machine learning forensics for law enforcement security and intelligence

Download Book Machine Learning Forensics For Law Enforcement Security And Intelligence in PDF format. You can Read Online Machine Learning Forensics For Law Enforcement Security And Intelligence here in PDF, EPUB, Mobi or Docx formats.

Machine Learning Forensics For Law Enforcement Security And Intelligence

Author : Jesus Mena
ISBN : 9781439860700
Genre : Computers
File Size : 70. 85 MB
Format : PDF, ePub, Docs
Download : 383
Read : 858

Get This Book


Increasingly, crimes and fraud are digital in nature, occurring at breakneck speed and encompassing large volumes of data. To combat this unlawful activity, knowledge about the use of machine learning technology and software is critical. Machine Learning Forensics for Law Enforcement, Security, and Intelligence integrates an assortment of deductive and instructive tools, techniques, and technologies to arm professionals with the tools they need to be prepared and stay ahead of the game. Step-by-step instructions The book is a practical guide on how to conduct forensic investigations using self-organizing clustering map (SOM) neural networks, text extraction, and rule generating software to "interrogate the evidence." This powerful data is indispensable for fraud detection, cybersecurity, competitive counterintelligence, and corporate and litigation investigations. The book also provides step-by-step instructions on how to construct adaptive criminal and fraud detection systems for organizations. Prediction is the key Internet activity, email, and wireless communications can be captured, modeled, and deployed in order to anticipate potential cyber attacks and other types of crimes. The successful prediction of human reactions and server actions by quantifying their behaviors is invaluable for pre-empting criminal activity. This volume assists chief information officers, law enforcement personnel, legal and IT professionals, investigators, and competitive intelligence analysts in the strategic planning needed to recognize the patterns of criminal activities in order to predict when and where crimes and intrusions are likely to take place.

Machine Learning Forensics For Law Enforcement Security And Intelligence

Author : Jesus Mena
ISBN : 9781439860694
Genre : Computers
File Size : 31. 38 MB
Format : PDF, ePub, Docs
Download : 897
Read : 290

Get This Book


Increasingly, crimes and fraud are digital in nature, occurring at breakneck speed and encompassing large volumes of data. To combat this unlawful activity, knowledge about the use of machine learning technology and software is critical. Machine Learning Forensics for Law Enforcement, Security, and Intelligence integrates an assortment of deductive and instructive tools, techniques, and technologies to arm professionals with the tools they need to be prepared and stay ahead of the game. Step-by-step instructions The book is a practical guide on how to conduct forensic investigations using self-organizing clustering map (SOM) neural networks, text extraction, and rule generating software to "interrogate the evidence." This powerful data is indispensable for fraud detection, cybersecurity, competitive counterintelligence, and corporate and litigation investigations. The book also provides step-by-step instructions on how to construct adaptive criminal and fraud detection systems for organizations. Prediction is the key Internet activity, email, and wireless communications can be captured, modeled, and deployed in order to anticipate potential cyber attacks and other types of crimes. The successful prediction of human reactions and server actions by quantifying their behaviors is invaluable for pre-empting criminal activity. This volume assists chief information officers, law enforcement personnel, legal and IT professionals, investigators, and competitive intelligence analysts in the strategic planning needed to recognize the patterns of criminal activities in order to predict when and where crimes and intrusions are likely to take place.

Machine Learning Forensics For Law Enforcement Security And Intelligence

Author : Jesus Mena
ISBN : 9781466508521
Genre : Computers
File Size : 39. 26 MB
Format : PDF, ePub, Mobi
Download : 227
Read : 771

Get This Book


Increasingly, crimes and fraud are digital in nature, occurring at breakneck speed and encompassing large volumes of data. To combat this unlawful activity, knowledge about the use of machine learning technology and software is critical. Machine Learning Forensics for Law Enforcement, Security, and Intelligence integrates an assortment of deductive and instructive tools, techniques, and technologies to arm professionals with the tools they need to be prepared and stay ahead of the game. Step-by-step instructions The book is a practical guide on how to conduct forensic investigations using self-organizing clustering map (SOM) neural networks, text extraction, and rule generating software to "interrogate the evidence." This powerful data is indispensable for fraud detection, cybersecurity, competitive counterintelligence, and corporate and litigation investigations. The book also provides step-by-step instructions on how to construct adaptive criminal and fraud detection systems for organizations. Prediction is the key Internet activity, email, and wireless communications can be captured, modeled, and deployed in order to anticipate potential cyber attacks and other types of crimes. The successful prediction of human reactions and server actions by quantifying their behaviors is invaluable for pre-empting criminal activity. This volume assists chief information officers, law enforcement personnel, legal and IT professionals, investigators, and competitive intelligence analysts in the strategic planning needed to recognize the patterns of criminal activities in order to predict when and where crimes and intrusions are likely to take place.

