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Computer-Aided Theorem Discovery - A New Adventure and its Application to Economic Theory
The Hong Kong University of Science and Technology
Department of Computer Science and Engineering
PhD Thesis Defence
Title: "Computer-Aided Theorem Discovery -
A New Adventure and its Application to Economic Theory"
By
Mr. Pingzhong Tang
Abstract
Theorem discovery, with the help of computer, presents at least two steps
of challenges. The first concerns how to come up with reasonable
conjectures automatically. This raises further challenges, such as how to
represent these conjectures within the computers, what is the yardstick
for reasonableness, etc. The second concerns how to prove or negate the
conjectures automatically. However theorem proving, even for the best of
human beings, is still an intelligence-demanding endeavor and sometimes
even a nightmare.
Our starting point however, is a basic form of proof, namely proof by
induction. The heuristic behind is extremely straightforward: We first
formulate the problem domain in a proper language, say logic or other
formal languages. We then enumerate the sentences (within certain length
limit) in the underlying language that describe propositions in the
domain. After that, we use a computer program to verify through these
sentences to find those true in base cases, that is, where the problem
size is small. The remaining sentences serves as conjectures, which can be
extended, one way or other, to inductive cases.
It turns out that this methodology has been quite effective since we
adopted it in economic theory. In particular, some of our programs on game
theory have returned theorems that shed lights on the understanding of
basic game forms such as zero-sum game, potential game and super-modular
game. Some of them have helped us prove some Nobel Prize winning theorems
such as Arrow's impossibility theorem and Sen's theorem on voting
functions and discover new theorems that better characterize key concepts
in social choice theory. Others also have helped us prove Nobel Prize
winning theorems such as Maskin's theorem on Nash implementation as well
as Gibbard-Satterthwaite theorem on dominant strategy implementation.
These proofs themselves also provide insights on discovering similar
theorems.
This thesis reports all attempts that we have conducted in the past few
years, in support of the general methodology of theorem discovery.
Date: Monday, 17 May 2010
Time: 2:00pm – 4:00pm
Venue: Room 5508
Lifts 25/26
Chairman: Prof. Hoi Sing Kwok (ECE)
Committee Members: Prof. Fangzhen Lin (Supervisor)
Prof. Ke Yi
Prof. Nevin Zhang
Prof. Shiu Yuen Cheng (MATH)
Prof. Johannes van Benthem (Univ. of Amsterdam)
**** ALL are Welcome ****