My Publications
This page lists my publications, most of which are available for
download and some have been converted to HTML for browsing. Please report any problems with
downloading, previewing, or printing them. I can send hardcopies on request.
Theses
- Cichosz, P. (1997). Reinforcement Learning by Truncating
Temporal Differences. PhD Thesis, Department of Electronics and
Information Technology, Warsaw University of Technology.
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abstract, download gzipped postscipt (1,591,305 bytes, 242
pages).
- Cichosz, P. (1994). Reinforcement Learning Algorithms Based
on the Methods of Temporal Differences. Master's Thesis,
Institute of Computer Science, Warsaw University of Technology.
Read the abstract, download gzipped postscipt (376,887 bytes, 152
pages).
International Journals
- Cichosz, P. (2011). Assessing the quality of classification
models: Performance measures and evaluation procedures. Central
European Journal of Engineering, 1:132-158.
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on
SpringerLink.
- Cichosz, P. (2000). A forwards view of replacing eligibility
traces for states and state-action pairs. Mathematical
Algorithms, 1:283-297.
Read the abstract, download gzipped postscipt (78,463 bytes, 22 pages).
- Cichosz, P. (1999). An analysis of experience replay in temporal
difference learning. Cybernetics and Systems,
30:341-363.
Read the abstract, download gzipped postscipt (101,770 bytes, 23 pages).
- Cichosz, P. (1999). TD(λ) learning without eligibility
traces: A theoretical analysis. Journal of Experimental and
Theoretical Artificial Intelligence, 11:239-263.
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abstract, download gzipped postscipt (122,280 bytes, 30 pages).
- Cichosz, P. (1996). Delayed reinforcement learning of
multidimensional control actions. Systems
Analysis-Modelling-Simulation, 24:233-248.
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- Cichosz, P. (1995). Truncating temporal differences: On the
efficient implementation of TD(λ) for reinforcement
learning. Journal of Artificial Intelligence Research,
2:287-318.
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download gzipped postscipt (108,231 bytes, 32
pages), browse HTML.
Polish Journals
- Cichosz, P. (1995). Wprowadzenie do systemow uczacych sie ze
wzmocnieniem. Informatyka, 4/96.
International Conferences
- Wawrzynski, P., Arabas, J., & Cichosz, P. (2008). Predictive control
for Artificial Intelligence in computer games. In Proceedings of the
Tenth International Conference on Artificial Intelligence and Soft
Computing (ICAISC-2008). Springer. Read the abstract,
view PDF.
- Arabas, J. & Cichosz, P. (2006). Search-based view of Artificial
Intelligence. In Artificial Intelligence Studies, Academy of
Podlasie.
- Walczak, T. & Cichosz, P. (2006). A distributed learning control
system for elevator groups. In Proceedings of the Eighth
International Conference on Artificial Intelligence and Soft
Computing (ICAISC-2008). Springer. Read the abstract,
view PDF.
- Cichosz, P. (1997). Integrated learning and planning based on
truncating temporal differences. In Proceedings of the Ninth
European Conference on Machine Learning (ECML-97). Springer.
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the abstract,
view PDF.
- Cichosz, P. (1996). Truncated temporal differences with function
approximation: Successful examples using CMAC. In Proceedings of
the Thirteenth European Meeting on Cybernetics and Systems
Research (EMCSR-96). Austrian Society for Cybernetic
Studies.
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download gzipped postscript (185,857
bytes, 6 pages), browse HTML.
- Cichosz, P. (1996). Truncated temporal differences and sequential
replay: Comparison, integration, and experiments. To appear in
Proceedings of the Poster Session of the Ninth International
Symposium on Methodologies for Intelligent Systems (ISMIS-96),
Zakopane, Poland. Oak Ridge Laboratory.
Read the abstract, download gzipped postscript (241,608 bytes, 15
pages).
- Cichosz, P., & Mulawka, J. J. (1995). Fast and efficient
reinforcement learning with truncated temporal differences. In
Proceedings of the Twelfth International Conference on Machine
Learning (ML-95), Tahoe City, California. Morgan Kaufmann.
Read the abstract, download gzipped postscipt (62,179 bytes, 9 pages), browse HTML.
- Cichosz, P., & Mulawka, J. J. (1995). Integrated architectures
for learning, planning, and reacting based on approximating
TD(λ). In Proceedings of the First International Workshop
on Intelligent Adaptive Systems (IAS-95), Melbourne Beech,
Florida.
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download gzipped postscipt (47,968 bytes,
12 pages).
- Cichosz, P., & Mulawka, J. J. (1995). GBQL: A novel
genetics-based reinforcement learning architecture. In
Proceedings of the Third European Congress on Intelligent
Techniques and Soft Computing (EUFIT'95), Aachen, Germany.
Read the abstract, download gzipped postscipt (40,508 bytes, 5 pages).
- Cichosz, P. (1995). Learning multidimensional control actions
from delayed reinforcements. In Proceedings of the Eighth
International Symposium on System-Modelling-Control (SMC-8),
Zakopane, Poland.
Read the abstract, download gzipped postscipt (43,011 bytes, 6
pages).
- Cichosz, P., & Mulawka, J. J. (1995). Towards more efficient
intelligent agents learning from delayed rewards. In Proceedings
of the IV International Workshop on Intelligent Information
Systems (WIS'95), Augustow, Poland.
- Seredynski, F., Cichosz, P., & Klebus, G. P. (1995). Learning
classifier systems in multi-agent environments. In Proceedings
of the First IEE/IEEE International Conference on Genetic Algorithms
in Engineering Systems: Innovations and Applications
(GALESIA'95), Sheffield, UK.
Read the abstract, download gzipped postscipt (40,937 bytes, 6 pages).
Polish Conferences
- Cichosz, P., & Mulawka, J. J. (1996). Faster temporal credit
assignment in learning classifier systems. In Proceedings of the
First Polish Conference on Evolutionary Algorithms (KAE-96),
Murzasichle, Poland.
Read the abstract, download gzipped postscript (47,017 bytes, 10
pages).
- Cichosz, P., & Mulawka, J. J. (1995, in Polish). Uczenie sie
sekwencyjnego podejmowania decyzji w oparciu o opoznione
nagrody. Materialy Krajowej Konferencji: Analiza Decyzyjna,
Systemy Ekspertowe, Zastosowania Systemow Komputerowych, IBS
PAN, Warszawa, Polska.
- Mulawka, J. J., & Cichosz, P. (1994, in Polish). Systemy uczace
sie i perspektywy ich zastosowan w dziedzinie
ekonomii. Materialy Konferencji INFOGRYF'94, Kolobrzeg,
Polska.
Technical Reports
- Seredynski, F., Cichosz, P., & Klebus, G. P. (1995, in
Polish). (CS)LAG: system do symulacji gier uczacych sie
agentow. Technical report 778, Institute of Computer Science, Polish
Academy of Sciences.
- Cichosz, P., Klebus, G. P. (1994). Visual presentation of
inheritance structures: A case study in object oriented
programming. Research report 8/94, Institute of Computer Science,
Warsaw University of Technology.
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