Investigative Data Mining For Security And Criminal Detection

Author : Jesus Mena
ISBN : 9780080509389
Genre : Computers
File Size : 32. 41 MB
Format : PDF, ePub, Mobi
Download : 335
Read : 1028

Get This Book


Investigative Data Mining for Security and Criminal Detection is the first book to outline how data mining technologies can be used to combat crime in the 21st century. It introduces security managers, law enforcement investigators, counter-intelligence agents, fraud specialists, and information security analysts to the latest data mining techniques and shows how they can be used as investigative tools. Readers will learn how to search public and private databases and networks to flag potential security threats and root out criminal activities even before they occur. The groundbreaking book reviews the latest data mining technologies including intelligent agents, link analysis, text mining, decision trees, self-organizing maps, machine learning, and neural networks. Using clear, understandable language, it explains the application of these technologies in such areas as computer and network security, fraud prevention, law enforcement, and national defense. International case studies throughout the book further illustrate how these technologies can be used to aid in crime prevention. Investigative Data Mining for Security and Criminal Detection will also serve as an indispensable resource for software developers and vendors as they design new products for the law enforcement and intelligence communities. Key Features: * Covers cutting-edge data mining technologies available to use in evidence gathering and collection * Includes numerous case studies, diagrams, and screen captures to illustrate real-world applications of data mining * Easy-to-read format illustrates current and future data mining uses in preventative law enforcement, criminal profiling, counter-terrorist initiatives, and forensic science * Introduces cutting-edge technologies in evidence gathering and collection, using clear non-technical language * Illustrates current and future applications of data mining tools in preventative law enforcement, homeland security, and other areas of crime detection and prevention * Shows how to construct predictive models for detecting criminal activity and for behavioral profiling of perpetrators * Features numerous Web links, vendor resources, case studies, and screen captures illustrating the use of artificial intelligence (AI) technologies

Data Mining For Intelligence Fraud Criminal Detection

Author : Christopher Westphal
ISBN : 1420067249
Genre : Law
File Size : 25. 22 MB
Format : PDF, ePub, Docs
Download : 792
Read : 858

Get This Book


In 2004, the Government Accountability Office provided a report detailing approximately 200 government-based data-mining projects. While there is comfort in knowing that there are many effective systems, that comfort isn’t worth much unless we can determine that these systems are being effectively and responsibly employed. Written by one of the most respected consultants in the area of data mining and security, Data Mining for Intelligence, Fraud & Criminal Detection: Advanced Analytics & Information Sharing Technologies reviews the tangible results produced by these systems and evaluates their effectiveness. While CSI-type shows may depict information sharing and analysis that are accomplished with the push of a button, this sort of proficiency is more fiction than reality. Going beyond a discussion of the various technologies, the author outlines the issues of information sharing and the effective interpretation of results, which are critical to any integrated homeland security effort. Organized into three main sections, the book fully examines and outlines the future of this field with an insider’s perspective and a visionary’s insight. Section 1 provides a fundamental understanding of the types of data that can be used in current systems. It covers approaches to analyzing data and clearly delineates how to connect the dots among different data elements Section 2 provides real-world examples derived from actual operational systems to show how data is used, manipulated, and interpreted in domains involving human smuggling, money laundering, narcotics trafficking, and corporate fraud Section 3 provides an overview of the many information-sharing systems, organizations, and task forces as well as data interchange formats. It also discusses optimal information-sharing and analytical architectures Currently, there is very little published literature that truly defines real-world systems. Although politics and other factors all play into how much one agency is willing to support the sharing of its resources, many now embrace the wisdom of that path. This book will provide those individuals with an understanding of what approaches are currently available and how they can be most effectively employed.

Computer And Intrusion Forensics

Author : George M. Mohay
ISBN : 1580536301
Genre : Computers
File Size : 57. 51 MB
Format : PDF
Download : 367
Read : 257

Get This Book


A comprehensive and broad introduction to computer and intrusion forensics, designed to help you master the tools, techniques and underlying concepts. It presents case studies from around the world, and covers the areas of law enforcement, national security and the private sector.

