• Home
  • Rational Machines and Artificial Intelligence

Rational Machines and Artificial Intelligence

Rational Machines and Artificial Intelligence
  • Author : Tshilidzi Marwala
  • Publsiher : Academic Press
  • Release : 31 March 2021
  • ISBN : 0128209445
  • Pages : 270 pages
  • Rating : 4/5 from 21 ratings
GET THIS BOOKRational Machines and Artificial Intelligence

Summary:
Intelligent machines are populating our social, economic and political spaces. These intelligent machines are powered by Artificial Intelligence technologies such as deep learning. They are used in decision making. One element of decision making is the issue of rationality. Regulations such as the General Data Protection Regulation (GDPR) require that decisions that are made by these intelligent machines are explainable. Rational Machines and Artificial Intelligence proposes that explainable decisions are good but the explanation must be rational to prevent these decisions from being challenged. Noted author Tshilidzi Marwala studies the concept of machine rationality and compares this to the rationality bounds prescribed by Nobel Laureate Herbert Simon and rationality bounds derived from the work of Nobel Laureates Richard Thaler and Daniel Kahneman. Rational Machines and Artificial Intelligence describes why machine rationality is flexibly bounded due to advances in technology. This effectively means that optimally designed machines are more rational than human beings. Readers will also learn whether machine rationality can be quantified and identify how this can be achieved. Furthermore, the author discusses whether machine rationality is subjective. Finally, the author examines whether a population of intelligent machines collectively make more rational decisions than individual machines. Examples in biomedical engineering, social sciences and the financial sectors are used to illustrate these concepts. Provides an introduction to the key questions and challenges surrounding Rational Machines, including, When do we rely on decisions made by intelligent machines? What do decisions made by intelligent machines mean? Are these decisions rational or fair? Can we quantify these decisions? and Is rationality subjective? Introduces for the first time the concept of rational opportunity costs and the concept of flexibly bounded rationality as a rationality of intelligent machines and the implications of these issues on the reliability of machine decisions Includes coverage of Rational Counterfactuals, group versus individual rationality, and rational markets Discusses the application of Moore’s Law and advancements in Artificial Intelligence, as well as developments in the area of data acquisition and analysis technologies and how they affect the boundaries of intelligent machine rationality


Rational Machines and Artificial Intelligence

Rational Machines and Artificial Intelligence
  • Author : Tshilidzi Marwala
  • Publisher : Academic Press
  • Release : 31 March 2021
GET THIS BOOKRational Machines and Artificial Intelligence

Intelligent machines are populating our social, economic and political spaces. These intelligent machines are powered by Artificial Intelligence technologies such as deep learning. They are used in decision making. One element of decision making is the issue of rationality. Regulations such as the General Data Protection Regulation (GDPR) require that decisions that are made by these intelligent machines are explainable. Rational Machines and Artificial Intelligence proposes that explainable decisions are good but the explanation must be rational to prevent these

Book Rational Machines and Artificial Intelligence PDF Download/ Read Online


Artificial Intelligence Techniques for Rational Decision Making

Artificial Intelligence Techniques for Rational Decision Making
  • Author : Tshilidzi Marwala
  • Publisher : Springer
  • Release : 20 October 2014
GET THIS BOOKArtificial Intelligence Techniques for Rational Decision Making

Develops insights into solving complex problems in engineering, biomedical sciences, social science and economics based on artificial intelligence. Some of the problems studied are in interstate conflict, credit scoring, breast cancer diagnosis, condition monitoring, wine testing, image processing and optical character recognition. The author discusses and applies the concept of flexibly-bounded rationality which prescribes that the bounds in Nobel Laureate Herbert Simon’s bounded rationality theory are flexible due to advanced signal processing techniques, Moore’s Law and artificial intelligence.

Book Artificial Intelligence Techniques for Rational Decision Making PDF Download/ Read Online


Leadership Lessons from Books I Have Read

Leadership Lessons from Books I Have Read
  • Author : Tshilidzi Marwala
  • Publisher : Jonathan Ball Publishers
  • Release : 18 June 2021
GET THIS BOOKLeadership Lessons from Books I Have Read

‘Professor Marwala has sought to understand what good leadership should mean by drawing on the collective experience of authors who have written on many topics.’ – Former President of South Africa, THABO MBEKI We cannot underestimate how critical strong leadership is in all aspects of our lives. It enables us to run our lives, homes, communities, workplaces and nations. Given its importance, it is pertinent to ask: What is the source of good leadership? Albert Einstein once said, ‘The only source

