Human Centric Ai With Common Sense

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Human Centric Ai With Common Sense
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Author : Filip Ilievski
language : en
Publisher: Springer Nature
Release Date : 2024-12-20
Human Centric Ai With Common Sense written by Filip Ilievski and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-12-20 with Computers categories.
This book enables readers to understand the challenges and opportunities of developing human-centered AI with commonsense reasoning abilities. Despite apparent accuracy improvements brought by large neural models across task benchmarks, common sense is still lacking. The lack of common sense affects many tasks, including story understanding, decision-making, and question answering. Commonsense knowledge and reasoning have long been considered the “black matter” of AI, raising concerns about the trustworthiness and applicability of AI methods in both autonomous and hybrid applications. This book describes how to design a more robust, collaborative, explainable, and responsible AI through incorporating neuro-symbolic commonsense reasoning. In addition, the book provides examples of how these properties of AI can facilitate a wide range of social-good applications in digital democracy, traffic monitoring, education, and robotics. What makes commonsense reasoning such a unique and impactful challenge? What can we learn from cognitive research when designing and developing AI systems? How can we approach building responsible, robust, collaborative, and explainable AI with common sense? And finally, what is the impact of this work on human-AI teaming? This book provides an accessible introduction and exploration of these topics.
Computational Argumentation A Foundation For Human Centric Ai
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Author : Antonis Kakas
language : en
Publisher: Frontiers Media SA
Release Date : 2024-11-19
Computational Argumentation A Foundation For Human Centric Ai written by Antonis Kakas and has been published by Frontiers Media SA this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-11-19 with Science categories.
Human-centric AI aims at designing and developing systems that operate along with humans in a cognitively-compatible and synergetic way. Such systems are required to exhibit human-like cognitive abilities and intelligence, either at the general level of the human population or at some specialized level of expertise in a specific field. In either case, human-centric AI systems exist as (expert) companions or peers of their human users that would operate alongside them to support and enhance their capabilities.
Conversational Ai For Natural Human Centric Interaction
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Author : Svetlana Stoyanchev
language : en
Publisher: Springer Nature
Release Date : 2022-10-31
Conversational Ai For Natural Human Centric Interaction written by Svetlana Stoyanchev and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022-10-31 with Technology & Engineering categories.
This book includes peer-reviewed articles from the 12th International Workshop on Spoken Dialogue System Technology, IWSDS 2021, Singapore. Nowadays, dialogue systems or conversational agents have become one of the most important mechanisms for human-computer or human-robot interaction that has been widely adopted as new paradigm for many applications, companies, and final users. On the other hand, recent advances in natural language processing, understanding and generation, as well as a continuous increasing computational power and large number of resources and data, have brought important and consistent improvements to the capabilities of dialogue systems enabling users to have more productive and enjoyable interactions. However, on the threshold of a new decade, the current state of the art shows important areas where improvements are needed such as incorporation of ground-based knowledge, personality, emotions, and adaptability, as well as automatic mechanisms for objective, robust and fast evaluations, especially in the context of developing social and e-health applications. In this 12th edition of the International Workshop on Spoken Dialogue Systems (IWSDS), “Conversational AI for natural human-centric interaction“ compiles and presents a synopsis on current global research efforts to push forward the state of the art in dialogue technologies, including advances to the classical problems of dialogue management, language generation and understanding, personalisation and generation, spokena and multimodal interaction, dialogue evaluation, dialogue modelling and applications, as well as topics related to chatbots and conversational agent technologies.
Generalizable Commonsense Reasoning For Hybrid Intelligence Systems
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Author : Filip Ilievski
language : en
Publisher: Springer
Release Date : 2024-10-06
Generalizable Commonsense Reasoning For Hybrid Intelligence Systems written by Filip Ilievski and has been published by Springer this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-10-06 with Computers categories.
This book enables readers to understand the challenges and opportunities of developing trustworthy AI with commonsense reasoning skills. Commonsense knowledge is often implicit and presents a challenge for automated methods in natural language processing and question answering as the extraction and learning algorithms cannot count on the commonsense knowledge being available directly in text. As such, commonsense knowledge and reasoning has been considered the “black matter” of AI, raising concerns about the trustworthiness and applicability of AI methods in automated and hybrid applications, especially social good applications in misinformation, traffic, health, and education. This book presents dominant methods that combine neural and symbolic advances to achieve adaptivity, collaboration, explainability, and responsibility through commonsense reasoning. In addition, the book describes how these socio-technical properties of AI can facilitate a range of social-good applications like misinformation, traffic, education, and health. What makes commonsense reasoning such a unique and impactful challenge? What do cognitive and AI perspectives bring to the table? How can we approach building responsible, adaptive, collaborative, and explainable AI with common sense? And finally, what is the impact of this work on hybrid human-AI intelligent systems? This book provides an accessible introduction and exploration of these topics.
Neuro Symbolic Artificial Intelligence
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Author : Bikram Pratim Bhuyan
language : en
Publisher: Springer Nature
Release Date : 2024-12-22
Neuro Symbolic Artificial Intelligence written by Bikram Pratim Bhuyan and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-12-22 with Computers categories.
