Latifur Khan's Books

Data Mining Tools for Malware Detection

By: Mehedy Masud,Latifur Khan,Bhavani Thuraisingham

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Data Mining Tools for Malware Detection

By: Mehedy Masud,Latifur Khan,Bhavani Thuraisingham

Although the use of data mining for security and malware detection is quickly on the rise, most books on the subject provide high-level theoretical discussions to the near exclusion of the practical aspects. Breaking the mold, Data Mining Tools for Malware Detection provides a step-by-step breakdown of how to develop data mining tools for malware detection. Integrating theory with practical techniques and experimental results, it focuses on malware detection applications for email worms, malicious code, remote exploits, and botnets. The authors describe the systems they have designed and developed: email worm detection using data mining, a scalable multi-level feature extraction technique to detect malicious executables, detecting remote exploits using data mining, and flow-based identification of botnet traffic by mining multiple log files. For each of these tools, they detail the system architecture, algorithms, performance results, and limitations. Discusses data mining for emerging applications, including adaptable malware detection, insider threat detection, firewall policy analysis, and real-time data mining Includes four appendices that provide a firm foundation in data management, secure systems, and the semantic web Describes the authors’ tools for stream data mining From algorithms to experimental results, this is one of the few books that will be equally valuable to those in industry, government, and academia. It will help technologists decide which tools to select for specific applications, managers will learn how to determine whether or not to proceed with a data mining project, and developers will find innovative alternative designs for a range of applications.

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Page Count

453

Publisher

CRC Press

Published Date

ISBN 10

1439854548

ISBN 13

9781439854549

Big Data Analytics with Applications in Insider Threat Detection

By: Bhavani Thuraisingham,Pallabi Parveen,Mohammad Mehedy Masud,Latifur Khan

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Big Data Analytics with Applications in Insider Threat Detection

By: Bhavani Thuraisingham,Pallabi Parveen,Mohammad Mehedy Masud,Latifur Khan

Today's malware mutates randomly to avoid detection, but reactively adaptive malware is more intelligent, learning and adapting to new computer defenses on the fly. Using the same algorithms that antivirus software uses to detect viruses, reactively adaptive malware deploys those algorithms to outwit antivirus defenses and to go undetected. This book provides details of the tools, the types of malware the tools will detect, implementation of the tools in a cloud computing framework and the applications for insider threat detection.

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Page Count

685

Publisher

CRC Press

Published Date

ISBN 10

1351645765

ISBN 13

9781351645768

Analyzing and Securing Social Networks

By: Bhavani Thuraisingham,Satyen Abrol,Raymond Heatherly,Murat Kantarcioglu,Vaibhav Khadilkar,Latifur Khan

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Analyzing and Securing Social Networks

By: Bhavani Thuraisingham,Satyen Abrol,Raymond Heatherly,Murat Kantarcioglu,Vaibhav Khadilkar,Latifur Khan

Analyzing and Securing Social Networks focuses on the two major technologies that have been developed for online social networks (OSNs): (i) data mining technologies for analyzing these networks and extracting useful information such as location, demographics, and sentiments of the participants of the network, and (ii) security and privacy technolo

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Page Count

586

Publisher

CRC Press

Published Date

ISBN 10

1482243288

ISBN 13

9781482243284

Big Data Analytics with Applications in Insider Threat Detection

By: Bhavani Thuraisingham,Pallabi Parveen,Mohammad Mehedy Masud,Latifur Khan

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Big Data Analytics with Applications in Insider Threat Detection

