papers available
Melanie Mitchell
mm at santafe.edu
Tue Mar 29 18:24:42 EST 1994
The following papers are available via anonymous ftp:
The Evolution of Emergent Computation
James P. Crutchfield Melanie Mitchell
UC Berkeley Santa Fe Institute
Santa Fe Institute Working Paper 94-03-012
Submitted to Science
March, 1994
Abstract
A simple evolutionary process can discover sophisticated methods
for emergent information processing in decentralized spatially-extended
systems. The mechanisms underlying the resulting emergent computation
are explicated by a novel technique for analyzing particle-based
logic embedded in pattern-forming systems. Understanding how
globally-coordinated computation can emerge in evolution is relevant
both for the scientific understanding of natural information processing
and for engineering new forms of parallel computing systems.
To obtain an electronic copy of this paper (9 pages):
ftp ftp.santafe.edu
login: anonymous
password: <your email address>
cd /pub/Users/mm
binary
get EvEmComp.ps.Z
quit
Then at your system:
uncompress EvEmComp.ps.Z
lpr -P<printer-name> EvEmComp.ps
If you cannot obtain an electronic copy, send a request for a hard copy to
pdb at santafe.edu.
-----------------------------------------------
A Genetic Algorithm Discovers Particle-Based Computation
in Cellular Automata
Rajarshi Das Melanie Mitchell James P. Crutchfield
Santa Fe Institute Santa Fe Institute UC Berkeley
Santa Fe Institute Working Paper 94-03-015
Submitted to the Third Parallel Problem-Solving From Nature Conference
March, 1994
Abstract
How does evolution produce sophisticated emergent computation in
systems composed of simple components limited to local interactions?
To model such a process, we used a genetic algorithm (GA) to evolve
cellular automata to perform a computational task
requiring globally-coordinated information processing. On most runs a
class of relatively unsophisticated strategies was evolved, but on a
subset of runs a number of quite sophisticated strategies was
discovered. We analyze the emergent logic underlying these strategies
in terms of information processing performed by ``particles'' in
space-time, and we describe in detail the generational progression of
the GA evolution of these strategies. Our analysis is a preliminary
step in understanding the general mechanisms by which sophisticated
emergent computational capabilities can be automatically produced in
decentralized multiprocessor systems.
To obtain an electronic copy of this paper (13 pages):
(The electronic version of this paper has been broken up into four parts
to facilitate printing.)
ftp ftp.santafe.edu
login: anonymous
password: <your email address>
cd /pub/Users/mm
binary
get GA-Particle.part1.ps.Z
get GA-Particle.part2.ps.Z
get GA-Particle.part3.ps.Z
get GA-Particle.part4.ps.Z
quit
Then at your system:
uncompress GA-Particle.part1.ps.Z
uncompress GA-Particle.part2.ps.Z
uncompress GA-Particle.part3.ps.Z
uncompress GA-Particle.part4.ps.Z
lpr -P<printer-name> GA-Particle.part1.ps
lpr -P<printer-name> GA-Particle.part2.ps
lpr -P<printer-name> GA-Particle.part3.ps
lpr -P<printer-name> GA-Particle.part4.ps
If you cannot obtain an electronic copy, send a request for a hard copy to
pdb at santafe.edu.
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