Today S White Collar Crime

Author : Hank J. Brightman
ISBN : 9781135843519
Genre : Law
File Size : 89. 50 MB
Format : PDF
Download : 139
Read : 1220

Get This Book


Written as a text for undergraduate courses, this book appeals to instructors interested in teaching the field of white-collar crime, both from a matter-of-fact investigative perspective as well as a decidedly academic endeavor. Accordingly, it goes beyond discussing the basic theories and typologies of commonly-encountered offenses such as fraud, forgery, embezzlement, and currency counterfeiting, to include the legalistic aspects of white-collar crime. It also explores the investigative tools and analytical techniques needed if students wish to pursue careers in this field. Because of the inextricable links between abuse-of-trust crimes such as misuse of government office, nepotism, and bribery and the realm of corporate corruption, these issues are also included. The text also maintains a connection between white-collar crime and acts of international terrorism; as well as the more controversial aspects of possible abuses of power within the public arena posed by the USA Patriot Act of 2001 and the asset forfeiture process. Adapted readings at the end of each chapter provide readable cases of white collar crime in action to illustrate the principles / theories presented. Activities, Exercises, and Photographs are also included in each of the 10 chapters and a Companion Web Site provides additional test items and other instructor support material.

Mastering Windows Network Forensics And Investigation

Author : Steven Anson
ISBN : 9781118236086
Genre : Computers
File Size : 55. 31 MB
Format : PDF
Download : 583
Read : 1017

Get This Book


An authoritative guide to investigating high-technology crimes Internet crime is seemingly ever on the rise, making the need for a comprehensive resource on how to investigate these crimes even more dire. This professional-level book--aimed at law enforcement personnel, prosecutors, and corporate investigators--provides you with the training you need in order to acquire the sophisticated skills and software solutions to stay one step ahead of computer criminals. Specifies the techniques needed to investigate, analyze, and document a criminal act on a Windows computer or network Places a special emphasis on how to thoroughly investigate criminal activity and now just perform the initial response Walks you through ways to present technically complicated material in simple terms that will hold up in court Features content fully updated for Windows Server 2008 R2 and Windows 7 Covers the emerging field of Windows Mobile forensics Also included is a classroom support package to ensure academic adoption, Mastering Windows Network Forensics and Investigation, 2nd Edition offers help for investigating high-technology crimes.

Digital Forensics And Incident Response

Author : Gerard Johansen
ISBN : 9781787285392
Genre : Computers
File Size : 86. 6 MB
Format : PDF
Download : 877
Read : 1068

Get This Book


A practical guide to deploying digital forensic techniques in response to cyber security incidents About This Book Learn incident response fundamentals and create an effective incident response framework Master forensics investigation utilizing digital investigative techniques Contains real-life scenarios that effectively use threat intelligence and modeling techniques Who This Book Is For This book is targeted at Information Security professionals, forensics practitioners, and students with knowledge and experience in the use of software applications and basic command-line experience. It will also help professionals who are new to the incident response/digital forensics role within their organization. What You Will Learn Create and deploy incident response capabilities within your organization Build a solid foundation for acquiring and handling suitable evidence for later analysis Analyze collected evidence and determine the root cause of a security incident Learn to integrate digital forensic techniques and procedures into the overall incident response process Integrate threat intelligence in digital evidence analysis Prepare written documentation for use internally or with external parties such as regulators or law enforcement agencies In Detail Digital Forensics and Incident Response will guide you through the entire spectrum of tasks associated with incident response, starting with preparatory activities associated with creating an incident response plan and creating a digital forensics capability within your own organization. You will then begin a detailed examination of digital forensic techniques including acquiring evidence, examining volatile memory, hard drive assessment, and network-based evidence. You will also explore the role that threat intelligence plays in the incident response process. Finally, a detailed section on preparing reports will help you prepare a written report for use either internally or in a courtroom. By the end of the book, you will have mastered forensic techniques and incident response and you will have a solid foundation on which to increase your ability to investigate such incidents in your organization. Style and approach The book covers practical scenarios and examples in an enterprise setting to give you an understanding of how digital forensics integrates with the overall response to cyber security incidents. You will also learn the proper use of tools and techniques to investigate common cyber security incidents such as malware infestation, memory analysis, disk analysis, and network analysis.

Computer Evidence

Author : Steve Rabin
ISBN : 9781584507086
Genre : Computers
File Size : 35. 83 MB
Format : PDF, ePub, Mobi
Download : 767
Read : 342

Get This Book


As computers and data systems continue to evolve, they expand into every facet of our personal and business lives. Never before has our society been so information and technology driven. Because computers, data communications, and data storage devices hav

Top Download:

Best Books