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Explainable Machine Learning for Multimedia Based Healthcare Applications, Hossain


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Цена: 167700.00T
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Автор: Hossain
Название:  Explainable Machine Learning for Multimedia Based Healthcare Applications
ISBN: 9783031380358
Издательство: Springer
Классификация:




ISBN-10: 3031380355
Обложка/Формат: Hardback
Страницы: 233
Вес: 0.00 кг.
Дата издания: 23.09.2023
Язык: English
Издание: 1st ed. 2023
Иллюстрации: Xiv, 233 p.
Размер: 235 x 155
Основная тема: Engineering
Ссылка на Издательство: Link
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Поставляется из: Германии
Описание: This book covers the latest research studies regarding Explainable Machine Learning used in multimedia-based healthcare applications. In this context, the content includes not only introductions for applied research efforts but also theoretical touches and discussions targeting open problems as well as future insights. In detail, a comprehensive topic coverage is ensured by focusing on remarkable healthcare problems solved with Artificial Intelligence. Because today’s conditions in medical data processing are often associated with multimedia, the book considers research studies with especially multimedia data processing.
Дополнительное описание: Foreword.- Preface.- Acknowledgement.- Table of Contents.- Chapter 1:.- Automatic Fetal Motion Detection from Trajectory of US Videos Based on YOLOv5 and LSTM.- Chapter 2:.- Explainable Machine Learning (XML) for Multimedia-based Healthcare Systems: Oppor


Автор: Nagrath, Preeti
Название: Smart Distributed Embedded Systems for Healthcare Applications
ISBN: 1032183470 ISBN-13(EAN): 9781032183473
Издательство: Taylor&Francis
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Цена: 137810.00 T
Наличие на складе: Есть у поставщика Поставка под заказ.
Описание: This book discusses the applications and optimization of emerging smart technologies in the field of healthcare. It further explains different modeling scenarios of the latest technologies in the healthcare system and compares the results to better understand the nature and progress of diseases in the human body, which would ultimately lead to early diagnosis and better treatment and cure of diseases with the help of distributed technology. Covers the implementation models using technologies such as artificial intelligence, machine learning, and deep learning with distributed systems for better diagnosis and treatment of diseases.

Gives in-depth review of technological advancements like advanced sensing technologies such as plasmonic sensors, usage of RFIDs, and electronic diagnostic tools in the field of healthcare engineering. Discusses possibilities of augmented reality and virtual reality interventions for providing unique solutions in medical science, clinical research, psychology, and neurological disorders. Highlights the future challenges and risks involved in the application of smart technologies such as cloud computing, fog computing, IOT, and distributed computing in healthcare.

Confers to utilize the AI and ML and associated aids in healthcare sectors in the post-Covid 19 period to revitalize the medical setup. Contributions included in the book will motivate technological developers and researchers to develop new algorithms and protocols in the healthcare field. It will serve as a vast platform for gaining knowledge regarding healthcare delivery, health- care management, healthcare in governance, and health monitoring approaches using distributed environments.

It will serve as an ideal reference text for graduate students and researchers in diverse engineering fields including electrical, electronics and communication, computer, and biomedical fields.


Explainable AI in Healthcare

Автор: Raval, Mehul S
Название: Explainable AI in Healthcare
ISBN: 1032367113 ISBN-13(EAN): 9781032367118
Издательство: Taylor&Francis
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Цена: 100030.00 T
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Explainable AI in Healthcare and Medicine: Building a Culture of Transparency and Accountability

Автор: Shaban-Nejad Arash, Michalowski Martin, Buckeridge David L.
Название: Explainable AI in Healthcare and Medicine: Building a Culture of Transparency and Accountability
ISBN: 3030533514 ISBN-13(EAN): 9783030533519
Издательство: Springer
Цена: 158380.00 T
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Описание: This book highlights the latest advances in the application of artificial intelligence and data science in health care and medicine.

Explainable AI in Healthcare and Medicine: Building a Culture of Transparency and Accountability

Автор: Shaban-Nejad Arash, Michalowski Martin, Buckeridge David L.
Название: Explainable AI in Healthcare and Medicine: Building a Culture of Transparency and Accountability
ISBN: 3030533549 ISBN-13(EAN): 9783030533540
Издательство: Springer
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Цена: 158380.00 T
Наличие на складе: Есть у поставщика Поставка под заказ.
Описание: This book highlights the latest advances in the application of artificial intelligence and data science in health care and medicine.

Principles and Methods of Explainable Artificial Intelligence in Healthcare

Автор: Akash Kumar Bhoi, Alfonso Gonza?lez Briones, P Naga Srinivasu, Victor Hugo C. de Albuquerque
Название: Principles and Methods of Explainable Artificial Intelligence in Healthcare
ISBN: 1668437910 ISBN-13(EAN): 9781668437919
Издательство: Mare Nostrum (Eurospan)
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Цена: 452760.00 T
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Описание: Discusses explainable artificial intelligence and its applications in healthcare, providing a broad overview of state-of-the-art approaches for accurate analysis and diagnosis. The book also encompasses computational vision processing techniques that handle complex.

