Organization of the Course:
The course is designed as a set of three independent modules, each of which
presents a single underlying topic from a variety of perspectives. The
modules to be presented are
Organization of the Individual Modules:
Each three-week module is composed of five or six topics, with associated
readings. Due to the interdisciplinary nature of the course, no one text
covered all the areas. As a result, we have chosen a number of highly
influential and informative articles and book chapters and created a
course reader, which is available at the Stanford University Bookstore.
The lecture topics and corresponding readings are given below.
Reasoning Module
Topic |
Overview |
Reading |
Speaker |
From Aristotle to Godel |
A History of Reason! |
Turing |
David Israel |
No Computation without Representation |
Reasoning, representation and search. |
Brooks |
|
Games, Decisions, and Paradoxes |
"The Prisoner's Dilemma" and other logical problems. |
  |
Johan van Benthem |
Mental Models/
How People Reason |
How humans approach problems. |
Baron,
Tversky and Shafir |
John McCarthy |
The Matrix |
How a net can reason, and how the brain is neworked. |
Gleitman et al. (ONLY first reading: pgs. 28-42) |
John Gabrieli |
Linguistic Inference |
Planning and interpreting language. |
|
Justine Cassell
SSP Forum |
Learning Module
Topic |
Overview |
Reading |
Speaker |
Nativism vs. Empiricism |
The centuries-old debate about whether human knowledge is innate or
gained throught experience. |
Gardner |
Jerry Hobbs |
Language Acquisition |
The processes involved in learning human language. |
|
Eve Clark |
Cognitive Development |
Various views of the stages one undergoes in mental development. |
Gleitman pp.545-572 |
Barbara Tversky SSP Forum |
Learning & Reasoning
|
More Cognitive Development & Learning by Analogy
|
Hinton |
Todd Davies |
Formal Models |
Introduction to Learning Machines |
|
Daphne Koller |
HCI |
Issues involved in Human-Computer Interaction. |
|
Terry Winograd |
Perception Module
Topic |
Overview |
Reading |
Speaker |
Perceptual Illusion
Berkeley/Descartes |
Some common (and entertaining) ways in which what we perceive differs
from what's really there. |
Hardin |
|
Audition/Signal Detection |
What does it take for us to be able to perceive something? |
Coombs, et al. Goldstein |
Jonathan Berger |
Reading & Speech |
Models of perception of the written and spoken word, along with some
connections between the two. |
Goldstein |
SSP Honors Presentations |
The seeing brain |
The neural basis of perception |
|
Bill Newsome |
Computational Theory
of Perception |
How can a vision system work? |
Beiderman |
Josh Tenenbaum |
Finale
Topic |
Overview |
Speaker |
Can machines think? |
A closing debate on minds, computers, thought and conciousness. |
Surprise... |
Links:
The Monty hall puzzle:
Both a rigorous
proof and
a demonstration
A whole bunch of
Perceptual Illusions
Supplemental Bibliography:
(i.e., readings mentioned in class)
Hofstadter, Douglas R. (1999). Godel, Escher, Bach:
An Eternal Golden Braid. New York: Basic Books.
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