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Journal Articles
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- Stracuzzi, D.J. and Utgoff, P.E. (2004),
Randomized variable elimination. Journal of Machine Learning
Research, 5, 1331-1362.
- Utgoff, P.E. and Stracuzzi, D.J. (2002),
Many-layered learning. Neural Computation, 14, (10).
2497-2529.
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Conference Papers
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- Li, N., Stracuzzi, D.J., Cleveland, G., Konik, T., Shapiro, D.,
Molineaux, M., and Aha, D.W. (2009).
Constructing game agents from video of human behavior.
Proceedings of the Fifth AAAI Conference on Artificial
Intelligence and Interactive Digital Entertainment. Stanford,
CA: AAAI Press.
- Stracuzzi, D.J., Li, N., Cleveland, G. and Langley, P. (2009).
Representing and reasoning
over time in a unified cognitive architecture. Proceedings
of the 31st Annual Meeting of the Cognitive Science Society.
Amsterdam, Netherlands: Cognitive Science Society, Inc.
- Li, N., Stracuzzi, D.J., Langley, P. and Nejati, N.(2009).
Learning hierarchical skills
from problem solutions using means-ends analysis. Proceedings
of the 31st Annual Meeting of the Cognitive Science Society.
Amsterdam, Netherlands: Cognitive Science Society, Inc.
- Stracuzzi, D.J. and Konik, T. (2008),
A statistical approach to incremental induction of first-order
hierarchical knowledge bases. Proceedings of the 18th
International Conference on Inductive Logic Programming
(pp. 279 - 296). Prague, Czech Republic: Springer.
- Li, N., Stracuzzi, D.J. and Langley, P. (2008).
Learning conceptual predicates for
teleoreactive logic programs. Proceedings of the
Late-Breaking Papers Track of the 18th International Conference on
Inductive Logic Programming. Prague, Czech Republic.
- Asgharbeygi, N., Stracuzzi, D.J. and Langley P. (2006),
Relational temporal difference learning.
Proceedings of the 23rd International Conference on Machine Learning
(pp. 49 - 56). Pittsburgh, PA: ACM Press.
- Stracuzzi, D.J. (2005), Scalable knowledge
acquisition through memory organization. International and
Interdisciplinary Conference on Adaptive Knowledge Representation
and Reasoning (pp. 57 - 64). Espoo, Finland: Helsinki
University of Technology.
- Utgoff, P.E. and Stracuzzi, D.J. (2002),
Many-layered learning. Second International Conference on
Development and Learning (pp. 141 - 146). Cambridge, MA: IEEE Press.
- Stracuzzi, D.J. and Utgoff, P.E. (2002),
Randomized variable elimination. Proceedings of the Nineteenth
International Conference on Machine Learning (pp. 594-601).
Sydney, Australia: Morgan Kaufmann.
- Utgoff, P.E. and Stracuzzi, D.J. (1999),
Approximation via value unification. Proceedings of the Sixteenth
International Conference on Machine Learning (pp. 425 - 432).
Bled, Slovenia: Morgan Kaufmann.
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Workshop Papers
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- Li, N., Stracuzzi, D.J., Cleveland, G., Konik, T.,
Shapiro, D., Ali, K., Molineaux, M., Aha, D.W. (2009).
Learning hierarchical skills for
game agents from video of human behavior. Proceedings of
the IJCAI 2009 Workshop on Learning Structural Knowledge From
Observations.
- Stracuzzi, D.J. (2006). Memory
organization and knowledge transfer. Proceedings of the ICML-06
Workshop on Structural Knowledge Transfer for Machine Learning.
- Stracuzzi, D.J. and Asgharbeygi, N. (2006).
Transfer of knowledge structures with relational temporal difference
learning. Proceedings of the ICML-06 Workshop on Structural
Knowledge Transfer for Machine Learning.
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Book Chapters
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- Stracuzzi, D.J. (2007). Randomized feature
selection. In Liu and Motoda (Eds.) Computational Methods of Feature
Selection (pp. 41 - 62). CRC Press.
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Posters and Presentations&dagger
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- Bidaye, D., Dzifcak, J., Stracuzzi, D.J., Chimera, R.,
Verdicchio, M., Furber, J., Kim, S., and Langley, P. (2009).
An interactive environment for visualizing, interpreting, and
revising biological process models. The 13th Annual
International Conference on Research in Computational
Molecular Biology. Tuscon, AZ.
- Bidaye, D., Dzifcak, J., Stracuzzi, D.J., Chimera, R.,
Verdicchio, M., Furber, J., Kim, S., and Langley, P. (2009).
An interactive environment for visualizing, developing, and
evaluating biological process models of aging. The 38th
Annual Meeting of the American Aging Association.
Scottsdale, AZ.
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Doctoral Dissertation
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Technical Reports
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- Stracuzzi, D.J. (2005) Scalable learning
in many layers. TR-05-02. Amherst, MA: University of
Massachusetts Computer Science Department.
- Stracuzzi, D.J. and Utgoff, P.E. (2000)
Feature compilation. TR-00-18. Amherst, MA: University of
Massachusetts Computer Science Department.
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&daggerAbstracts, extended abstracts, and other
acceptance procedures with minimal review.
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