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<P> <UL> <LI> Maclin, R. & Shavlik, J. W. (1996). <!WA20><!WA20><!WA20><!WA20><!WA20><!WA20><!WA20><!WA20><!WA20><!WA20><!WA20><!WA20><!WA20><!WA20><!WA20><!WA20><!WA20><!WA20><!WA20><!WA20><!WA20><!WA20><!WA20><!WA20><!WA20><!WA20><!WA20><!WA20><!WA20><!WA20><!WA20><A HREF="ftp://ftp.cs.wisc.edu/machine-learning/shavlik-group/maclin.mlj96.ps"> Creating advice-taking reinforcement learners.</A> <EM>Machine Learning</EM>, 22:1-3, 251-281.<P> <LI> Craven, M. W. & Shavlik, J. W. (1996). <!WA21><!WA21><!WA21><!WA21><!WA21><!WA21><!WA21><!WA21><!WA21><!WA21><!WA21><!WA21><!WA21><!WA21><!WA21><!WA21><!WA21><!WA21><!WA21><!WA21><!WA21><!WA21><!WA21><!WA21><!WA21><!WA21><!WA21><!WA21><!WA21><!WA21><!WA21><A HREF="ftp://ftp.cs.wisc.edu/machine-learning/shavlik-group/craven.nips96.ps"> Extracting tree-structured representations of trained networks.</A> <EM>Proceedings of the Conference on Neural Information Processing Systems</EM> (NIPS8).<P> <LI> Opitz, D. W. & Shavlik, J. W. (1996). <!WA22><!WA22><!WA22><!WA22><!WA22><!WA22><!WA22><!WA22><!WA22><!WA22><!WA22><!WA22><!WA22><!WA22><!WA22><!WA22><!WA22><!WA22><!WA22><!WA22><!WA22><!WA22><!WA22><!WA22><!WA22><!WA22><!WA22><!WA22><!WA22><!WA22><!WA22><A HREF="ftp://ftp.cs.wisc.edu/machine-learning/shavlik-group/opitz.nips96.ps"> Generating accurate and diverse members of a neural-network ensemble.</A> <EM>Proceedings of the Conference on Neural Information Processing Systems</EM> (NIPS8).<P> <LI> Cherkauer, K. J. & Shavlik, J. W. (1996). <!WA23><!WA23><!WA23><!WA23><!WA23><!WA23><!WA23><!WA23><!WA23><!WA23><!WA23><!WA23><!WA23><!WA23><!WA23><!WA23><!WA23><!WA23><!WA23><!WA23><!WA23><!WA23><!WA23><!WA23><!WA23><!WA23><!WA23><!WA23><!WA23><!WA23><!WA23><A HREF="ftp://ftp.cs.wisc.edu/machine-learning/shavlik-group/cherkauer.nips96.ps"> Rapid quality estimation of neural network input representations.</A> <EM>Proceedings of the Conference on Neural Information Processing Systems</EM> (NIPS8).<P> <LI> Opitz, D. W. & Shavlik, J. W. (1995). <!WA24><!WA24><!WA24><!WA24><!WA24><!WA24><!WA24><!WA24><!WA24><!WA24><!WA24><!WA24><!WA24><!WA24><!WA24><!WA24><!WA24><!WA24><!WA24><!WA24><!WA24><!WA24><!WA24><!WA24><!WA24><!WA24><!WA24><!WA24><!WA24><!WA24><!WA24><A HREF="ftp://ftp.cs.wisc.edu/machine-learning/shavlik-group/opitz.kbs95.ps"> Dynamically adding symbolically meaningful nodes to knowledge-based neural networks.</A> <EM>Knowledge-Based Systems</EM>, 8:6, 301-311.<P> <LI> Towell, G. G. & Shavlik, J. W. (1994). <!WA25><!WA25><!WA25><!WA25><!WA25><!WA25><!WA25><!WA25><!WA25><!WA25><!WA25><!WA25><!WA25><!WA25><!WA25><!WA25><!WA25><!WA25><!WA25><!WA25><!WA25><!WA25><!WA25><!WA25><!WA25><!WA25><!WA25><!WA25><!WA25><!WA25><!WA25><A HREF="ftp://ftp.cs.wisc.edu/machine-learning/shavlik-group/towell.aij94.ps"> Knowledge-based artificial neural networks.</A> <EM>Artificial Intelligence</EM>, 70:1-2, 119-165.<P> <LI> Shavlik, J. W. (1994). <!WA26><!WA26><!WA26><!WA26><!WA26><!WA26><!WA26><!WA26><!WA26><!WA26><!WA26><!WA26><!WA26><!WA26><!WA26><!WA26><!WA26><!WA26><!WA26><!WA26><!WA26><!WA26><!WA26><!WA26><!WA26><!WA26><!WA26><!WA26><!WA26><!WA26><!WA26><A HREF="ftp://ftp.cs.wisc.edu/machine-learning/shavlik-group/shavlik.tr92.ps"> Combining symbolic and neural learning.</A> <EM>Machine Learning</EM>, 14:3, 321-331.