The Balanced Algorithm Addressing Bias And Ethical Concerns In Ai
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The Balanced Algorithm Addressing Bias And Ethical Concerns In Ai
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Author : S Williams
language : en
Publisher: NFT Publishing
Release Date : 2025-04-13
The Balanced Algorithm Addressing Bias And Ethical Concerns In Ai written by S Williams and has been published by NFT Publishing this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-04-13 with Computers categories.
In an era where artificial intelligence (AI) shapes everything from hiring decisions to healthcare outcomes, ensuring fairness, transparency, and trust has never been more critical. The Balanced Algorithm delves deep into the pressing issues of algorithmic bias , discrimination in AI systems , and the growing demand for ethical AI practices . This groundbreaking book explores how biases emerge—from flawed training data and model design to entrenched societal inequalities—and offers actionable strategies to identify, mitigate, and prevent them. Through comprehensive analysis and real-world case studies, readers will uncover the science behind algorithmic bias , including cutting-edge statistical methods , fairness metrics , and innovative debiasing techniques . From industries like law enforcement, lending, and healthcare to sensitive domains requiring equitable access, this book examines both failures and successes in deploying responsible AI solutions . But addressing bias is only part of the equation. The Balanced Algorithm also tackles broader ethical concerns , such as privacy risks , public mistrust , and the societal implications of opaque algorithms. It provides a roadmap for overcoming barriers like algorithmic opacity , regulatory gaps, and accountability challenges while introducing emerging trends like explainable AI (XAI) , fairness-aware algorithms , and advanced bias detection platforms . Grounded in universal principles of justice and inclusivity, this book applies frameworks like Kantian ethics to guide developers, policymakers, and stakeholders toward creating human-centered AI systems that respect individual rights and foster long-term benefits for communities. With insights into existing legal considerations , proposed regulatory frameworks , and consumer protection measures , it equips readers with the tools needed to navigate complex debates on accountability, discrimination, and the future of trustworthy AI . Whether you're a technologist seeking to integrate fairness metrics into your workflows, a policymaker shaping guidelines for equitable algorithms , or simply someone passionate about the intersection of technology and society, The Balanced Algorithm is your essential guide to building a future where AI is not just powerful but also fair, transparent, and aligned with our shared values.
Artificial Intelligence In Healthcare
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Author : Adam Bohr
language : en
Publisher: Academic Press
Release Date : 2020-06-21
Artificial Intelligence In Healthcare written by Adam Bohr and has been published by Academic Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2020-06-21 with Computers categories.
Artificial Intelligence (AI) in Healthcare is more than a comprehensive introduction to artificial intelligence as a tool in the generation and analysis of healthcare data. The book is split into two sections where the first section describes the current healthcare challenges and the rise of AI in this arena. The ten following chapters are written by specialists in each area, covering the whole healthcare ecosystem. First, the AI applications in drug design and drug development are presented followed by its applications in the field of cancer diagnostics, treatment and medical imaging. Subsequently, the application of AI in medical devices and surgery are covered as well as remote patient monitoring. Finally, the book dives into the topics of security, privacy, information sharing, health insurances and legal aspects of AI in healthcare. - Highlights different data techniques in healthcare data analysis, including machine learning and data mining - Illustrates different applications and challenges across the design, implementation and management of intelligent systems and healthcare data networks - Includes applications and case studies across all areas of AI in healthcare data
Signals For Strategists
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Author : David Schatsky
language : en
Publisher:
Release Date : 2015
Signals For Strategists written by David Schatsky and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2015 with BUSINESS & ECONOMICS categories.
This book is for strategists0́4leaders, managers, entrepreneurs0́4who are so caught up in the daily pressures of business that they're missing key signals of their future reality. It's like driving a car heads down, staring at the dashboard, rather than heads up, looking through the windshield. We need to do both. The book is devoted to the practice of sensing, or scanning the horizon for signs of emerging trends. The sooner we see them, the better our response.Each chapter starts with a set of signals0́4data we observed that, taken together, helped us to reveal a trend. The impact of new technology on strategy is a theme of the book, and each chapter looks at how organizations are using new technologies to their advantage.The goal is to spark meaningful conversations within organizations: How could we participate in the collaborative economy? What could our CIO and our CMO be doing to drive strategy, innovation, and revenue growth? What could we do to leverage the Internet of Things and intelligent automation as catalysts of invention? Could we use MOOCs as pivots for corporate training, recruiting, and marketing? How might technology transform the manufacturing process, our supply chain, and the knowledge work that we do? Could we take advantage of the renaissance in domestic energy (oil and gas)? What could we be doing to counter cyber crime? What is our organization doing to tune into signals of emerging trends that may be relevant to us?In an environment where the pace of change is accelerating, sensing has become an essential discipline for all organizations. No matter your role in an organization, sensing emerging trends can make you more effective and more valuable in your work. If you've been working too heads-down lately and feel overwhelmed by data and deadlines, then this book is for you. It's a quick read designed to give you a heads up on your horizon.
