Aiding Forensic Investigation Through Deep Learning and Machine Learning Frameworks

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Publisher : IGI Global
ISBN 13 : 1668445603
Total Pages : 293 pages
Book Rating : 4.6/5 (684 download)

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Book Synopsis Aiding Forensic Investigation Through Deep Learning and Machine Learning Frameworks by : Raj, Alex Noel Joseph

Download or read book Aiding Forensic Investigation Through Deep Learning and Machine Learning Frameworks written by Raj, Alex Noel Joseph and published by IGI Global. This book was released on 2022-06-24 with total page 293 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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

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Publisher : IGI Global
ISBN 13 : 1799849015
Total Pages : 248 pages
Book Rating : 4.7/5 (998 download)

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Book Synopsis Confluence of AI, Machine, and Deep Learning in Cyber Forensics by : Misra, Sanjay

Download or read book Confluence of AI, Machine, and Deep Learning in Cyber Forensics written by Misra, Sanjay and published by IGI Global. This book was released on 2020-12-18 with total page 248 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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

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Publisher : IGI Global
ISBN 13 :
Total Pages : 313 pages
Book Rating : 4.3/5 (693 download)

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Book Synopsis Innovative Machine Learning Applications for Cryptography by : Ruth, J. Anitha

Download or read book Innovative Machine Learning Applications for Cryptography written by Ruth, J. Anitha and published by IGI Global. This book was released on 2024-03-04 with total page 313 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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

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Publisher : IGI Global
ISBN 13 :
Total Pages : 306 pages
Book Rating : 4.3/5 (693 download)

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Book Synopsis Forecasting Cyber Crimes in the Age of the Metaverse by : Elshenraki, Hossam Nabil

Download or read book Forecasting Cyber Crimes in the Age of the Metaverse written by Elshenraki, Hossam Nabil and published by IGI Global. This book was released on 2023-11-27 with total page 306 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.

Modeling and Simulation of Functional Nanomaterials for Forensic Investigation

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Publisher : IGI Global
ISBN 13 : 1668483270
Total Pages : 397 pages
Book Rating : 4.6/5 (684 download)

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Book Synopsis Modeling and Simulation of Functional Nanomaterials for Forensic Investigation by : Rakha, Allah

Download or read book Modeling and Simulation of Functional Nanomaterials for Forensic Investigation written by Rakha, Allah and published by IGI Global. This book was released on 2023-06-12 with total page 397 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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

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Publisher : IGI Global
ISBN 13 :
Total Pages : 307 pages
Book Rating : 4.3/5 (693 download)

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Book Synopsis Deep Learning, Reinforcement Learning, and the Rise of Intelligent Systems by : Uddin, M. Irfan

Download or read book Deep Learning, Reinforcement Learning, and the Rise of Intelligent Systems written by Uddin, M. Irfan and published by IGI Global. This book was released on 2024-02-26 with total page 307 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.

Exploring Cyber Criminals and Data Privacy Measures

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Publisher : IGI Global
ISBN 13 : 1668484242
Total Pages : 340 pages
Book Rating : 4.6/5 (684 download)

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Book Synopsis Exploring Cyber Criminals and Data Privacy Measures by : Mateus-Coelho, Nuno

Download or read book Exploring Cyber Criminals and Data Privacy Measures written by Mateus-Coelho, Nuno and published by IGI Global. This book was released on 2023-09-07 with total page 340 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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

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Publisher : IGI Global
ISBN 13 : 1668488477
Total Pages : 315 pages
Book Rating : 4.6/5 (684 download)

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

Download or read book Cyber Security Policies and Strategies of the World's Leading States written by Chitadze, Nika and published by IGI Global. This book was released on 2023-10-11 with total page 315 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.

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

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Publisher : IGI Global
ISBN 13 : 1668467429
Total Pages : 490 pages
Book Rating : 4.6/5 (684 download)

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Book Synopsis Handbook of Research on War Policies, Strategies, and Cyber Wars by : Özsungur, Fahri

Download or read book Handbook of Research on War Policies, Strategies, and Cyber Wars written by Özsungur, Fahri and published by IGI Global. This book was released on 2023-05-05 with total page 490 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.

Computational Intelligence and Modelling Techniques for Disease Detection in Mammogram Images

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Author :
Publisher : Elsevier
ISBN 13 : 0443140006
Total Pages : 350 pages
Book Rating : 4.4/5 (431 download)

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

Download or read book Computational Intelligence and Modelling Techniques for Disease Detection in Mammogram Images written by D. Jude Hemanth and published by Elsevier. This book was released on 2023-11-16 with total page 350 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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

Global Perspectives on the Psychology of Terrorism

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Publisher : IGI Global
ISBN 13 : 1668453134
Total Pages : 350 pages
Book Rating : 4.6/5 (684 download)

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Book Synopsis Global Perspectives on the Psychology of Terrorism by : Chitadze, Nika

Download or read book Global Perspectives on the Psychology of Terrorism written by Chitadze, Nika and published by IGI Global. This book was released on 2022-09-16 with total page 350 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.

Deep Learning Applications for Cyber Security

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Author :
Publisher : Springer
ISBN 13 : 3030130576
Total Pages : 246 pages
Book Rating : 4.0/5 (31 download)

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Book Synopsis Deep Learning Applications for Cyber Security by : Mamoun Alazab

Download or read book Deep Learning Applications for Cyber Security written by Mamoun Alazab and published by Springer. This book was released on 2019-08-14 with total page 246 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.