Book Leadership Lessons from Books I Have Read PDF Download/ Read Online


Causality, Correlation and Artificial Intelligence for Rational Decision Making

Causality, Correlation and Artificial Intelligence for Rational Decision Making
  • Author : Tshilidzi Marwala
  • Publisher : World Scientific
  • Release : 02 January 2015
GET THIS BOOKCausality, Correlation and Artificial Intelligence for Rational Decision Making

Causality has been a subject of study for a long time. Often causality is confused with correlation. Human intuition has evolved such that it has learned to identify causality through correlation. In this book, four main themes are considered and these are causality, correlation, artificial intelligence and decision making. A correlation machine is defined and built using multi-layer perceptron network, principal component analysis, Gaussian Mixture models, genetic algorithms, expectation maximization technique, simulated annealing and particle swarm optimization. Furthermore, a causal

Book Causality, Correlation and Artificial Intelligence for Rational Decision Making PDF Download/ Read Online


The Boundaries of Humanity

The Boundaries of Humanity
  • Author : James J. Sheehan,Morton Sosna
  • Publisher : Univ of California Press
  • Release : 13 May 2022
GET THIS BOOKThe Boundaries of Humanity

To the age-old debate over what it means to be human, the relatively new fields of sociobiology and artificial intelligence bring new, if not necessarily compatible, insights. What have these two fields in common? Have they affected the way we define humanity? These and other timely questions are addressed with colorful individuality by the authors of The Boundaries of Humanity. Leading researchers in both sociobiology and artificial intelligence combine their reflections with those of philosophers, historians, and social scientists, while

Book The Boundaries of Humanity PDF Download/ Read Online


Artificial Intelligence and Economic Theory: Skynet in the Market

Artificial Intelligence and Economic Theory: Skynet in the Market
  • Author : Tshilidzi Marwala,Evan Hurwitz
  • Publisher : Springer
  • Release : 18 September 2017
GET THIS BOOKArtificial Intelligence and Economic Theory: Skynet in the Market

This book theoretically and practically updates major economic ideas such as demand and supply, rational choice and expectations, bounded rationality, behavioral economics, information asymmetry, pricing, efficient market hypothesis, game theory, mechanism design, portfolio theory, causality and financial engineering in the age of significant advances in man-machine systems. The advent of artificial intelligence has changed many disciplines such as engineering, social science and economics. Artificial intelligence is a computational technique which is inspired by natural intelligence concepts such as the swarming

Book Artificial Intelligence and Economic Theory: Skynet in the Market PDF Download/ Read Online


Ethics of Artificial Intelligence

Ethics of Artificial Intelligence
  • Author : S. Matthew Liao
  • Publisher : Oxford University Press
  • Release : 18 August 2020
GET THIS BOOKEthics of Artificial Intelligence

As Artificial Intelligence (AI) technologies rapidly progress, questions about the ethics of AI, in both the near-future and the long-term, become more pressing than ever. This volume features seventeen original essays by prominent AI scientists and philosophers and represents the state-of-the-art thinking in this fast-growing field. Organized into four sections, this volume explores the issues surrounding how to build ethics into machines; ethical issues in specific technologies, including self-driving cars, autonomous weapon systems, surveillance algorithms, and sex robots; the long

Book Ethics of Artificial Intelligence PDF Download/ Read Online


Handbook Of Machine Learning - Volume 2: Optimization And Decision Making

Handbook Of Machine Learning - Volume 2: Optimization And Decision Making
  • Author : Marwala Tshilidzi,Leke Collins Achepsah
  • Publisher : World Scientific
  • Release : 21 November 2019
GET THIS BOOKHandbook Of Machine Learning - Volume 2: Optimization And Decision Making

Building on Handbook of Machine Learning - Volume 1: Foundation of Artificial Intelligence, this volume on Optimization and Decision Making covers a range of algorithms and their applications. Like the first volume, it provides a starting point for machine learning enthusiasts as a comprehensive guide on classical optimization methods. It also provides an in-depth overview on how artificial intelligence can be used to define, disprove or validate economic modeling and decision making concepts.

