Aiding Forensic Investigation Through Deep Learning And Machine Learning Frameworks

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Aiding Forensic Investigation Through Deep Learning and Machine Learning Frameworks

Raj, Alex Noel Joseph,Mahesh, Vijayalakshmi G. V.,Nerssison, Ruban,Yu, Ang,Gentry, Jennifer
Aiding Forensic Investigation Through Deep Learning and Machine Learning Frameworks Book PDF

Author : Raj, Alex Noel Joseph,Mahesh, Vijayalakshmi G. V.,Nerssison, Ruban,Yu, Ang,Gentry, Jennifer
Publisher : IGI Global
Page : 293 pages
File Size : 48,9 Mb
Release : 2022-06-24
Category : Law
ISBN : 9781668445600

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Aiding Forensic Investigation Through Deep Learning and Machine Learning Frameworks by Raj, Alex Noel Joseph,Mahesh, Vijayalakshmi G. V.,Nerssison, Ruban,Yu, Ang,Gentry, Jennifer Pdf

It is crucial that forensic science meets challenges such as identifying hidden patterns in data, validating results for accuracy, and understanding varying criminal activities in order to be authoritative so as to hold up justice and public safety. Artificial intelligence, with its potential subsets of machine learning and deep learning, has the potential to transform the domain of forensic science by handling diverse data, recognizing patterns, and analyzing, interpreting, and presenting results. Machine Learning and deep learning frameworks, with developed mathematical and computational tools, facilitate the investigators to provide reliable results. Further study on the potential uses of these technologies is required to better understand their benefits. Aiding Forensic Investigation Through Deep Learning and Machine Learning Frameworks provides an outline of deep learning and machine learning frameworks and methods for use in forensic science to produce accurate and reliable results to aid investigation processes. The book also considers the challenges, developments, advancements, and emerging approaches of deep learning and machine learning. Covering key topics such as biometrics, augmented reality, and fraud investigation, this reference work is crucial for forensic scientists, law enforcement, computer scientists, researchers, scholars, academicians, practitioners, instructors, and students.

Confluence of AI, Machine, and Deep Learning in Cyber Forensics

Misra, Sanjay,Arumugam, Chamundeswari,Jaganathan, Suresh,S., Saraswathi
Confluence of AI Machine and Deep Learning in Cyber Forensics Book PDF

Author : Misra, Sanjay,Arumugam, Chamundeswari,Jaganathan, Suresh,S., Saraswathi
Publisher : IGI Global
Page : 248 pages
File Size : 44,9 Mb
Release : 2020-12-18
Category : Law
ISBN : 9781799849018

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Confluence of AI, Machine, and Deep Learning in Cyber Forensics by Misra, Sanjay,Arumugam, Chamundeswari,Jaganathan, Suresh,S., Saraswathi Pdf

Developing a knowledge model helps to formalize the difficult task of analyzing crime incidents in addition to preserving and presenting the digital evidence for legal processing. The use of data analytics techniques to collect evidence assists forensic investigators in following the standard set of forensic procedures, techniques, and methods used for evidence collection and extraction. Varieties of data sources and information can be uniquely identified, physically isolated from the crime scene, protected, stored, and transmitted for investigation using AI techniques. With such large volumes of forensic data being processed, different deep learning techniques may be employed. Confluence of AI, Machine, and Deep Learning in Cyber Forensics contains cutting-edge research on the latest AI techniques being used to design and build solutions that address prevailing issues in cyber forensics and that will support efficient and effective investigations. This book seeks to understand the value of the deep learning algorithm to handle evidence data as well as the usage of neural networks to analyze investigation data. Other themes that are explored include machine learning algorithms that allow machines to interact with the evidence, deep learning algorithms that can handle evidence acquisition and preservation, and techniques in both fields that allow for the analysis of huge amounts of data collected during a forensic investigation. This book is ideally intended for forensics experts, forensic investigators, cyber forensic practitioners, researchers, academicians, and students interested in cyber forensics, computer science and engineering, information technology, and electronics and communication.

