Brains and Machines: Towards a unified Ethics of AI and Neuroscience

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Author :
Publisher : Elsevier
ISBN 13 : 0443158703
Total Pages : 296 pages
Book Rating : 4.4/5 (431 download)

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Book Synopsis Brains and Machines: Towards a unified Ethics of AI and Neuroscience by :

Download or read book Brains and Machines: Towards a unified Ethics of AI and Neuroscience written by and published by Elsevier. This book was released on 2024-05-24 with total page 296 pages. Available in PDF, EPUB and Kindle. Book excerpt: Brains and Machines: Towards a unified Ethics of AI and Neuroscience provides a comprehensive overview of concepts and ethical issues at the intersection of two emerging technological trends in the 21st century: AI and neurotechnology. In line with recent advances across both fields, debates about philosophical, ethical, regulatory and social issues raised by neuroscience and AI have considerably expanded in the past decade. Yet, despite many intersections and fruitful interactions between the two scientific domains, ethical debates about neuroscience and AI have mostly moved in parallel. This volume assembles voices from various disciplines to provide a more unified view and offer novel perspectives on two complementary lines of discourse. The volume provides scientific background by outlining the state of the art of applying AI in the field of neuroscience and discussing instances where findings and debates from neuroscience provide cues and inspiration to the study of AI. Based on this background, the book then addresses conceptual frameworks, identifies ethical challenges at the intersection of neuroscience and AI, and highlights challenges and opportunities of finding common ground in interdisciplinary settings. - Provides complementary perspectives from international experts on neuroscience, AI and ethics - Searches for common ground in debates that have in the past often moved in parallel - Provides an introduction into current ethical debates at the intersection of two fast-moving key technologies

Navigating AI Ethics: Building a Responsible and Equitable Future

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Author :
Publisher : Rick Spair
ISBN 13 :
Total Pages : 566 pages
Book Rating : 4./5 ( download)

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Book Synopsis Navigating AI Ethics: Building a Responsible and Equitable Future by : Rick Spair

Download or read book Navigating AI Ethics: Building a Responsible and Equitable Future written by Rick Spair and published by Rick Spair. This book was released on with total page 566 pages. Available in PDF, EPUB and Kindle. Book excerpt: In an era where artificial intelligence (AI) is rapidly transforming every aspect of our lives— from healthcare and education to finance and national security—society stands at a critical crossroads. The promise of AI is undeniable: enhanced efficiency, groundbreaking discoveries, and solutions to some of the world’s most complex challenges. But alongside this remarkable potential lies profound responsibility. As AI technologies become more autonomous and embedded into the fabric of our world, they also introduce ethical dilemmas that demand our immediate attention. "Navigating AI Ethics: Building a Responsible and Equitable Future" is a timely exploration of these ethical challenges. It offers a comprehensive guide to understanding how AI systems can—and must—be developed and deployed in ways that reflect the principles of fairness, accountability, and human dignity. The decisions we make today in governing AI will reverberate for generations to come, shaping not only technological progress but also the very fabric of our global society. Ethical considerations in AI are no longer abstract thought experiments confined to academic circles. We are already witnessing the real-world impact of AI systems in determining who gets hired, who receives loans, how law enforcement resources are allocated, and even who receives critical medical care. Yet, as these technologies become more powerful, they also become more opaque, raising urgent questions about transparency, bias, accountability, and control. Who is responsible when AI systems make mistakes or produce biased outcomes? How can we ensure that AI serves the interests of all humanity rather than reinforcing existing inequalities or creating new ones? This book aims to provide answers to these questions by offering a roadmap for building a responsible and equitable AI future. It explores the ethical principles that should guide AI development and presents practical frameworks for incorporating these principles into real-world applications. Drawing on insights from philosophers, technologists, policymakers, and industry leaders, "Navigating AI Ethics" seeks to balance innovation with ethical responsibility. At its core, this book is about safeguarding the human element in AI. As much as we are captivated by the potential of intelligent machines, the ultimate goal must always be to enhance, rather than diminish, human well-being. This involves not only preventing harm and addressing bias but also ensuring that the benefits of AI are distributed fairly across all sectors of society. As you journey through this book, you will gain a deeper understanding of the evolution of AI ethics, from early theoretical discussions to the concrete challenges facing us today. You will explore the pivotal roles that data, bias, privacy, and transparency play in shaping AI’s ethical landscape, and you will confront the difficult questions surrounding autonomy, accountability, and control in an increasingly automated world. The book also offers a forward-looking perspective, examining the future of AI ethics as we edge closer to the development of superintelligent systems, and how global cooperation will be essential to navigating these uncharted waters. "Navigating AI Ethics: Building a Responsible and Equitable Future" is more than just a discussion of the problems AI presents—it is a call to action. The future of AI is not predetermined; it will be shaped by the choices we make today. By embracing an ethical approach to AI development, we can ensure that these technologies contribute to a future that is not only intelligent but also just, fair, and aligned with the highest ideals of humanity. This is the future we must strive for: one where AI serves humanity, upholds ethical standards, and helps build a world that is better for all. Welcome to this critical exploration of AI ethics. Together, we can navigate the complex challenges of AI and ensure that its future is both responsible and equitable.