Book Handbook Of Machine Learning - Volume 2: Optimization And Decision Making PDF Download/ Read Online


Impact of Smart Technologies and Artificial Intelligence (AI) Paving Path Towards Interdisciplinary Research in the Fields of Engineering, Arts, Humanities, Commerce, Economics, Social Sciences, Law and Management - Challenges and Opportunities

This e-ISBN collection of 34 chapters draws on the diverse insights of the opportunities and emerging challenges, changes in the smart technologies and artificial intelligence{AI} paving path towards interdisciplinary research in the fields of Engineering, Arts, Humanities, Commerce, Economics, Social Sciences, Law and Management. It offers decision-makers a comprehensive picture of the impact of Smart technologies and Artificial Intelligence (AI) expected in the long-term changes, and inspiration to leverage the opportunities that offer to improve the state of education. Academicians

Book Impact of Smart Technologies and Artificial Intelligence (AI) Paving Path Towards Interdisciplinary Research in the Fields of Engineering, Arts, Humanities, Commerce, Economics, Social Sciences, Law and Management - Challenges and Opportunities PDF Download/ Read Online


Artificial Intelligence and its Impact on Business

Artificial Intelligence and its Impact on Business
  • Author : Wolfgang Amann,Agata Stachowicz-Stanusch
  • Publisher : IAP
  • Release : 01 June 2020
GET THIS BOOKArtificial Intelligence and its Impact on Business

Artificial intelligence (AI) technologies are one of top investment priorities in these days. They are aimed at finding applications in fields of special value for humans, including education. The fourth industrial revolution will replace not only human hands but also human brains, the time of machines requires new forms of work and new ways of business education, however we must be aware that if there is no control of human-chatbot interaction, there is a risk of losing sight of this

Book Artificial Intelligence and its Impact on Business PDF Download/ Read Online



Decision Economics: Minds, Machines, and their Society

Decision Economics: Minds, Machines, and their Society
  • Author : Edgardo Bucciarelli,Shu-Heng Chen,Juan M. Corchado,Javier Parra D.
  • Publisher : Springer Nature
  • Release : 16 August 2021
GET THIS BOOKDecision Economics: Minds, Machines, and their Society

This book is the result of a multi-year research project led and sponsored by the University of Chieti-Pescara, National Chengchi University, University of Salamanca, and Osaka University. It is the fifth volume to emerge from that international project, held under the aegis of the United Nations Academic Impact in 2020. All the essays in this volume were (virtually) discussed at the University of L’Aquila―as the venue of the 2nd International Conference on Decision Economics, a three-day global gathering of

Book Decision Economics: Minds, Machines, and their Society PDF Download/ Read Online


On Rationality, Artificial Intelligence And Economics

On Rationality, Artificial Intelligence And Economics
  • Author : Daniel Muller,Fernando Buarque,Tshilidzi Marwala
  • Publisher : World Scientific
  • Release : 09 March 2022
GET THIS BOOKOn Rationality, Artificial Intelligence And Economics

The world we live in presents plenty of tricky, impactful, and hard-tomake decisions to be taken. Sometimes the available options are ample, at other times they are apparently binary, either way, they often confront us with dilemmas, paradoxes, and even denial of values.In the dawn of the age of intelligence, when robots are gradually taking over most decision-making from humans, this book sheds a bit of light on decision rationale. It delves into the limits of these decision processes (

Book On Rationality, Artificial Intelligence And Economics PDF Download/ Read Online


Machine Learning: Concepts, Tools And Data Visualization

Machine Learning: Concepts, Tools And Data Visualization
  • Author : Minsoo Kang,Eunsoo Choi
  • Publisher : World Scientific
  • Release : 16 March 2021
GET THIS BOOKMachine Learning: Concepts, Tools And Data Visualization

This set of lecture notes, written for those who are unfamiliar with mathematics and programming, introduces the reader to important concepts in the field of machine learning. It consists of three parts. The first is an overview of the history of artificial intelligence, machine learning, and data science, and also includes case studies of well-known AI systems. The second is a step-by-step introduction to Azure Machine Learning, with examples provided. The third is an explanation of the techniques and methods

Book Machine Learning: Concepts, Tools And Data Visualization PDF Download/ Read Online


Noise

Noise
  • Author : Daniel Kahneman,Olivier Sibony,Cass R. Sunstein
  • Publisher : Little, Brown
  • Release : 18 May 2021
GET THIS BOOKNoise

From the Nobel Prize-winning author of Thinking, Fast and Slow and the coauthor of Nudge, a revolutionary exploration of why people make bad judgments and how to make better ones—"a tour de force” (New York Times). Imagine that two doctors in the same city give different diagnoses to identical patients—or that two judges in the same courthouse give markedly different sentences to people who have committed the same crime. Suppose that different interviewers at the same firm make

Book Noise PDF Download/ Read Online