Explainable and Interpretable Models in Computer Vision and Machine Learning

Автор: Hugo Jair Escalante; Sergio Escalera; Isabelle Guy
Название: Explainable and Interpretable Models in Computer Vision and Machine Learning
ISBN: 3319981307 ISBN-13(EAN): 9783319981307
Издательство: Springer
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Цена: 93160.00 T
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Описание:

This book compiles leading research on the development of explainable and interpretable machine learning methods in the context of computer vision and machine learning.Research progress in computer vision and pattern recognition has led to a variety of modeling techniques with almost human-like performance. Although these models have obtained astounding results, they are limited in their explainability and interpretability: what is the rationale behind the decision made? what in the model structure explains its functioning? Hence, while good performance is a critical required characteristic for learning machines, explainability and interpretability capabilities are needed to take learning machines to the next step to include them in decision support systems involving human supervision. This book, written by leading international researchers, addresses key topics of explainability and interpretability, including the following: · Evaluation and Generalization in Interpretable Machine Learning· Explanation Methods in Deep Learning· Learning Functional Causal Models with Generative Neural Networks· Learning Interpreatable Rules for Multi-Label Classification· Structuring Neural Networks for More Explainable Predictions· Generating Post Hoc Rationales of Deep Visual Classification Decisions· Ensembling Visual Explanations· Explainable Deep Driving by Visualizing Causal Attention· Interdisciplinary Perspective on Algorithmic Job Candidate Search· Multimodal Personality Trait Analysis for Explainable Modeling of Job Interview Decisions · Inherent Explainability Pattern Theory-based Video Event Interpretations

Explainable Agency in Artificial Intelligence: Research and Practice

Автор: Tulli, Silvia ; AHA, David W
Название: Explainable Agency in Artificial Intelligence: Research and Practice
ISBN: 1032409134 ISBN-13(EAN): 9781032409139
Издательство: Taylor&Francis
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Цена: 142910.00 T
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Human and Machine Learning: Visible, Explainable, Trustworthy and Transparent

Автор: Zhou Jianlong, Chen Fang
Название: Human and Machine Learning: Visible, Explainable, Trustworthy and Transparent
ISBN: 3030080072 ISBN-13(EAN): 9783030080075
Издательство: Springer
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Цена: 60550.00 T
Наличие на складе: Есть у поставщика Поставка под заказ.
Описание: With an evolutionary advancement of Machine Learning (ML) algorithms, a rapid increase of data volumes and a significant improvement of computation powers, machine learning becomes hot in different applications. However, because of the nature of “black-box” in ML methods, ML still needs to be interpreted to link human and machine learning for transparency and user acceptance of delivered solutions. This edited book addresses such links from the perspectives of visualisation, explanation, trustworthiness and transparency. The book establishes the link between human and machine learning by exploring transparency in machine learning, visual explanation of ML processes, algorithmic explanation of ML models, human cognitive responses in ML-based decision making, human evaluation of machine learning and domain knowledge in transparent ML applications.This is the first book of its kind to systematically understand the current active research activities and outcomes related to human and machine learning. The book will not only inspire researchers to passionately develop new algorithms incorporating human for human-centred ML algorithms, resulting in the overall advancement of ML, but also help ML practitioners proactively use ML outputs for informative and trustworthy decision making.This book is intended for researchers and practitioners involved with machine learning and its applications. The book will especially benefit researchers in areas like artificial intelligence, decision support systems and human-computer interaction.

Explainable Human-AI Interaction

Автор: Sreedharan
Название: Explainable Human-AI Interaction
ISBN: 303103757X ISBN-13(EAN): 9783031037573
Издательство: Springer
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Цена: 51230.00 T
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Описание: To do this effectively, AI agents need to go beyond planning with their own models of the world, and take into account the mental model of the human in the loop. At a minimum, AI agents need approximations of the human`s task and goal models, as well as the human`s model of the AI agent`s task and goal models.

Explainable Artificial Intelligence Based on Neuro-Fuzzy Modeling with Applications in Finance

Автор: Rutkowski Tom
Название: Explainable Artificial Intelligence Based on Neuro-Fuzzy Modeling with Applications in Finance
ISBN: 3030755207 ISBN-13(EAN): 9783030755201
Издательство: Springer
Цена: 149060.00 T
Наличие на складе: Есть у поставщика Поставка под заказ.
Описание: The book proposes techniques, with an emphasis on the financial sector, which will make recommendation systems both accurate and explainable. However, in many applications, e.g., medical diagnosis or venture capital investment recommendations, it is essential to explain the rationale behind AI systems decisions or recommendations.

Practical Explainable AI Using Python: Artificial Intelligence Model Explanations Using Python-based Libraries, Extensions, and Frameworks

Автор: Mishra Pradeepta
Название: Practical Explainable AI Using Python: Artificial Intelligence Model Explanations Using Python-based Libraries, Extensions, and Frameworks
ISBN: 1484271572 ISBN-13(EAN): 9781484271575
Издательство: Springer
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Цена: 60550.00 T
Наличие на складе: Есть у поставщика Поставка под заказ.
Описание: Intermediate-Advanced

Explainable Neural Networks Based on Fuzzy Logic and Multi-criteria Decision Tools

Автор: Dombi Jуzsef, Csiszбr Orsolya
Название: Explainable Neural Networks Based on Fuzzy Logic and Multi-criteria Decision Tools
ISBN: 3030722821 ISBN-13(EAN): 9783030722821
Издательство: Springer
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Цена: 139750.00 T
Наличие на складе: Есть у поставщика Поставка под заказ.
Описание: The research presented in this book shows how combining deep neural networks with a special class of fuzzy logical rules and multi-criteria decision tools can make deep neural networks more interpretable - and even, in many cases, more efficient.


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