Clinical Neurotechnology meets Artificial Intelligence

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Author :
Publisher : Springer Nature
ISBN 13 : 3030645908
Total Pages : 232 pages
Book Rating : 4.0/5 (36 download)

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Book Synopsis Clinical Neurotechnology meets Artificial Intelligence by : Orsolya Friedrich

Download or read book Clinical Neurotechnology meets Artificial Intelligence written by Orsolya Friedrich and published by Springer Nature. This book was released on 2021-03-03 with total page 232 pages. Available in PDF, EPUB and Kindle. Book excerpt: Neurotechnologies such as brain-computer interfaces (BCIs), which allow technical devices to be used with the power of thought or concentration alone, are no longer a futuristic dream or, depending on the viewpoint, a nightmare. Moreover, the combination of neurotechnologies and AI raises a host of pressing problems. Now that these technologies are about to leave the laboratory and enter the real world, these problems and implications can and should be scrutinized. This volume brings together scholars from a wide range of academic disciplines such as philosophy, law, the social sciences and neurosciences, and is unique in terms of both its focus and its methods. The latter vary considerably, and range from philosophical analysis and phenomenologically inspired descriptions to legal analysis and socio-empirical research. This diversified approach allows the book to explore the entire spectrum of philosophical, normative, legal and empirical dimensions of intelligent neurotechnologies. Philosophical and legal analyses of normative problems are complemented by a thorough empirical assessment of how BCIs and other forms of neurotechnology are being implemented, and what their measurable implications are. To take a closer look at specific neurotechnologies, a number of applications are addressed. Case studies, previously unidentified issues, and normative insights on these cases complement the rich portrait this volume provides. Clinicians, philosophers, lawyers, social scientists and engineers will greatly benefit from the collection of articles compiled in this book, which will likely become a standard reference work on the philosophy of intelligent neurotechnologies.

The Conscious Code

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Publisher : Austin Macauley Publishers
ISBN 13 : 1035836300
Total Pages : 250 pages
Book Rating : 4.0/5 (358 download)

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Book Synopsis The Conscious Code by : Prof. Rocky Scopelliti

Download or read book The Conscious Code written by Prof. Rocky Scopelliti and published by Austin Macauley Publishers. This book was released on 2023-12-08 with total page 250 pages. Available in PDF, EPUB and Kindle. Book excerpt: In an age where Artificial Intelligence (AI) evolves at a breakneck pace, the boundaries of machine capabilities are constantly being redefined. Propelled by advancements in deep learning and related technologies, AI is inching ever closer to mimicking human intellect. But can it achieve consciousness? And if so, at what cost to humanity? This book delves deep into the multi-faceted debate surrounding artificially conscious AI. It untangles ethical quandaries, philosophical dilemmas, technological challenges, political considerations, and the regulatory landscape. By drawing connections between AI research, neuroscience, and cognitive science, the narrative provides a comprehensive understanding of what consciousness might mean in the context of AI. As over a thousand AI luminaries globally sound the alarm, urging a pause on certain AI developments, the book underscores the urgency of its message. Recent incidents have spotlighted AI systems with capabilities so advanced that even their creators grapple to fully grasp or control them. It’s imperative, now more than ever, to critically assess the implications of AI consciousness, weighing its potential risks against its benefits. This book offers both a timely warning and a call to informed action.