Innovative Machine Learning Applications for Cryptography

Ruth, J. Anitha,Vijayalakshmi, G.V. Mahesh,Visalakshi, P.,Uma, R.,Meenakshi, A.
Innovative Machine Learning Applications for Cryptography Book PDF

Author : Ruth, J. Anitha,Vijayalakshmi, G.V. Mahesh,Visalakshi, P.,Uma, R.,Meenakshi, A.
Publisher : IGI Global
Page : 313 pages
File Size : 43,9 Mb
Release : 2024-03-04
Category : Computers
ISBN : 9798369316436

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Innovative Machine Learning Applications for Cryptography by Ruth, J. Anitha,Vijayalakshmi, G.V. Mahesh,Visalakshi, P.,Uma, R.,Meenakshi, A. Pdf

Data security is paramount in our modern world, and the symbiotic relationship between machine learning and cryptography has recently taken center stage. The vulnerability of traditional cryptosystems to human error and evolving cyber threats is a pressing concern. The stakes are higher than ever, and the need for innovative solutions to safeguard sensitive information is undeniable. Innovative Machine Learning Applications for Cryptography emerges as a steadfast resource in this landscape of uncertainty. Machine learning's prowess in scrutinizing data trends, identifying vulnerabilities, and constructing adaptive analytical models offers a compelling solution. The book explores how machine learning can automate the process of constructing analytical models, providing a continuous learning mechanism to protect against an ever-increasing influx of data. This book goes beyond theoretical exploration, and provides a comprehensive resource designed to empower academic scholars, specialists, and students in the fields of cryptography, machine learning, and network security. Its broad scope encompasses encryption, algorithms, security, and more unconventional topics like Quantum Cryptography, Biological Cryptography, and Neural Cryptography. By examining data patterns and identifying vulnerabilities, it equips its readers with actionable insights and strategies that can protect organizations from the dire consequences of security breaches.

Forecasting Cyber Crimes in the Age of the Metaverse

Elshenraki, Hossam Nabil
Forecasting Cyber Crimes in the Age of the Metaverse Book PDF

Author : Elshenraki, Hossam Nabil
Publisher : IGI Global
Page : 306 pages
File Size : 50,6 Mb
Release : 2023-11-27
Category : Computers
ISBN : 9798369302224

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Forecasting Cyber Crimes in the Age of the Metaverse by Elshenraki, Hossam Nabil Pdf

As the metaverse rapidly evolves, a comprehensive examination of the emerging threats and challenges is imperative. In the groundbreaking exploration within Forecasting Cyber Crimes in the Age of the Metaverse, the intersection of technology, crime, and law enforcement is investigated, and it provides valuable insights into the potential risks and strategies for combating cybercrimes in the metaverse. Drawing upon research and scientific methodologies, this book employs a forward-thinking approach to anticipate the types of crimes that may arise in the metaverse. It addresses various aspects of cybercrime, including crimes against children, financial fraud, ransomware attacks, and attacks on critical infrastructure. The analysis extends to the protection of intellectual property rights and the criminal methods employed against metaverse assets. By forecasting the future of cybercrimes and cyber warfare in the metaverse, this book equips law enforcement agencies, policymakers, and companies with essential knowledge to develop effective strategies and countermeasures. It explores the potential impact of cybercrime on police capabilities and provides valuable insights into the planning and preparedness required to mitigate these threats.

Handbook of Research on Deep Learning-Based Image Analysis Under Constrained and Unconstrained Environments

Raj, Alex Noel Joseph,Mahesh, Vijayalakshmi G. V.,Nersisson, Ruban
Handbook of Research on Deep Learning Based Image Analysis Under Constrained and Unconstrained Environments Book PDF

Author : Raj, Alex Noel Joseph,Mahesh, Vijayalakshmi G. V.,Nersisson, Ruban
Publisher : IGI Global
Page : 381 pages
File Size : 43,9 Mb
Release : 2020-12-25
Category : Computers
ISBN : 9781799866923

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Handbook of Research on Deep Learning-Based Image Analysis Under Constrained and Unconstrained Environments by Raj, Alex Noel Joseph,Mahesh, Vijayalakshmi G. V.,Nersisson, Ruban Pdf

Recent advancements in imaging techniques and image analysis has broadened the horizons for their applications in various domains. Image analysis has become an influential technique in medical image analysis, optical character recognition, geology, remote sensing, and more. However, analysis of images under constrained and unconstrained environments require efficient representation of the data and complex models for accurate interpretation and classification of data. Deep learning methods, with their hierarchical/multilayered architecture, allow the systems to learn complex mathematical models to provide improved performance in the required task. The Handbook of Research on Deep Learning-Based Image Analysis Under Constrained and Unconstrained Environments provides a critical examination of the latest advancements, developments, methods, systems, futuristic approaches, and algorithms for image analysis and addresses its challenges. Highlighting concepts, methods, and tools including convolutional neural networks, edge enhancement, image segmentation, machine learning, and image processing, the book is an essential and comprehensive reference work for engineers, academicians, researchers, and students.