This book highlights and attempts to fill a crucial gap in the existing literature by providing a comprehensive exploration of the emerging field of neuro-symbolic AI. It introduces the concept of neuro-symbolic AI, highlighting its fusion of symbolic reasoning and machine learning. The book covers symbolic AI and knowledge representation, neural networks and deep learning, neuro-symbolic integration approaches, reasoning and inference techniques, applications in healthcare and robotics, as well as challenges and future directions. By combining the power of symbolic logic and knowledge representation with the flexibility of neural networks, neuro-symbolic AI offers the potential for more interpretable and trustworthy AI systems. This book is a valuable resource for researchers, practitioners, and students interested in understanding and applying neuro-symbolic AI.
Data Centric Artificial Intelligence For Multidisciplinary Applications
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Author : Parikshit N Mahalle
language : en
Publisher: CRC Press
Release Date : 2024-06-06
Data Centric Artificial Intelligence For Multidisciplinary Applications written by Parikshit N Mahalle and has been published by CRC Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-06-06 with Computers categories.
This book explores the need for a data‐centric AI approach and its application in the multidisciplinary domain, compared to a model‐centric approach. It examines the methodologies for data‐centric approaches, the use of data‐centric approaches in different domains, the need for edge AI and how it differs from cloud‐based AI. It discusses the new category of AI technology, "data‐centric AI" (DCAI), which focuses on comprehending, utilizing, and reaching conclusions from data. By adding machine learning and big data analytics tools, data‐centric AI modifies this by enabling it to learn from data rather than depending on algorithms. It can therefore make wiser choices and deliver more precise outcomes. Additionally, it has the potential to be significantly more scalable than conventional AI methods. • Includes a collection of case studies with experimentation results to adhere to the practical approaches • Examines challenges in dataset generation, synthetic datasets, analysis, and prediction algorithms in stochastic ways • Discusses methodologies to achieve accurate results by improving the quality of data • Comprises cases in healthcare and agriculture with implementation and impact of quality data in building AI applications
Artificial Intelligence A Human Centric Simulation Of Software Coded Heuristics
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Author : Dr. DIWAKAR CHAUDHARY
language : en
Publisher: kitab writing publication
Release Date : 2023-10-28
Artificial Intelligence A Human Centric Simulation Of Software Coded Heuristics written by Dr. DIWAKAR CHAUDHARY and has been published by kitab writing publication this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-10-28 with Antiques & Collectibles categories.
Artificial intelligence: A Human Centric Simulation of Software coded heuristics is a comprehensive discourse on the fundamental principles and concepts that lead to building Artificially intelligent programs. It details the wide range of possible application areas where artificial intelligence can be used. The concepts of heuristic search and development of meta-heuristic algorithms has led a far way towards the development of computational intelligence algorithms and nature inspired algorithms that have been used in a variety of problem solving methods. Topics covered include: how intelligence can be defined, whether machines can think 0f sensory input in machine systems, the nature of consciousness, the controversial culturing of human neurons etc. Exploring issues at the heart of the subject, this book is suitable for anyone interested in AI, and provides an illuminating and accessible introduction to this fascinating subject.
Human Centered Ai Crowd Computing
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Author : Jie Yang
language : en
Publisher: Frontiers Media SA
Release Date : 2023-06-02
Human Centered Ai Crowd Computing written by Jie Yang and has been published by Frontiers Media SA this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-06-02 with Science categories.
Wanted Human Ai Translators
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Author : Geertrui Mieke De Ketelaere
language : en
Publisher: Pelckmans
Release Date : 2021-05-01
Wanted Human Ai Translators written by Geertrui Mieke De Ketelaere and has been published by Pelckmans this book supported file pdf, txt, epub, kindle and other format this book has been release on 2021-05-01 with Education categories.
Anyone who thinks artificial intelligence (AI) doesn’t really concern us yet is wrong. AI is no longer a matter for futuristic science fiction films or hip technology fairs. It is now everywhere in your life. That personalised advertising folder from the supermarket with offers “especially for you”? AI. The songs suggested for you on Spotify? AI. The self-regulating traffic lights on the corner of your street? AI. It is undeniable that AI is entering our lives at a dizzying speed. It is now part of our everyday world, and also penetrating business sectors everywhere. This raises many questions. What can AI do? What can it not do? To what extent is AI really intelligent and how far does it add value to our lives? AI expert Geertrui Mieke De Ketelaere has been closely involved in the developments in this fascinating world for many years. In this book, she explains the basic concepts of artificial intelligence in an accessible and transparent way. She discusses the many opportunities that AI offers, but does not neglect the risks. De Ketelaere takes you beyond the hype, allowing you to participate in this fascinating debate in an informed manner. One truth is clear: AI is already important, and it will be crucial for our future.
Human Centered Ai
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Author : Ben Shneiderman
language : en
Publisher: Oxford University Press
Release Date : 2022
Human Centered Ai written by Ben Shneiderman and has been published by Oxford University Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022 with Computers categories.
The remarkable progress in algorithms for machine and deep learning have opened the doors to new opportunities, and some dark possibilities. However, a bright future awaits those who build on their working methods by including HCAI strategies of design and testing. As many technology companies and thought leaders have argued, the goal is not to replace people, but to empower them by making design choices that give humans control over technology. In Human-Centered AI, Professor Ben Shneiderman offers an optimistic realist's guide to how artificial intelligence can be used to augment and enhance humans' lives. This project bridges the gap between ethical considerations and practical realities to offer a road map for successful, reliable systems. Digital cameras, communications services, and navigation apps are just the beginning. Shneiderman shows how future applications will support health and wellness, improve education, accelerate business, and connect people in reliable, safe, and trustworthy ways that respect human values, rights, justice, and dignity.