The Ethics of Artificial Intelligence in Education

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Author :
Publisher : Taylor & Francis
ISBN 13 : 1000620689
Total Pages : 313 pages
Book Rating : 4.0/5 (6 download)

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Book Synopsis The Ethics of Artificial Intelligence in Education by : Wayne Holmes

Download or read book The Ethics of Artificial Intelligence in Education written by Wayne Holmes and published by Taylor & Francis. This book was released on 2022-08-11 with total page 313 pages. Available in PDF, EPUB and Kindle. Book excerpt: The Ethics of Artificial Intelligence in Education identifies and confronts key ethical issues generated over years of AI research, development, and deployment in learning contexts. Adaptive, automated, and data-driven education systems are increasingly being implemented in universities, schools, and corporate training worldwide, but the ethical consequences of engaging with these technologies remain unexplored. Featuring expert perspectives from inside and outside the AIED scholarly community, this book provides AI researchers, learning scientists, educational technologists, and others with questions, frameworks, guidelines, policies, and regulations to ensure the positive impact of artificial intelligence in learning.

50 Years of Artificial Intelligence

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Publisher : Springer Science & Business Media
ISBN 13 : 3540772952
Total Pages : 408 pages
Book Rating : 4.5/5 (47 download)

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Book Synopsis 50 Years of Artificial Intelligence by : Max Lungarella

Download or read book 50 Years of Artificial Intelligence written by Max Lungarella and published by Springer Science & Business Media. This book was released on 2007-12-10 with total page 408 pages. Available in PDF, EPUB and Kindle. Book excerpt: This Festschrift volume, published in celebration of the 50th Anniversary of Artificial Intelligence, includes 34 refereed papers written by leading researchers in the field of Artificial Intelligence. The papers were carefully selected from the invited lectures given at the 50th Anniversary Summit of AI, held at the Centro Stefano Franscini, Monte Verità, Ascona, Switzerland, July 9-14, 2006. The summit provided a venue for discussions on a broad range of topics.

Pain Neuroethics and Bioethics

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Author :
Publisher : Academic Press
ISBN 13 : 9780128157978
Total Pages : 0 pages
Book Rating : 4.1/5 (579 download)

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Book Synopsis Pain Neuroethics and Bioethics by :

Download or read book Pain Neuroethics and Bioethics written by and published by Academic Press. This book was released on 2018-10-01 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: The treatment of pain and scientific pursuits to understand the mechanisms underlying pain raise many ethical, legal, and social issues. For the first time, this edited volume brings together content experts in the fields of pain, pediatrics, neuroscience, brain imaging, bioethics, health humanities, and the law to provide insight into the timely topic of pain neuroethics. This landmark volume of the state of the art exploration of pain neuroethics will be a must read for those interested in the ethical issues in pain research, treatment, and management.

Can Artificial Intelligence and Big Data Analytics Save the Future of Psychiatry?

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Author :
Publisher : iUniverse
ISBN 13 : 1663252688
Total Pages : 193 pages
Book Rating : 4.6/5 (632 download)

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Book Synopsis Can Artificial Intelligence and Big Data Analytics Save the Future of Psychiatry? by : A. George Awad

Download or read book Can Artificial Intelligence and Big Data Analytics Save the Future of Psychiatry? written by A. George Awad and published by iUniverse. This book was released on 2023-04-26 with total page 193 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book is the second of the series about the imperatives for the search for new psychiatry. As stated in my recent 2021 book about: The Search for New Psychiatry, current psychiatric practices have failed many: patients and their families, their doctors and the society at large. That was the end of the 2021 book and the beginning of this book as a follow up in search for pathways to a new and more effective science-based practice Based on its major contributions to the recent successful and expedient development of the Covid 19 vaccines, I am proposing the same pathway of using the new revolution in informatics as the way to save and secure the future of psychiatry and that is what I am recommending in this book reaping the benefit of AI and Big Data Analytics but with a wide open eye on its limits, reliability, risks, unforeseen or unintentional harms. Part Two of the book deals with a number of perineal and also new challenges that continue to require better understanding and resolution. Among the phenomenological and nosological challenges, the recent development by Neurology of its subspeciality of Behavioral Neurology in competition to Neuropsychiatry, is reviewed in terms of an opportunity for integration of the tow subspecialities towards the creation of a new third field of “Clinical Neurosciences”. Other challenges included are: The Subjective /Objective Dichotomy, Lunacy and the Moon- reflections on the interactions of the brain and environment and Woke Psychiatry, what is it? Several other clinical challenges include: The Past is Coming Back as The Future -The Rise, Fall and Rise Again of Psychedelics, Loneliness as the silent disorder and several other challenges. At the end, a postscript has been hastily added in memory of a close friend, a pioneering psychopharmacologist but above all an empathic humanist, Professor Thomas Arthur Ban or as he always preferred, Tom.

Who's in Charge?