Modeling and Simulation of Functional Nanomaterials for Forensic Investigation

Rakha, Allah,Munawar, Anam,Khanna, Virat,Bansal, Suneev Anil
Modeling and Simulation of Functional Nanomaterials for Forensic Investigation Book PDF

Author : Rakha, Allah,Munawar, Anam,Khanna, Virat,Bansal, Suneev Anil
Publisher : IGI Global
Page : 397 pages
File Size : 54,7 Mb
Release : 2023-06-12
Category : Law
ISBN : 9781668483275

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Modeling and Simulation of Functional Nanomaterials for Forensic Investigation by Rakha, Allah,Munawar, Anam,Khanna, Virat,Bansal, Suneev Anil Pdf

Nanotechnology continues to contribute to the progress of innovations in the area of forensic science ranging from sensing, DNA monitoring, and counterfeiting to fingerprinting. In recent years, functional nanomaterials are widely applied in nanoscience and forensic investigation. They can be used in future interdisciplinary research by scientists, engineers, and biotechnologists. Modeling and Simulation of Functional Nanomaterials for Forensic Investigation focuses on multiple applications related to forensics and provides information linked with nanoparticles. This book provides nanotechnology results in improving the sensitivity of established forensic techniques. It further focuses on different fabrication and characterization techniques of nanomaterials and relates their characteristics with forensic applications. Covering topics such as explosive detection, nano-forensic testing, and nano-trackers, this premier reference source is a comprehensive resource for material engineers, chemical engineers, nanotechnologists, biotechnologists, forensic scientists, students and educators of higher education, researchers, and academicians.

Deep Learning, Reinforcement Learning, and the Rise of Intelligent Systems

Uddin, M. Irfan,Mashwani, Wali Khan
Deep Learning Reinforcement Learning and the Rise of Intelligent Systems Book PDF

Author : Uddin, M. Irfan,Mashwani, Wali Khan
Publisher : IGI Global
Page : 307 pages
File Size : 44,9 Mb
Release : 2024-02-26
Category : Computers
ISBN : 9798369317396

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Deep Learning, Reinforcement Learning, and the Rise of Intelligent Systems by Uddin, M. Irfan,Mashwani, Wali Khan Pdf

The applications of rapidly advancing intelligent systems are so varied that many are still yet to be discovered. There is often a disconnect between experts in computer science, artificial intelligence, machine learning, robotics, and other specialties, which inhibits the potential for the expansion of this technology and its many benefits. A resource that encourages interdisciplinary collaboration is needed to bridge the gap between these respected leaders of their own fields. Deep Learning, Reinforcement Learning, and the Rise of Intelligent Systems represents an exploration of the forefront of artificial intelligence, navigating the complexities of this field and its many applications. This guide expertly navigates through the intricate domains of deep learning and reinforcement learning, offering an in-depth journey through foundational principles, advanced methodologies, and cutting-edge algorithms shaping the trajectory of intelligent systems. The book covers an introduction to artificial intelligence and its subfields, foundational aspects of deep learning, a demystification of the architecture of neural networks, the mechanics of backpropagation, and the intricacies of critical elements such as activation and loss functions. The book serves as a valuable educational resource for professionals. Its structured approach makes it an ideal reference for students, researchers, and industry professionals.

Deep Learning Applications for Cyber Security

Mamoun Alazab,MingJian Tang
Deep Learning Applications for Cyber Security Book PDF

Author : Mamoun Alazab,MingJian Tang
Publisher : Springer
Page : 246 pages
File Size : 49,6 Mb
Release : 2019-08-14
Category : Computers
ISBN : 9783030130572

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Deep Learning Applications for Cyber Security by Mamoun Alazab,MingJian Tang Pdf

Cybercrime remains a growing challenge in terms of security and privacy practices. Working together, deep learning and cyber security experts have recently made significant advances in the fields of intrusion detection, malicious code analysis and forensic identification. This book addresses questions of how deep learning methods can be used to advance cyber security objectives, including detection, modeling, monitoring and analysis of as well as defense against various threats to sensitive data and security systems. Filling an important gap between deep learning and cyber security communities, it discusses topics covering a wide range of modern and practical deep learning techniques, frameworks and development tools to enable readers to engage with the cutting-edge research across various aspects of cyber security. The book focuses on mature and proven techniques, and provides ample examples to help readers grasp the key points.

