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Artificial Intelligence and Cognitive Science
  • Language: en
  • Pages: 547

Artificial Intelligence and Cognitive Science

This open access book constitutes selected papers presented during the 30th Irish Conference on Artificial Intelligence and Cognitive Science, held in Munster, Ireland, in December 2022. The 41 presented papers were thoroughly reviewed and selected from the 102 submissions. They are organized in topical sections on ​machine learning, deep learning and applications; responsible and trustworthy artificial intelligence; natural language processing and recommender systems; knowledge representation, reasoning, optimisation and intelligent applications.

A Distributed Architecture for the Monitoring and Analysis of Time Series Data
  • Language: en

A Distributed Architecture for the Monitoring and Analysis of Time Series Data

Abstract It is estimated that the quantity of digital data being transferred, processed or stored at any one time currently stands at 4.4 zettabytes (4.4 × 270 bytes) and this figure is expected to have grown by a factor of 10 to 44 zettabytes by 2020 [1]. Exploiting this data is and will remain, a significant challenge. At present there is the capacity to store 33% of digital data in existence at any one time; by 2020 this capacity is expected to fall to 15%. These statistics suggest that, in the era of Big Data, the identification of important, exploitable data will need to be done in a timely manner. Systems for the monitoring and analysis of data, e.g. stock markets, smart grids and ...

Human Activity and Behavior Analysis
  • Language: en
  • Pages: 457

Human Activity and Behavior Analysis

  • Type: Book
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  • Published: 2024-04-29
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  • Publisher: CRC Press

Human Activity and Behavior Analysis relates to the field of vision and sensor-based human action or activity and behavior analysis and recognition. The book includes a series of methodologies, surveys, relevant datasets, challenging applications, ideas, and future prospects. The book discusses topics such as action recognition, action understanding, gait analysis, gesture recognition, behavior analysis, emotion and affective computing, and related areas. This volume focuses on relevant activities in three main subject areas: Healthcare and Emotion, Mental Health, and Nurse Care Records. The editors are experts in these arenas and the contributing authors are drawn from high-impact research groups around the world. This book will be of great interest to academics, students, and professionals working and researching in the field of human activity and behavior analysis.

Explainable, Interpretable, and Transparent AI Systems
  • Language: en
  • Pages: 355

Explainable, Interpretable, and Transparent AI Systems

  • Type: Book
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  • Published: 2024-08-23
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  • Publisher: CRC Press

Transparent Artificial Intelligence (AI) systems facilitate understanding of the decision-making process and provide opportunities in various aspects of explaining AI models. This book provides up-to-date information on the latest advancements in the field of explainable AI, which is a critical requirement of AI, Machine Learning (ML), and Deep Learning (DL) models. It provides examples, case studies, latest techniques, and applications from domains such as healthcare, finance, and network security. It also covers open-source interpretable tool kits so that practitioners can use them in their domains. Features: Presents a clear focus on the application of explainable AI systems while tacklin...

Computational Intelligence in Medical Decision Making and Diagnosis
  • Language: en
  • Pages: 286

Computational Intelligence in Medical Decision Making and Diagnosis

  • Type: Book
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  • Published: 2023-03-31
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  • Publisher: CRC Press

Computation intelligence (CI) paradigms, including artificial neural networks, fuzzy systems, evolutionary computing techniques, and intelligent agents, form the basis of making clinical decisions. This book explains different aspects of the current research on CI technologies applied in the field of medical diagnosis. It discusses critical issues related to medical diagnosis, like uncertainties in the medical domain, problems in the medical data, especially dealing with time-stamped data, and knowledge acquisition. Features: Introduces recent applications of new computational intelligence technologies focusing on medical diagnosis issues. Reviews multidisciplinary research in health care, l...

Explainable Artificial Intelligence
  • Language: en
  • Pages: 471

Explainable Artificial Intelligence

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Medical Data Analysis and Processing using Explainable Artificial Intelligence
  • Language: en
  • Pages: 287

Medical Data Analysis and Processing using Explainable Artificial Intelligence

  • Type: Book
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  • Published: 2023-11-02
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  • Publisher: CRC Press

The text presents concepts of explainable artificial intelligence (XAI) in solving real world biomedical and healthcare problems. It will serve as an ideal reference text for graduate students and academic researchers in diverse fields of engineering including electrical, electronics and communication, computer, and biomedical. Presents explainable artificial intelligence (XAI) based machine analytics and deep learning in medical science. Discusses explainable artificial intelligence (XA)I with the Internet of Medical Things (IoMT) for healthcare applications. Covers algorithms, tools, and frameworks for explainable artificial intelligence on medical data. Explores the concepts of natural la...

Computational Science and Its Applications – ICCSA 2020
  • Language: en
  • Pages: 1022

Computational Science and Its Applications – ICCSA 2020

The seven volumes LNCS 12249-12255 constitute the refereed proceedings of the 20th International Conference on Computational Science and Its Applications, ICCSA 2020, held in Cagliari, Italy, in July 2020. Due to COVID-19 pandemic the conference was organized in an online event. Computational Science is the main pillar of most of the present research, industrial and commercial applications, and plays a unique role in exploiting ICT innovative technologies. The 466 full papers and 32 short papers presented were carefully reviewed and selected from 1450 submissions. Apart from the general track, ICCSA 2020 also include 52 workshops, in various areas of computational sciences, ranging from computational science technologies, to specific areas of computational sciences, such as software engineering, security, machine learning and artificial intelligence, blockchain technologies, and of applications in many fields.

AI for Health Equity and Fairness
  • Language: en
  • Pages: 316

AI for Health Equity and Fairness

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Advances in Deep Generative Models for Medical Artificial Intelligence
  • Language: en
  • Pages: 259

Advances in Deep Generative Models for Medical Artificial Intelligence

Generative Artificial Intelligence is rapidly advancing with many state-of-the-art performances on computer vision, speech processing, and natural language processing tasks. Generative adversarial networks and neural diffusion models can generate high-quality synthetic images of human faces, artworks, and coherent essays on different topics. Generative models are also transforming Medical Artificial Intelligence, given their potential to learn complex features from medical imaging and healthcare data. Hence, computer-aided diagnosis and healthcare are benefiting from Medical Artificial Intelligence and Generative Artificial Intelligence. This book presents the recent advances in generative m...