An Intelligence In Our Image
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Author : Osonde A. Osoba
language : en
Publisher: Rand Corporation
Release Date : 2017-04-05
An Intelligence In Our Image written by Osonde A. Osoba and has been published by Rand Corporation this book supported file pdf, txt, epub, kindle and other format this book has been release on 2017-04-05 with Computers categories.
Machine learning algorithms and artificial intelligence influence many aspects of life today and have gained an aura of objectivity and infallibility. The use of these tools introduces a new level of risk and complexity in policy. This report illustrates some of the shortcomings of algorithmic decisionmaking, identifies key themes around the problem of algorithmic errors and bias, and examines some approaches for combating these problems.
Artificial Intelligence For A Better Future
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Author : Bernd Carsten Stahl
language : en
Publisher: Springer Nature
Release Date : 2021-03-17
Artificial Intelligence For A Better Future written by Bernd Carsten Stahl and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2021-03-17 with Computers categories.
This open access book proposes a novel approach to Artificial Intelligence (AI) ethics. AI offers many advantages: better and faster medical diagnoses, improved business processes and efficiency, and the automation of boring work. But undesirable and ethically problematic consequences are possible too: biases and discrimination, breaches of privacy and security, and societal distortions such as unemployment, economic exploitation and weakened democratic processes. There is even a prospect, ultimately, of super-intelligent machines replacing humans. The key question, then, is: how can we benefit from AI while addressing its ethical problems? This book presents an innovative answer to the question by presenting a different perspective on AI and its ethical consequences. Instead of looking at individual AI techniques, applications or ethical issues, we can understand AI as a system of ecosystems, consisting of numerous interdependent technologies, applications and stakeholders. Developing this idea, the book explores how AI ecosystems can be shaped to foster human flourishing. Drawing on rich empirical insights and detailed conceptual analysis, it suggests practical measures to ensure that AI is used to make the world a better place.
The Oxford Handbook Of Ethics Of Ai
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Author : Markus D. Dubber
language : en
Publisher: Oxford University Press
Release Date : 2020-06-30
The Oxford Handbook Of Ethics Of Ai written by Markus D. Dubber 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 2020-06-30 with Law categories.
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."
The Ethics Of Artificial Intelligence Balancing Benefits And Risks
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Author : Muzaffar Munshi
language : en
Publisher: Muzaffar Munshi
Release Date : 2023-05-13
The Ethics Of Artificial Intelligence Balancing Benefits And Risks written by Muzaffar Munshi and has been published by Muzaffar Munshi this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-05-13 with Computers categories.
This book explores the ethical concerns surrounding the development and deployment of artificial intelligence (AI) in modern society. It provides an in-depth analysis of the potential benefits and risks associated with AI, highlighting the importance of balancing these factors to ensure that AI is used ethically and responsibly. The book covers a wide range of topics related to AI ethics, including the definition of AI, ethical concerns surrounding AI, the importance of balancing benefits and risks, and potential unintended consequences or catastrophic outcomes. It also delves into specific ethical issues such as bias and discrimination in AI decision-making, privacy and security concerns, fairness and equity, and the regulation and governance of AI development and deployment. The book provides valuable insights into approaches to managing ethical concerns in AI, with case studies of successful implementation of ethical AI practices. It also outlines challenges and opportunities for balancing benefits and risks and discusses future directions for research and development in ethical AI. This book is an essential resource for policymakers, businesses, and individuals concerned about the ethical implications of AI. It provides a comprehensive overview of the current state of AI ethics and offers practical guidance for ensuring that AI is used ethically and responsibly.
The Ethical Robot Balancing Innovation And Morality
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Author : Danny Kurt
language : en
Publisher: Field Books
Release Date :
The Ethical Robot Balancing Innovation And Morality written by Danny Kurt and has been published by Field Books this book supported file pdf, txt, epub, kindle and other format this book has been release on with Computers categories.