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Author :
Publisher : Harper Collins
ISBN 13 : 0062096834
Total Pages : 210 pages
Book Rating : 4.0/5 (62 download)

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Book Synopsis Who's in Charge? by : Michael S. Gazzaniga

Download or read book Who's in Charge? written by Michael S. Gazzaniga and published by Harper Collins. This book was released on 2011-11-15 with total page 210 pages. Available in PDF, EPUB and Kindle. Book excerpt: “Big questions are Gazzaniga’s stock in trade.” —New York Times “Gazzaniga is one of the most brilliant experimental neuroscientists in the world.” —Tom Wolfe “Gazzaniga stands as a giant among neuroscientists, for both the quality of his research and his ability to communicate it to a general public with infectious enthusiasm.” —Robert Bazell, Chief Science Correspondent, NBC News The author of Human, Michael S. Gazzaniga has been called the “father of cognitive neuroscience.” In his remarkable book, Who’s in Charge?, he makes a powerful and provocative argument that counters the common wisdom that our lives are wholly determined by physical processes we cannot control. His well-reasoned case against the idea that we live in a “determined” world is fascinating and liberating, solidifying his place among the likes of Oliver Sacks, Antonio Damasio, V.S. Ramachandran, and other bestselling science authors exploring the mysteries of the human brain.

Conscious Mind, Resonant Brain

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Publisher : Oxford University Press
ISBN 13 : 0190070552
Total Pages : 771 pages
Book Rating : 4.1/5 (9 download)

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Book Synopsis Conscious Mind, Resonant Brain by : Stephen Grossberg

Download or read book Conscious Mind, Resonant Brain written by Stephen Grossberg and published by Oxford University Press. This book was released on 2021 with total page 771 pages. Available in PDF, EPUB and Kindle. Book excerpt: How does your mind work? How does your brain give rise to your mind? These are questions that all of us have wondered about at some point in our lives, if only because everything that we know is experienced in our minds. They are also very hard questions to answer. After all, how can a mind understand itself? How can you understand something as complex as the tool that is being used to understand it? This book provides an introductory and self-contained description of some of the exciting answers to these questions that modern theories of mind and brain have recently proposed. Stephen Grossberg is broadly acknowledged to be the most important pioneer and current research leader who has, for the past 50 years, modelled how brains give rise to minds, notably how neural circuits in multiple brain regions interact together to generate psychological functions. This research has led to a unified understanding of how, where, and why our brains can consciously see, hear, feel, and know about the world, and effectively plan and act within it. The work embodies revolutionary Principia of Mind that clarify how autonomous adaptive intelligence is achieved. It provides mechanistic explanations of multiple mental disorders, including symptoms of Alzheimer's disease, autism, amnesia, and sleep disorders; biological bases of morality and religion, including why our brains are biased towards the good so that values are not purely relative; perplexing aspects of the human condition, including why many decisions are irrational and self-defeating despite evolution's selection of adaptive behaviors; and solutions to large-scale problems in machine learning, technology, and Artificial Intelligence that provide a blueprint for autonomously intelligent algorithms and robots. Because brains embody a universal developmental code, unifying insights also emerge about shared laws that are found in all living cellular tissues, from the most primitive to the most advanced, notably how the laws governing networks of interacting cells support developmental and learning processes in all species. The fundamental brain design principles of complementarity, uncertainty, and resonance that Grossberg has discovered also reflect laws of the physical world with which our brains ceaselessly interact, and which enable our brains to incrementally learn to understand those laws, thereby enabling humans to understand the world scientifically. Accessibly written, and lavishly illustrated, Conscious Mind/Resonant Brain is the magnum opus of one of the most influential scientists of the past 50 years, and will appeal to a broad readership across the sciences and humanities.

Ethical Dimensions of Commercial and DIY Neurotechnologies

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Author :
Publisher : Academic Press
ISBN 13 : 0128161825
Total Pages : 302 pages
Book Rating : 4.1/5 (281 download)

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Book Synopsis Ethical Dimensions of Commercial and DIY Neurotechnologies by :

Download or read book Ethical Dimensions of Commercial and DIY Neurotechnologies written by and published by Academic Press. This book was released on 2020-04-12 with total page 302 pages. Available in PDF, EPUB and Kindle. Book excerpt: Ethical Dimensions of Commercial and DIY Neurotechnologies Volume Three, the latest release in the Developments in Neuroethics and Bioethics series, highlights new advances in the field, with this new volume presenting interesting chapters on timely topics surrounding neuroethics and bioethics. Each chapter is written by an international board of authors. - Provides the authority and expertise of leading contributors from an international board of authors - Presents the latest release in the Developments in Neuroethics and Bioethics series - Includes the latest information on the ethics of commercial and DIY neurotechnologies

