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Muhammad Aurangzeb Ahmad's
eXploring intelligence









Artificial Intelligence

I can still recall the exact date on which I got interested in Artificial Intelligence. Artificial Intelligence has proved to be a far more richer and diverse field that I had imagined. Fifty years of research has led to bitter disappointments. The top-down approaches did not deliver what they had promised and this led to the rise of bottom-up approaches. Although less ambitious, they have proved to be fruitful. The future of AI lies in the convergence of top-down and bottom-up approaches. When will this happen remains to be seen. The ultimate goal of AI is the construction of a system with human-level intelligence.

Muhammad Aurangzeb Ahmad

Table of Contents

Overview
AI in Games
Artificial Life
Bayesian Networks
Expert Systems
Genetic Algorithms and Evolutionary Programming
Neural Networks
Robotics & Cybernetics
Turing Machine and Turing Test
Miscellaneous Topics

Cogprints an Open-Access EPrint archive for self-archive papers in any area of Psychology, neuroscience, and Linguistics, and many areas of Computer Science , Philosophy, Biology , Medicine , Anthropology and many other sciences related to the study of cognition.

Overview

A great place to start is the AI Topics page at the American Association of Artificial Intelligence website. Even if you are clueless they will point you in the correct direction.

 AI's Greatest Trends and Controversies IEEE Intelligent Systems January/February 2000
 AI's Half-Century Margaret A. Boden (1995) AI Magazine
 
AI Depot A Cool Site
 Artificial Intelligence and Human Nature Charles T. Rubin Spring 2003 New Atlantis
 Artificial Intelligence: What Works and What Doesn't? Frederick Hayes-Roth (1997) AI Magazine
 Foundations and Grand Challenges of Artificial Intelligence Raj Reddy (1988) AI Magazine
 What is Artificial Intelligence? A good introduction by John McCarthy, one of the pioneers of Artificial Intelligence
 What is Artificial Intelligence? Battelle Memorial Institute at the Pacific Northwest National Laboratory (PNNL)

McKinsley Report Quartely
Will artificial intelligence ever have any real applications in the business world? Those who have followed the cycles of hype around the technology during the past 20 years can be forgiven their skepticism. Now, however, the AI-development community has generated techniques that are beginning to show promise for solving real business problems involving complex data in dynamic environments—problems such as detecting fraud and automating work flows within and across organizations.
[Introduction from the Journal]

AI In Games

 Amit's game Programming @ Stanford University
 Automatic Knowledge Generation in Games University of Paris
 Boston University's Interactive WWW Games. Boston University Scientific Computing and Visualization Group

Artificial Life

International Society of Artificial Life (ISAL)

Bayesian Networks

Bayesian Belief Nets University of Alberta
Bayesian Networks Universidad Nacional de Educación a Distancia

Bayesian Networks and Related Formalisms MIT
Belief Networks Artificial Intelligence Applications Institute
Learning in Bayesian Networks
Signals and Systems Seminar Series, April 1999 Dr. Ferat Sahin RIT

Expert Systems

An expert system is a computer system that uses case based reasoning to simulate the decision-making abilities of a human expert.

Decision Theory in Expert Systems and Artificial Intelligence Microsoft Research
 
Expert Systems: A Quick Tutorial Dr. Joseph Schmuller. Journal of Information Systems Education September 1992

Genetic Algorithms and Evolutionary Programming

Generation 5 A must see.
Genetic Algorithms Centre for Advanced Learning Technologies, France
Genetic Algorithms Archive A repository for GA and related stuff.
Genetic Algorithms FAQ An excellent place to begin.
Introduction to Genetic Algorithms Peter Anderson RIT

News and Views

Engineer looks to nature to solve computer problems September 4, 2002 Kansas State University
AI helps gamers keep on playing September 4, 2002 BBC
Genetic Algorithms "Naturally Select" Better Satellite Orbits October 10, 2001 Purdue University
Touched by nature Putting evolution to work on the assembly line July 27, 1998 US News

Neural Networks

Artificial Neural Networks are modeled after the brain. However they are far simpler than the brain. Unlike a conventional computer these networks 'learn' by trial and error, making them more akin to the living creatures.

An Introduction to Neural Networks Prof. Leslie Smith Centre for Cognitive and Computational Neuroscience
Artificial Neural Networks St. Louis University Sweden
Artificial Neural Networks Technology Defense Software Collaborator
IEEE Neural Network Society

Neural Nets Kevin Gurney
Neural Networks with Java Prof. Jürgen Sauer Fachhochschule Regensburg
Neural Networks A good place for advanced beginners. Christos Stergiou and Dimitrios Siganos Imperial College London
Neural Networks Libraries @ AI Depot
UTCS Neural Network Research Group UTCS

News and Views

Neural-Network Technology Moves into the Mainstream August 7, 2003 TechNewsWorld

Robotics & Cybernetics

The word robot is Czech in origin meaning "menial labor." In a 1920 play, the Czech playwright Karel Capek (1890-1938) depicted a class of machines that served mankind and time even developed emotions and eventually overthrew their masters. The term "Robotics" was first used by Issac Asimov in the 1940s. Robots have become part of our pop culture through science fiction.