The 21st century has ushered in an era of unprecedented technological advancement, with artificial intelligence and robotics at the forefront of this transformation. While these technologies offer immense potential to improve human lives, solve complex problems, and propel societal progress, they also raise profound ethical questions. "The Ethical Robot: Balancing Innovation and Morality" delves into the heart of this complex intersection, exploring the moral dimensions of increasingly sophisticated and autonomous machines. The book examines the potential for robots to make moral decisions, raising fundamental questions about whether robots should possess rights, responsibilities, and even a form of sentience. We will analyze various scenarios, ranging from the life-or-death decisions made by self-driving cars to the implications of AI in healthcare, warfare, and the workplace. Beyond specific applications, we will explore the broader social impact of widespread AI adoption, including potential job displacement and the crucial need for robust regulatory frameworks. The philosophical underpinnings of ethical decision-making in AI systems will be a central focus, comparing and contrasting different approaches like utilitarianism, deontology, and virtue ethics. We aim to provide potential solutions and frameworks for ensuring ethical development and deployment of AI, advocating for a balanced approach that fosters innovation while simultaneously mitigating potential risks and harms. The book will not shy away from challenging questions. It will delve into the complexities of algorithmic bias, the moral status of robots, and the implications of autonomous weapons systems. It is our hope that this work will not only provide a comprehensive overview of the ethical challenges posed by AI but also inspire a critical dialogue among researchers, policymakers, and the public alike. We are at a critical juncture, and the choices we make today will determine the future of human-machine interaction and the very fabric of our society.
Regulatory Challenges Of Ai Governance In The Era Of Chatgpt
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Author : Toriqul Islam
language : en
Publisher: Kluwer Law International B.V.
Release Date : 2024-12-06
Regulatory Challenges Of Ai Governance In The Era Of Chatgpt written by Toriqul Islam and has been published by Kluwer Law International B.V. this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-12-06 with Law categories.
The increasing integration of artificial intelligence (AI), and particularly of large language models (LLMs) like ChatGPT, into human interactions raises significant ethical and social concerns across a broad spectrum of human activity. Therefore, it is important to use AI responsibly and ethically and to be critical of the information it generates. This book – the first comprehensive work to provide a structured framework for AI governance – focuses specifically on the regulatory challenges of LLMs like ChatGPT. It presents an extensive framework for understanding AI regulation, addressing its societal and ethical impacts, and exploring potential policy directions. Through 11 meticulously researched chapters, the book examines AI’s historical development, industry applications, socio-ethical concerns, and legal challenges. Advocating for a human-centric, risk-based regulatory approach, emphasising transparency, public participation, and ongoing monitoring, the book covers such aspects of AI and its governance as the following: a comprehensive overview of the history and mechanics of AI; widespread public misconceptions surrounding ChatGPT; ethical considerations (e.g., misinformation, accountability, and transparency); societal implications (e.g., job displacement, critical thinking, and malicious use); privacy concerns; intellectual property challenges; healthcare application dilemmas; interplay between LLMs and finance, and cross-border regulatory challenges. Throughout, the author identifies significant gaps in existing legal frameworks and explores potential policy directions to bridge these gaps. The book offers invaluable insights and recommendations for policymakers, legal experts, academics, students, technologists, and anyone interested in AI governance. It underscores the need for a collaborative effort and meaningful dialogue among industry leaders, academia, and civil society worldwide to promote responsible and ethical development and use of AI for the benefit of humanity.
The Role Of Ai In Solving Climate Challenges
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Author : Ahmed Musa
language : en
Publisher: Recorded Books
Release Date : 2025-01-13
The Role Of Ai In Solving Climate Challenges written by Ahmed Musa and has been published by Recorded Books this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-01-13 with Computers categories.
The Role of AI in Solving Climate Challenges explores the powerful potential of artificial intelligence to address some of the most pressing environmental issues of our time. This book examines how AI is being used in a variety of ways—from optimizing energy use in buildings and transportation to enhancing climate modeling and improving agricultural sustainability. It explores the ways AI technologies can help reduce carbon emissions, predict environmental trends, and offer data-driven solutions to combat climate change. The book also delves into the ethical implications and challenges of using AI for environmental purposes, such as data privacy, algorithmic bias, and the potential for unequal access to these technologies. The Role of AI in Solving Climate Challenges provides a comprehensive look at how AI can be a crucial tool in the fight against climate change, offering readers a forward-thinking perspective on the intersection of technology and environmental sustainability.