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Handbook of Research on Deep Learning-Based Image Analysis Under Constrained and Unconstrained Environments
  • Language: en
  • Pages: 403

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

  • Type: Book
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  • Published: 2020-12-25
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  • Publisher: IGI Global

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-Bas...

Aiding Forensic Investigation Through Deep Learning and Machine Learning Frameworks
  • Language: en
  • Pages: 293

Aiding Forensic Investigation Through Deep Learning and Machine Learning Frameworks

  • Categories: Law
  • Type: Book
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  • Published: 2022-06-24
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  • Publisher: IGI Global

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...

Machine Learning and Cryptographic Solutions for Data Protection and Network Security
  • Language: en
  • Pages: 557

Machine Learning and Cryptographic Solutions for Data Protection and Network Security

  • Type: Book
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  • Published: 2024-05-31
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  • Publisher: IGI Global

In the relentless battle against escalating cyber threats, data security faces a critical challenge – the need for innovative solutions to fortify encryption and decryption processes. The increasing frequency and complexity of cyber-attacks demand a dynamic approach, and this is where the intersection of cryptography and machine learning emerges as a powerful ally. As hackers become more adept at exploiting vulnerabilities, the book stands as a beacon of insight, addressing the urgent need to leverage machine learning techniques in cryptography. Machine Learning and Cryptographic Solutions for Data Protection and Network Security unveil the intricate relationship between data security and m...

Research Anthology on Improving Medical Imaging Techniques for Analysis and Intervention
  • Language: en
  • Pages: 1671

Research Anthology on Improving Medical Imaging Techniques for Analysis and Intervention

  • Type: Book
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  • Published: 2022-09-09
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  • Publisher: IGI Global

Medical imaging provides medical professionals the unique ability to investigate and diagnose injuries and illnesses without being intrusive. With the surge of technological advancement in recent years, the practice of medical imaging has only been improved through these technologies and procedures. It is essential to examine these innovations in medical imaging to implement and improve the practice around the world. The Research Anthology on Improving Medical Imaging Techniques for Analysis and Intervention investigates and presents the recent innovations, procedures, and technologies implemented in medical imaging. Covering topics such as automatic detection, simulation in medical education, and neural networks, this major reference work is an excellent resource for radiologists, medical professionals, hospital administrators, medical educators and students, librarians, researchers, and academicians.

Advances in Artificial Intelligence and Machine Learning in Big Data Processing
  • Language: en
  • Pages: 343

Advances in Artificial Intelligence and Machine Learning in Big Data Processing

Zusammenfassung: This book constitutes the refereed proceedings of the First International Conference on Advances in Artificial Intelligence & Machine Learning in Big Data Processing, AAIMB 2023, held in Chennai, India, during August 17-18, 2023. The 51 full papers presented were carefully reviewed and selected from 183 submissions. They were organized in the following topical sections: Part I- artificial intelligence and data analytics; deep learning. Part II- artificial intelligence and data analytics; machine learning

Exploring the Ethical Implications of Generative AI
  • Language: en
  • Pages: 314

Exploring the Ethical Implications of Generative AI

  • Type: Book
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  • Published: 2024-04-04
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  • Publisher: IGI Global

Generative Artificial Intelligence (AI), an ever-evolving technology, holds immense promise across various industries, from healthcare to content generation. However, its rapid advancement has also given rise to profound ethical concerns. Illicit black-market industries exploit generative AI for counterfeit imagery, and in educational settings, biases and misinformation perpetuate. These issues underscore the need to grapple with the risks accompanying generative AI integration. Exploring the Ethical Implications of Generative AI emerges as a wellspring of insight for discerning academic scholars. It sets the stage by acknowledging generative AI's multifaceted potential and its capacity to reshape industries. The book addresses these complex ethical concerns, offering a comprehensive analysis and providing a roadmap for responsible AI development and usage. Its intended audience spans business leaders, policymakers, scholars, and individuals passionate about the ethical dimensions of AI.

Wearable Devices, Surveillance Systems, and AI for Women's Wellbeing
  • Language: en
  • Pages: 352

Wearable Devices, Surveillance Systems, and AI for Women's Wellbeing

  • Type: Book
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  • Published: 2024-03-25
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  • Publisher: IGI Global

In a world where the safety of women remains a pressing issue, the intersection of artificial intelligence (AI) and emerging technologies is a motivating force. Despite strides toward gender equality, women continue to face threats, harassment, and violence, necessitating innovative solutions. Traditional approaches fall short of providing comprehensive protection, prompting the exploration of innovative technologies to address these challenges effectively. Wearable Devices, Surveillance Systems, and AI for Women's Wellbeing emerges as a timely and indispensable solution to the persistent safety issues faced by women globally. This persuasive book not only articulates the problems women encounter but also presents groundbreaking solutions that harness the transformative potential of AI. It delves into the intricate ways AI applications, from mobile safety apps to predictive analytics, can be strategically employed to create a safer and more inclusive society for women.

Forecasting Cyber Crimes in the Age of the Metaverse
  • Language: en
  • Pages: 306

Forecasting Cyber Crimes in the Age of the Metaverse

  • Type: Book
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  • Published: 2023-11-27
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  • Publisher: IGI Global

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...

Diagnosis of Neurological Disorders Based on Deep Learning Techniques
  • Language: en
  • Pages: 237

Diagnosis of Neurological Disorders Based on Deep Learning Techniques

  • Type: Book
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  • Published: 2023-05-15
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  • Publisher: CRC Press

This book is based on deep learning approaches used for the diagnosis of neurological disorders, including basics of deep learning algorithms using diagrams, data tables, and practical examples, for diagnosis of neurodegenerative and neurodevelopmental disorders. It includes application of feed-forward neural networks, deep generative models, convolutional neural networks, graph convolutional networks, and recurrent neural networks in the field of diagnosis of neurological disorders. Along with this, data preprocessing including scaling, correction, trimming, and normalization is also included. Offers a detailed description of the deep learning approaches used for the diagnosis of neurological disorders. Demonstrates concepts of deep learning algorithms using diagrams, data tables, and examples for the diagnosis of neurodegenerative, neurodevelopmental, and psychiatric disorders. Helps build, train, and deploy different types of deep architectures for diagnosis. Explores data preprocessing techniques involved in diagnosis. Includes real-time case studies and examples. This book is aimed at graduate students and researchers in biomedical imaging and machine learning.

Cases on Edge Computing and Analytics
  • Language: en
  • Pages: 327

Cases on Edge Computing and Analytics

  • Type: Book
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  • Published: 2021-01-08
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  • Publisher: IGI Global

Edge computing and analytics are fascinating the whole world of computing. Industry and business are keenly embracing this sound concept to develop customer-centric solutions by enhancing their operations, offerings, and outputs. There is a bevy of advancements in this domain that came with the arrival of IoT devices. The seamless convergence of microservices and serverless computing creates vast opportunities. With the help of IoT devices and these other developments, there has become a deep interest in business automation and additional improvisations in edge computing. With the steady growth of edge devices and applications of IoT fog/edge computing and analytics, there are also distinct ...