Social Robots Project @ CMU
According to its creators, "The goal of the Social Robots Project is to overcome the human-robot social barrier. Towards this end, we are in the process of developing a robot which bears a personality, and which can behave according to social" conventions.

Principia Cybernetica
This is the official website of the Principia Cybernetica Project (PCP) which, according to their website, "aims to develop a complete philosophy, based on the principles of evolutionary cybernetics"

Showcase: Kismet: A Sociable Humanoid Robot
In the beginning there were just robots but now they are more than that. Kismet represents a new class of sociable robots. This is an excellent site at MIT with several video-clips and images.

Rise of the Robots Hans Moravec Scientific American December 1999 "By 2050 robot 'brains' based on computers that execute 100 trillion instructions per second will start rivaling human intelligence."
 Robotic Century Has the long-promised future started to become the present? An interesting place to visit. August 2000 Red Herring Magazine

Stanford Robotics Laboratory
The Robotics Laboratory @ Stanford descended from the Stanford Hand-Eye Project (1960s) by Stanford's Artificial Intelligence Laboratory. Robotics Laboratory is currently directed by Professor Jean-Claude Latombe.

Dynamical & Evolutionary Machine Organization
DEMO attacks problems in agent cognition using complex machine organizations that are created from simple components with minimal human design effort. This is a cool website.
Brandeis University

A good site from BBC, especially useful when when you are bored and don't know what else to do. I know this from experience, so I can tell.

Dr. Robot Tested at Hopkins August 5, 2003 Johns Hopkins Medical Institutions
Anemone of the Smart People July 30, 2002 Wired News
The computer wore a turban and played chess May 30, 2002 CNN

The Flocking Robots Project Artificial Intelligence Laboratory, Department of Information Technology, University of Zurich
Multi Disciplinary Robotics Club (RIT) This is the official website of the Robotics Club at RIT.

Center for Neuromorphic Systems Engineering
Vision. Olfaction. Hearing. Touch. Learning. Decision making. Pattern recognition. These are all things that even simple biological organisms perform far better and more efficiently than the fastest digital computers. The scientists and engineers at the Center for Neuromorphic Systems Engineering (CNSE) are working to translate our understanding of biologic systems into a new class of electronic devices that imitate the ways animals sense and make sense of the world.

People in Robotics

Rodney Brooks Director of MIT Artificial Intelligence Laboratory
Professor Kevin Warwick Professor of Cybernetics University of Reading

Turing Machine and Turing Test

The Turing Test, to quote its creator Alan Turing (1950), "is designed as a test for anyone who doubts that a computer can really think: if an observer cannot distinguish the responses of a programmed machine from those of a human being, the machine is said to have passed the Turing test.''

The first formal instantiation of the Turing Test is the Loebner Prize . In 1990 Hugh Loebner of The Cambridge Center for Behavioral Studies designed a contest to implement the Turing Test. A Grand Prize of $100,000 was pledged  for the first computer whose responses were indistinguishable from a human. An annual prize of $2000 is awarded to the most human computer. We are still not there but we are getting there. Their website can be reached by clicking here.

Alan Turing's now classical 1950 paper in Mind, Computing Machinery and Intelligence is one of the most quoted papers in the philosophical circles.


Dr. Alan Turing

The Turing Machine and Universal Computation Muhammad Aurangzeb Ahmad November 2002

 Chatty computer wins again October 15, 2001 BBC
 MacTutor History of Mathematics: Alan Mathison Turing
 The Alan Turing Internet Scrapbook
 What is a Turing Machine? Brunel University

No discussion of the Turing Test is complete without the John Searle's Chinese Room Argument. The Chinese Room has created a lot of controversey over the years. John Searle's home page is at the following URL: http://socrates.berkeley.edu/%7Ejsearle/

Miscellaneous Topics

Neural 101 Trading with Artificial Intelligene

Why A.I. Is Brain-Dead Marvin Minsky August 11, 2003 Wired
Reasonable Computers The Next Steps in ‘Artificial Intelligence’ August 5, 2003 ABCNews
Joe Crankshaw: I remember the day the computer solved its first homicide in Florida July 17, 2003 TCPalm
Darpa AI research focuses on 'cognitive computers' July 17, 2003 EE Times
Brains behind new wheelchair July 26, 2003 The Sydney Morning Herald
Socially Intelligent Software: Agents Go Mainstream July 23, 2003 TechNewsWorld
USC Researchers Build Machine Translation System -- And More -- For Hindi In Less Than A Month July 3, 2003 Science Daily

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