Oxford Handbook of Ethics of AI

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Publisher : Oxford University Press
ISBN 13 : 0190067411
Total Pages : 1000 pages
Book Rating : 4.1/5 (9 download)

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Book Synopsis Oxford Handbook of Ethics of AI by : Markus D. Dubber

Download or read book Oxford Handbook of Ethics of AI written by Markus D. Dubber and published by Oxford University Press. This book was released on 2020-06-30 with total page 1000 pages. Available in PDF, EPUB and Kindle. Book excerpt: This volume tackles a quickly-evolving field of inquiry, mapping the existing discourse as part of a general attempt to place current developments in historical context; at the same time, breaking new ground in taking on novel subjects and pursuing fresh approaches. The term "A.I." is used to refer to a broad range of phenomena, from machine learning and data mining to artificial general intelligence. The recent advent of more sophisticated AI systems, which function with partial or full autonomy and are capable of tasks which require learning and 'intelligence', presents difficult ethical questions, and has drawn concerns from many quarters about individual and societal welfare, democratic decision-making, moral agency, and the prevention of harm. This work ranges from explorations of normative constraints on specific applications of machine learning algorithms today-in everyday medical practice, for instance-to reflections on the (potential) status of AI as a form of consciousness with attendant rights and duties and, more generally still, on the conceptual terms and frameworks necessarily to understand tasks requiring intelligence, whether "human" or "A.I."

Cortex and Mind

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Publisher :
ISBN 13 : 0195147529
Total Pages : 313 pages
Book Rating : 4.1/5 (951 download)

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Book Synopsis Cortex and Mind by : Joaquin M. Fuster

Download or read book Cortex and Mind written by Joaquin M. Fuster and published by . This book was released on 2003 with total page 313 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book presents a unique synthesis of the current neuroscience of cognition by one of the world's authorities in the field. The guiding principle to this synthesis is the tenet that the entirety of our knowledge is encoded by relations, and thus by connections, in neuronal networks of our cerebral cortex. Cognitive networks develop by experience on a base of widely dispersed modular cell assemblies representing elementary sensations and movements. As they develop cognitive networks organize themselves hierarchically by order of complexity or abstraction of their content. Because networks intersect profusely, sharing commong nodes, a neuronal assembly anywhere in the cortex can be part of many networks, and therefore many items of knowledge. All cognitive functions consist of neural transactions within and between cognitive networks. After reviewing the neurobiology and architecture of cortical networks (also named cognits), the author undertakes a systematic study of cortical dynamics in each of the major cognitive functions--perception, memory, attention, language, and intelligence. In this study, he makes use of a large body of evidence from a variety of methodologies, in the brain of the human as well as the nonhuman primate. The outcome of his interdisciplinary endeavor is the emergence of a structural and dynamic order in the cerebral cortex that, though still sketchy and fragmentary, mirrors with remarkable fidelity the order in the human mind.

Brain-Computer Interfaces

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Author :
Publisher : Springer Science & Business Media
ISBN 13 : 1849962723
Total Pages : 286 pages
Book Rating : 4.8/5 (499 download)

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Book Synopsis Brain-Computer Interfaces by : Desney S. Tan

Download or read book Brain-Computer Interfaces written by Desney S. Tan and published by Springer Science & Business Media. This book was released on 2010-06-10 with total page 286 pages. Available in PDF, EPUB and Kindle. Book excerpt: For generations, humans have fantasized about the ability to create devices that can see into a person’s mind and thoughts, or to communicate and interact with machines through thought alone. Such ideas have long captured the imagination of humankind in the form of ancient myths and modern science fiction stories. Recent advances in cognitive neuroscience and brain imaging technologies have started to turn these myths into a reality, and are providing us with the ability to interface directly with the human brain. This ability is made possible through the use of sensors that monitor physical processes within the brain which correspond with certain forms of thought. Brain-Computer Interfaces: Applying our Minds to Human-Computer Interaction broadly surveys research in the Brain-Computer Interface domain. More specifically, each chapter articulates some of the challenges and opportunities for using brain sensing in Human-Computer Interaction work, as well as applying Human-Computer Interaction solutions to brain sensing work. For researchers with little or no expertise in neuroscience or brain sensing, the book provides background information to equip them to not only appreciate the state-of-the-art, but also ideally to engage in novel research. For expert Brain-Computer Interface researchers, the book introduces ideas that can help in the quest to interpret intentional brain control and develop the ultimate input device. It challenges researchers to further explore passive brain sensing to evaluate interfaces and feed into adaptive computing systems. Most importantly, the book will connect multiple communities allowing research to leverage their work and expertise and blaze into the future.