By: Bhavani Thuraisingham,Pallabi Parveen,Mohammad Mehedy Masud,Latifur Khan

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685

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CRC Press

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ISBN 10

1351645765

ISBN 13

9781351645768

Secure Data Science

Integrating Cyber Security and Data Science

By: Bhavani Thuraisingham,Murat Kantarcioglu,Latifur Khan

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Secure Data Science

Integrating Cyber Security and Data Science

By: Bhavani Thuraisingham,Murat Kantarcioglu,Latifur Khan

Secure data science, which integrates cyber security and data science, is becoming one of the critical areas in both cyber security and data science. This is because the novel data science techniques being developed have applications in solving such cyber security problems as intrusion detection, malware analysis, and insider threat detection. However, the data science techniques being applied not only for cyber security but also for every application area—including healthcare, finance, manufacturing, and marketing—could be attacked by malware. Furthermore, due to the power of data science, it is now possible to infer highly private and sensitive information from public data, which could result in the violation of individual privacy. This is the first such book that provides a comprehensive overview of integrating both cyber security and data science and discusses both theory and practice in secure data science. After an overview of security and privacy for big data services as well as cloud computing, this book describes applications of data science for cyber security applications. It also discusses such applications of data science as malware analysis and insider threat detection. Then this book addresses trends in adversarial machine learning and provides solutions to the attacks on the data science techniques. In particular, it discusses some emerging trends in carrying out trustworthy analytics so that the analytics techniques can be secured against malicious attacks. Then it focuses on the privacy threats due to the collection of massive amounts of data and potential solutions. Following a discussion on the integration of services computing, including cloud-based services for secure data science, it looks at applications of secure data science to information sharing and social media. This book is a useful resource for researchers, software developers, educators, and managers who want to understand both the high level concepts and the technical details on the design and implementation of secure data science-based systems. It can also be used as a reference book for a graduate course in secure data science. Furthermore, this book provides numerous references that would be helpful for the reader to get more details about secure data science.

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Page Count

430

Publisher

CRC Press

Published Date

ISBN 10

1000557510

ISBN 13

9781000557510

Data Mining Tools for Malware Detection

By: Mehedy Masud,Latifur Khan,Bhavani Thuraisingham

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Data Mining Tools for Malware Detection

By: Mehedy Masud,Latifur Khan,Bhavani Thuraisingham

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Page Count

450

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CRC Press

Published Date

ISBN 10

1439854556

ISBN 13

9781439854556

Design and Implementation of Data Mining Tools

By: Bhavani Thuraisingham,Latifur Khan,Mamoun Awad,Lei Wang

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Design and Implementation of Data Mining Tools

By: Bhavani Thuraisingham,Latifur Khan,Mamoun Awad,Lei Wang

Focusing on three applications of data mining, Design and Implementation of Data Mining Tools explains how to create and employ systems and tools for intrusion detection, Web page surfing prediction, and image classification. Mainly based on the authors' own research work, the book takes a practical approach to the subject.The first part of the boo

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Page Count

272

Publisher

CRC Press

Published Date

ISBN 10

1420045911

ISBN 13

9781420045918

Analyzing and Securing Social Networks

By: Bhavani Thuraisingham,Satyen Abrol,Raymond Heatherly,Murat Kantarcioglu,Vaibhav Khadilkar,Latifur Khan

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Analyzing and Securing Social Networks

By: Bhavani Thuraisingham,Satyen Abrol,Raymond Heatherly,Murat Kantarcioglu,Vaibhav Khadilkar,Latifur Khan

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Page Count

586

Publisher

CRC Press

Published Date

ISBN 10

1482243288

ISBN 13

9781482243284

Multimedia Data Mining and Knowledge Discovery

By: Valery A. Petrushin,Latifur Khan

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Multimedia Data Mining and Knowledge Discovery

By: Valery A. Petrushin,Latifur Khan

This volume provides an overview of multimedia data mining and knowledge discovery and discusses the variety of hot topics in multimedia data mining research. It describes the objectives and current tendencies in multimedia data mining research and their applications. Each part contains an overview of its chapters and leads the reader with a structured approach through the diverse subjects in the field.

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Page Count

540

Publisher

Springer Science & Business Media

Published Date

ISBN 10

1846287995

ISBN 13

9781846287992

Book's by Latifur Khan

Data Mining Tools for Malware Detection

Data Mining Tools for Malware Detection

Big Data Analytics with Applications in Insider Threat Detection

Big Data Analytics with Applications in Insider Threat Detection

Analyzing and Securing Social Networks

Analyzing and Securing Social Networks

Big Data Analytics with Applications in Insider Threat Detection

Big Data Analytics with Applications in Insider Threat Detection

Secure Data Science

Secure Data Science

Data Mining Tools for Malware Detection

Data Mining Tools for Malware Detection

Design and Implementation of Data Mining Tools

Design and Implementation of Data Mining Tools

Analyzing and Securing Social Networks

Analyzing and Securing Social Networks

Multimedia Data Mining and Knowledge Discovery

Multimedia Data Mining and Knowledge Discovery

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