active...

Systems Modeling: Methodologies and Tools (EAI/Springer Innovations in Communication and Computing)
Systems Modeling: Methodologies and Tools (EAI/Springer Innovations in Communication and Computing)

This book covers ideas, methods, algorithms, and tools for the in-depth study of the performance and reliability of dependable fault-tolerant systems. The chapters identify the current challenges that designers and practitioners must confront to ensure the reliability, availability, and performance of systems, with special focus on...


The Second Mountain: The Quest for a Moral Life
The Second Mountain: The Quest for a Moral Life
#1 NEW YORK TIMES BESTSELLER • Everybody tells you to live for a cause larger than yourself, but how exactly do you do it? The author of The Road to Character explores what it takes to lead a meaningful life in a self-centered world.

“Deeply moving, frequently eloquent and
...
Never Too Old to Get Rich: The Entrepreneur's Guide to Starting a Business Mid-Life
Never Too Old to Get Rich: The Entrepreneur's Guide to Starting a Business Mid-Life

Start a successful business mid-life

When you think of someone launching a start-up, the image of a twenty-something techie probably springs to mind. However, Gen Xers and Baby Boomers are just as likely to start businesses and reinvent themselves later in life. Never Too Old to Get Rich is an exciting...

Time Series Analysis of Discourse: Method and Case Studies (Routledge Studies in Linguistics)
Time Series Analysis of Discourse: Method and Case Studies (Routledge Studies in Linguistics)

This volume serves as a comprehensive introduction to Time Series Analysis (TSA), used commonly in financial and engineering sciences, to demonstrate its potential to complement qualitative approaches in discourse analysis research. The book begins by discussing how time has previously been conceptualized in the literature, drawing...

©2019 LearnIT (support@pdfchm.net) - Privacy Policy