Artificial Neural Networks as Models of Neural Information Processing

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Author :
Publisher : Frontiers Media SA
ISBN 13 : 2889454010
Total Pages : 220 pages
Book Rating : 4.8/5 (894 download)

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Book Synopsis Artificial Neural Networks as Models of Neural Information Processing by : Marcel van Gerven

Download or read book Artificial Neural Networks as Models of Neural Information Processing written by Marcel van Gerven and published by Frontiers Media SA. This book was released on 2018-02-01 with total page 220 pages. Available in PDF, EPUB and Kindle. Book excerpt: Modern neural networks gave rise to major breakthroughs in several research areas. In neuroscience, we are witnessing a reappraisal of neural network theory and its relevance for understanding information processing in biological systems. The research presented in this book provides various perspectives on the use of artificial neural networks as models of neural information processing. We consider the biological plausibility of neural networks, performance improvements, spiking neural networks and the use of neural networks for understanding brain function.

Machine Medical Ethics

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Publisher : Springer
ISBN 13 : 331908108X
Total Pages : 371 pages
Book Rating : 4.3/5 (19 download)

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Book Synopsis Machine Medical Ethics by : Simon Peter van Rysewyk

Download or read book Machine Medical Ethics written by Simon Peter van Rysewyk and published by Springer. This book was released on 2014-09-05 with total page 371 pages. Available in PDF, EPUB and Kindle. Book excerpt: The essays in this book, written by researchers from both humanities and science, describe various theoretical and experimental approaches to adding medical ethics to a machine, what design features are necessary in order to achieve this, philosophical and practical questions concerning justice, rights, decision-making and responsibility in medical contexts, and accurately modeling essential physician-machine-patient relationships. In medical settings, machines are in close proximity with human beings: with patients who are in vulnerable states of health, who have disabilities of various kinds, with the very young or very old and with medical professionals. Machines in these contexts are undertaking important medical tasks that require emotional sensitivity, knowledge of medical codes, human dignity and privacy. As machine technology advances, ethical concerns become more urgent: should medical machines be programmed to follow a code of medical ethics? What theory or theories should constrain medical machine conduct? What design features are required? Should machines share responsibility with humans for the ethical consequences of medical actions? How ought clinical relationships involving machines to be modeled? Is a capacity for empathy and emotion detection necessary? What about consciousness? This collection is the first book that addresses these 21st-century concerns.

Artificial Psychology

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Author :
Publisher : Springer
ISBN 13 : 3030170810
Total Pages : 178 pages
Book Rating : 4.0/5 (31 download)

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Book Synopsis Artificial Psychology by : James A. Crowder

Download or read book Artificial Psychology written by James A. Crowder and published by Springer. This book was released on 2019-05-21 with total page 178 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book explores the subject of artificial psychology and how the field must adapt human neuro-psychological testing techniques to provide adequate cognitive testing of advanced artificial intelligence systems. It shows how classical testing methods will reveal nothing about the cognitive nature of the systems and whether they are learning, reasoning, and evolving correctly; for these systems, the authors outline how testing techniques similar to/adapted from human psychological testing must be adopted, particularly in understanding how the system reacts to failure or relearning something it has learned incorrectly or inferred incorrectly. The authors provide insights into future architectures/capabilities that artificial cognitive systems will possess and how we can evaluate how well they are functioning. It discusses at length the notion of human/AI communication and collaboration and explores such topics as knowledge development, knowledge modeling and ambiguity management, artificial cognition and self-evolution of learning, artificial brain components and cognitive architecture, and artificial psychological modeling. Explores the concepts of Artificial Psychology and Artificial Neuroscience as applied to advanced artificially cognitive systems; Provides insight into the world of cognitive architectures and biologically-based computing designs which will mimic human brain functionality in artificial intelligent systems of the future; Provides description and design of artificial psychological modeling to provide insight into how advanced artificial intelligent systems are learning and evolving; Explores artificial reasoning and inference architectures and the types of modeling and testing that will be required to "trust" an autonomous artificial intelligent systems.