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Abstract: The Classifier System is a learning mechanism that explores the space of steps leading to a reward. It credits rules leading to a reward through a temporal difference method called a bucket brigade in which each step passes some of its reward to the step that preceded it. The bucket brigade rewards all the steps in a chain, given enough time. However, the classifiers in a population are in competition with each other, so delays in rewarding key steps may result in those steps being crowded out... (Update)
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BibTeX entry: (Update)
@unpublished{ tufts94evolution,
author = "Patrick Tufts",
title = "Evolution of a Clustering Scheme for Classifier Systems: Beyond the Bucket Brigade",
year = "1994",
url = "citeseer.ist.psu.edu/tufts94evolution.html" }
Citations (may not include all citations):1053 Genetic Programming: on the programming of computers by mean.. (context) - Koza - 1992
1051 Optimization and Machine Learning (context) - Goldberg, in - 1989
658 Learning from Delayed Rewards (context) - Watkins - 1989
205 Co-evolving parasites improve simulated evolution as an opti.. (context) - Hillis - 1992
141 Temporal Credit Assignment in Reinforcement Learning (context) - Sutton - 1984
118 Induction: Processes of inference (context) - Holland, Holyoak et al. - 1987
90 The animat path to AI - Wilson - 1991
86 Genetic programming for feature discovery and image discrimi.. - Tackett - 1993
78 Genetic programming and emergent intelligence - Angeline - 1994
67 Reinforcement learning architectures for animats (context) - Sutton - 1991
40 Properties of the bucket brigade algorithm (context) - Holland - 1985
37 Pygmies and civil servants (context) - Ryan - 1994
36 Learning to predict by the methods of temporal di erences (context) - Sutton - 1988
30 The automatic generation of plans for a mobile robot via gen.. (context) - Handley - 1994
17 Competitively evolving decision trees against xed training c.. - Siegel - 1994
13 Bucket brigade performance (context) - Riolo - 1987
12 ZCS: A zeroth level classier system (context) - Wilson - 1994
11 Practical issues in temporal di erence learning (context) - Tesauro - 1992
10 Evolving visual routines - Johnson, Maes et al. - 1994
9 A critical review of classi er systems (context) - Wilson, Goldberg - 1989
7 Personal communication (context) - Wilson - 1994
6 Scalable learning in genetic programming using automatic fun.. (context) - Koza - 1994
5 Hierarchical credit allocation in a classier system (context) - Wilson - 1987
4 Temporary memory for examples can speed learning in a simple.. (context) - Davis, Wilson et al. - 1993
4 Made-up minds: A Constructivist Approach to Arti- cial Intel.. (context) - Drescher - 1991
3 Learning and bucket brigade dynamics in classier systems (context) - Compiani, Montanari et al. - 1991
3 Classier systems and the animat problem (context) - Wilson - 1987
1 sthetic sorting networks using developmental grammars (context) - Belew, Kammayer - 1993
1 Two scientic applications of genetic programming: Stack lter.. (context) - Oakley - 1994
1 Hillclimbing experiments with sorting networks (context) - Drescher - 1994
1 HCS: Adding hierarchies to classi er systems (context) - Shu, Schae - 1991
1 Generality and diculty in GP: Evolving a sort (context) - Kinnear - 1993
1 Behavior-based articial intelligence (context) - Maes - 1992
1 GA experiments with sorting networks (context) - Thearling - 1994
1 Alternatives in automatic function denition: A comparison of.. (context) - Kinnear - 1994
1 Evolving non-deterministic algorithms for ecient sorting net.. (context) - Tufts, Juille - 1994
1 Parallel case evaluation for genetic programming (context) - Tufts - 1993
Documents on the same site (ftp://ftp.cs.bham.ac.uk/pub/authors/T.Kovacs/lcs.archive/): More
Classifier Systems: A useful approach to machine learning? - de Boer (1994) (Correct)
Genetic Algorithms and Fuzzy Logic in Control Processes -.. (1995) (Correct)
Explore/Exploit Strategies in Autonomy - Wilson (1996) (Correct)
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