Exploring Cyber Criminals and Data Privacy Measures

Mateus-Coelho, Nuno,Cruz-Cunha, Manuela
Exploring Cyber Criminals and Data Privacy Measures Book PDF

Author : Mateus-Coelho, Nuno,Cruz-Cunha, Manuela
Publisher : IGI Global
Page : 340 pages
File Size : 45,7 Mb
Release : 2023-09-07
Category : Computers
ISBN : 9781668484241

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Exploring Cyber Criminals and Data Privacy Measures by Mateus-Coelho, Nuno,Cruz-Cunha, Manuela Pdf

In recent years, industries have shifted into the digital domain, as businesses and organizations have used various forms of technology to aid information storage and efficient production methods. Because of these advances, the risk of cybercrime and data security breaches has skyrocketed. Fortunately, cyber security and data privacy research are thriving; however, industry experts must keep themselves updated in this field. Exploring Cyber Criminals and Data Privacy Measures collects cutting-edge research on information security, cybercriminals, and data privacy. It proposes unique strategies for safeguarding and preserving digital information using realistic examples and case studies. Covering key topics such as crime detection, surveillance technologies, and organizational privacy, this major reference work is ideal for cybersecurity professionals, researchers, developers, practitioners, programmers, computer scientists, academicians, security analysts, educators, and students.

Cyber Security Policies and Strategies of the World's Leading States

Chitadze, Nika
Cyber Security Policies and Strategies of the World s Leading States Book PDF

Author : Chitadze, Nika
Publisher : IGI Global
Page : 315 pages
File Size : 46,9 Mb
Release : 2023-10-11
Category : Computers
ISBN : 9781668488478

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Cyber Security Policies and Strategies of the World's Leading States by Chitadze, Nika Pdf

Cyber-attacks significantly impact all sectors of the economy, reduce public confidence in e-services, and threaten the development of the economy using information and communication technologies. The security of information systems and electronic services is crucial to each citizen's social and economic well-being, health, and life. As cyber threats continue to grow, developing, introducing, and improving defense mechanisms becomes an important issue. Cyber Security Policies and Strategies of the World's Leading States is a comprehensive book that analyzes the impact of cyberwarfare on world politics, political conflicts, and the identification of new types of threats. It establishes a definition of civil cyberwarfare and explores its impact on political processes. This book is essential for government officials, academics, researchers, non-government organization (NGO) representatives, mass-media representatives, business sector representatives, and students interested in cyber warfare, cyber security, information security, defense and security, and world political issues. With its comprehensive coverage of cyber security policies and strategies of the world's leading states, it is a valuable resource for those seeking to understand the evolving landscape of cyber security and its impact on global politics. It provides methods to identify, prevent, reduce, and eliminate existing threats through a comprehensive understanding of cyber security policies and strategies used by leading countries worldwide.

Global Perspectives on the Psychology of Terrorism

Chitadze, Nika
Global Perspectives on the Psychology of Terrorism Book PDF

Author : Chitadze, Nika
Publisher : IGI Global
Page : 350 pages
File Size : 53,7 Mb
Release : 2022-09-16
Category : Political Science
ISBN : 9781668453131

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Global Perspectives on the Psychology of Terrorism by Chitadze, Nika Pdf

The constant threat of terror leads to the destabilization of the political, economic, and social situation in the state. Lack of confidence in personal safety contributes to the growth of anxiety, fears, and mental stress, which negatively affects psychological health, leading to the development of various psychosomatic disorders among the population. Global Perspectives on the Psychology of Terrorism discusses the psychological aspects of terrorism, including the determination of the main types of terrorism and the psychological characteristics of terrorists and terrorist groups. It further speaks on the negative impact of terrorism on the mass consciousness, as well as the ways to deal with stress in people exposed to the impact of terrorist attacks, features of human behavior in extreme situations, and methods of psychological support in times of crisis. Covering topics such as state terrorism, international security, and cyberterrorism, this premier reference source is an excellent resource for government officials, sociologists, representatives of mass media, non-governmental organizations, politicians, psychologists, students and faculty of higher education, librarians, researchers, and academicians.