Digital Forensics in the Era of Artificial Intelligence

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Author :
Publisher : CRC Press
ISBN 13 : 1000598535
Total Pages : 254 pages
Book Rating : 4.0/5 (5 download)

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Book Synopsis Digital Forensics in the Era of Artificial Intelligence by : Nour Moustafa

Download or read book Digital Forensics in the Era of Artificial Intelligence written by Nour Moustafa and published by CRC Press. This book was released on 2022-07-18 with total page 254 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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

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Publisher : CRC Press
ISBN 13 : 1466508523
Total Pages : 351 pages
Book Rating : 4.4/5 (665 download)

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Book Synopsis Machine Learning Forensics for Law Enforcement, Security, and Intelligence by : Jesus Mena

Download or read book Machine Learning Forensics for Law Enforcement, Security, and Intelligence written by Jesus Mena and published by CRC Press. This book was released on 2016-04-19 with total page 351 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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

Artificial Intelligence and Blockchain in Digital Forensics

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Publisher : CRC Press
ISBN 13 : 100084806X
Total Pages : 297 pages
Book Rating : 4.0/5 (8 download)

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Book Synopsis Artificial Intelligence and Blockchain in Digital Forensics by : P. Karthikeyan

Download or read book Artificial Intelligence and Blockchain in Digital Forensics written by P. Karthikeyan and published by CRC Press. This book was released on 2023-02-06 with total page 297 pages. Available in PDF, EPUB and Kindle. Book excerpt: Digital forensics is the science of detecting evidence from digital media like a computer, smartphone, server, or network. It provides the forensic team with the most beneficial methods to solve confused digital-related cases. AI and blockchain can be applied to solve online predatory chat cases and photo forensics cases, provide network service evidence, custody of digital files in forensic medicine, and identify roots of data scavenging. The increased use of PCs and extensive use of internet access, have meant easy availability of hacking tools. Over the past two decades, improvements in the information technology landscape have made the collection, preservation, and analysis of digital evidence extremely important. The traditional tools for solving cybercrimes and preparing court cases are making investigations difficult. We can use AI and blockchain design frameworks to make the digital forensic process efficient and straightforward. AI features help determine the contents of a picture, detect spam email messages and recognize swatches of hard drives that could contain suspicious files. Blockchain-based lawful evidence management schemes can supervise the entire evidence flow of all of the court data. This book provides a wide-ranging overview of how AI and blockchain can be used to solve problems in digital forensics using advanced tools and applications available on the market.

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

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Author :
Publisher : IGI Global
ISBN 13 : 1799866920
Total Pages : 381 pages
Book Rating : 4.7/5 (998 download)

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Book Synopsis Handbook of Research on Deep Learning-Based Image Analysis Under Constrained and Unconstrained Environments by : Raj, Alex Noel Joseph

Download or read book Handbook of Research on Deep Learning-Based Image Analysis Under Constrained and Unconstrained Environments written by Raj, Alex Noel Joseph and published by IGI Global. This book was released on 2020-12-25 with total page 381 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.

Artificial Intelligence (AI) in Forensic Sciences

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Author :
Publisher : John Wiley & Sons
ISBN 13 : 1119813328
Total Pages : 260 pages
Book Rating : 4.1/5 (198 download)

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Book Synopsis Artificial Intelligence (AI) in Forensic Sciences by : Zeno Geradts

Download or read book Artificial Intelligence (AI) in Forensic Sciences written by Zeno Geradts and published by John Wiley & Sons. This book was released on 2024-01-29 with total page 260 pages. Available in PDF, EPUB and Kindle. Book excerpt: ARTIFICIAL INTELLIGENCE (AI) IN FORENSIC SCIENCES Foundational text for teaching and learning within the field of Artificial Intelligence (AI) as it applies to forensic science Artificial Intelligence (AI) in Forensic Sciences presents an overview of the state-of-the-art applications of Artificial Intelligence within Forensic Science, covering issues with validation and new crimes that use AI; issues with triage, preselection, identification, argumentation and explain ability; demonstrating uses of AI in forensic science; and providing discussions on bias when using AI. The text discusses the challenges for the legal presentation of AI data and interpretation and offers solutions to this problem while addressing broader practical and emerging issues in a growing area of interest in forensics. It builds on key developing areas of focus in academic and government research, providing an authoritative and well-researched perspective. Compiled by two highly qualified editors with significant experience in the field, and part of the Wiley — AAFS series ‘Forensic Science in Focus’, Artificial Intelligence (AI) in Forensic Sciences includes information on: Cyber IoT, fundamentals on AI in forensic science, speaker and facial comparison, and deepfake detection Digital-based evidence creation, 3D and AI, interoperability of standards, and forensic audio and speech analysis Text analysis, video and multimedia analytics, reliability, privacy, network forensics, intelligence operations, argumentation support in court, and case applications Identification of genetic markers, current state and federal legislation with regards to AI, and forensics and fingerprint analysis Providing comprehensive coverage of the subject, Artificial Intelligence (AI) in Forensic Sciences is an essential advanced text for final year undergraduates and master’s students in forensic science, as well as universities teaching forensics (police, IT security, digital science and engineering), forensic product vendors and governmental and cyber security agencies.