Computational Intelligence and Modelling Techniques for Disease Detection in Mammogram Images

D. Jude Hemanth
Computational Intelligence and Modelling Techniques for Disease Detection in Mammogram Images Book PDF

Author : D. Jude Hemanth
Publisher : Elsevier
Page : 350 pages
File Size : 49,5 Mb
Release : 2023-11-16
Category : Computers
ISBN : 9780443140006

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Computational Intelligence and Modelling Techniques for Disease Detection in Mammogram Images by D. Jude Hemanth Pdf

Computational Intelligence and Modelling Techniques for Disease Detection in Mammogram Images comprehensively examines the wide range of AI-based mammogram analysis methods for medical applications. Beginning with an introductory overview of mammogram data analysis, the book covers the current technologies such as ultrasound, molecular breast imaging (MBI), magnetic resonance (MR), and Positron Emission mammography (PEM), as well as the recent advancements in 3D breast tomosynthesis and 4D mammogram. Deep learning models are presented in each chapter to show how they can assist in the efficient processing of breast images. The book also discusses hybrid intelligence approaches for early-stage detection and the use of machine learning classifiers for cancer detection, staging and density assessment in order to develop a proper treatment plan. This book will not only aid computer scientists and medical practitioners in developing a real-time AI based mammogram analysis system, but also addresses the issues and challenges with the current processing methods which are not conducive for real-time applications. Presents novel ideas for AI based mammogram data analysis Discusses the roles deep learning and machine learning techniques play in efficient processing of mammogram images and in the accurate defining of different types of breast cancer Features dozens of real-world case studies from contributors across the globe

Handbook of Research on War Policies, Strategies, and Cyber Wars

Özsungur, Fahri
Handbook of Research on War Policies Strategies and Cyber Wars Book PDF

Author : Özsungur, Fahri
Publisher : IGI Global
Page : 490 pages
File Size : 44,8 Mb
Release : 2023-05-05
Category : Technology & Engineering
ISBN : 9781668467428

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Handbook of Research on War Policies, Strategies, and Cyber Wars by Özsungur, Fahri Pdf

In the new world order, conflicts between countries are increasing. Fluctuations in the economy and imbalances in the distribution of scarce resources to developing countries can result in wars. The effect of the recent COVID-19 pandemic and economic crisis has caused changes in the strategies and policies of countries. Technological changes and developments have also triggered cyber wars. Despite this, many countries prefer to fight on the field. The damage to the international economy of wars, which kills civilians and causes serious damage to developing countries, is a current issue. The Handbook of Research on War Policies, Strategies, and Cyber Wars examines the factors that lead to war and the damages caused by war strategies and policies. It is a guide for future generations to develop constructive policies and strategies for living in a peaceful world. Covering topics such as geopolitical consequences, civil liberty, and terrorism, this major reference work is a dynamic resource for policymakers, strategists, government officials, politicians, sociologists, students and educators of higher education, librarians, researchers, and academicians.

Digital Forensics in the Era of Artificial Intelligence

Nour Moustafa
Digital Forensics in the Era of Artificial Intelligence Book PDF

Author : Nour Moustafa
Publisher : CRC Press
Page : 254 pages
File Size : 52,5 Mb
Release : 2022-07-18
Category : Computers
ISBN : 9781000598537

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Digital Forensics in the Era of Artificial Intelligence by Nour Moustafa Pdf

Digital forensics plays a crucial role in identifying, analysing, and presenting cyber threats as evidence in a court of law. Artificial intelligence, particularly machine learning and deep learning, enables automation of the digital investigation process. This book provides an in-depth look at the fundamental and advanced methods in digital forensics. It also discusses how machine learning and deep learning algorithms can be used to detect and investigate cybercrimes. This book demonstrates digital forensics and cyber-investigating techniques with real-world applications. It examines hard disk analytics and style architectures, including Master Boot Record and GUID Partition Table as part of the investigative process. It also covers cyberattack analysis in Windows, Linux, and network systems using virtual machines in real-world scenarios. Digital Forensics in the Era of Artificial Intelligence will be helpful for those interested in digital forensics and using machine learning techniques in the investigation of cyberattacks and the detection of evidence in cybercrimes.

Machine Learning Forensics for Law Enforcement, Security, and Intelligence

Jesus Mena
Machine Learning Forensics for Law Enforcement Security and Intelligence Book PDF

Author : Jesus Mena
Publisher : CRC Press
Page : 351 pages
File Size : 42,5 Mb
Release : 2016-04-19
Category : Computers
ISBN : 9781466508521

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Machine Learning Forensics for Law Enforcement, Security, and Intelligence by Jesus Mena Pdf

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