<P> <LI> Towell, G. G. & Shavlik, J. W. (1993). <!WA27><!WA27><!WA27><!WA27><!WA27><!WA27><!WA27><!WA27><!WA27><!WA27><!WA27><!WA27><!WA27><!WA27><!WA27><!WA27><!WA27><!WA27><!WA27><!WA27><!WA27><!WA27><!WA27><!WA27><!WA27><!WA27><!WA27><!WA27><!WA27><!WA27><!WA27><A HREF="ftp://ftp.cs.wisc.edu/machine-learning/shavlik-group/towell.mlj93.ps"> The extraction of refined rules from knowledge-based neural networks.</A> <EM>Machine Learning</EM>, 13:1, 71-101.<P> <LI> Maclin, R. & Shavlik, J. W. (1993). <!WA28><!WA28><!WA28><!WA28><!WA28><!WA28><!WA28><!WA28><!WA28><!WA28><!WA28><!WA28><!WA28><!WA28><!WA28><!WA28><!WA28><!WA28><!WA28><!WA28><!WA28><!WA28><!WA28><!WA28><!WA28><!WA28><!WA28><!WA28><!WA28><!WA28><!WA28><A HREF="ftp://ftp.cs.wisc.edu/machine-learning/shavlik-group/maclin.mlj93.ps"> Using knowledge-based neural networks to improve algorithms: Refining the Chou-Fasman algorithm for protein folding.</A> <EM>Machine Learning</EM>, 11:2/3, 195-215.<P> <LI> Scott. G. M., Shavlik, J. W., & Ray, H. (1992). Refining PID controllers using neural networks. <EM>Neural Computation</EM>, 4:5, 736-747. (A <!WA29><!WA29><!WA29><!WA29><!WA29><!WA29><!WA29><!WA29><!WA29><!WA29><!WA29><!WA29><!WA29><!WA29><!WA29><!WA29><!WA29><!WA29><!WA29><!WA29><!WA29><!WA29><!WA29><!WA29><!WA29><!WA29><!WA29><!WA29><!WA29><!WA29><!WA29><A HREF="ftp://ftp.cs.wisc.edu/machine-learning/shavlik-group/scott.nips4.ps"> NIPS4 version</A> is on line.)<P> <LI> Shavlik, J. W., Towell, G. G., & Noordewier, M. O. (1992). Using neural networks to refine biological knowledge. <EM>International Journal of Genome Research</EM>, 1:1, 81-107.<P> <LI> Shavlik, J. W., Mooney, R. J., & Towell, G. G. (1991). An experimental comparison of symbolic and connectionist learning algorithms. <EM>Machine Learning</EM>, 6:2, 111-143. (A <!WA30><!WA30><!WA30><!WA30><!WA30><!WA30><!WA30><!WA30><!WA30><!WA30><!WA30><!WA30><!WA30><!WA30><!WA30><!WA30><!WA30><!WA30><!WA30><!WA30><!WA30><!WA30><!WA30><!WA30><!WA30><!WA30><!WA30><!WA30><!WA30><!WA30><!WA30><A HREF="ftp://ftp.cs.wisc.edu/machine-learning/shavlik-group/old-TRs/tr955.ps"> version is on-line</A>, but several figures are missing.)<P> <LI> Shavlik, J. W. & Dietterich, T. D., eds., (1990). <EM>Readings in Machine Learning</EM>, Morgan Kaufmann, San Mateo, CA.<P> </UL><A NAME="courses"><H2> Courses Recently Taught </H2></A> <UL> <LI> <!WA31><!WA31><!WA31><!WA31><!WA31><!WA31><!WA31><!WA31><!WA31><!WA31><!WA31><!WA31><!WA31><!WA31><!WA31><!WA31><!WA31><!WA31><!WA31><!WA31><!WA31><!WA31><!WA31><!WA31><!WA31><!WA31><!WA31><!WA31><!WA31><!WA31><!WA31><A HREF="http://www.cs.wisc.edu/~shavlik/cs540.html"> CS 540 - Introduction to Artificial Intelligence</A> (Fall 1995) <LI> <!WA32><!WA32><!WA32><!WA32><!WA32><!WA32><!WA32><!WA32><!WA32><!WA32><!WA32><!WA32><!WA32><!WA32><!WA32><!WA32><!WA32><!WA32><!WA32><!WA32><!WA32><!WA32><!WA32><!WA32><!WA32><!WA32><!WA32><!WA32><!WA32><!WA32><!WA32><A HREF="http://www.cs.wisc.edu/~shavlik/cs838.html"> CS 838 - Machine Learning and Information Retrieval</A> (Fall 1995) <LI> <!WA33><!WA33><!WA33><!WA33><!WA33><!WA33><!WA33><!WA33><!WA33><!WA33><!WA33><!WA33><!WA33><!WA33><!WA33><!WA33><!WA33><!WA33><!WA33><!WA33><!WA33><!WA33><!WA33><!WA33><!WA33><!WA33><!WA33><!WA33><!WA33><!WA33><!WA33><A HREF="http://www.cs.wisc.edu/~shavlik/cs760.html"> CS 760 - Machine Learning</A> (Spring 1996) </UL><A NAME="links"><H2> Some Interesting Links </H2></A> <UL> <LI> <!WA34><!WA34><!WA34><!WA34><!WA34><!WA34><!WA34><!WA34><!WA34><!WA34><!WA34><!WA34><!WA34><!WA34><!WA34><!WA34><!WA34><!WA34><!WA34><!WA34><!WA34><!WA34><!WA34><!WA34><!WA34><!WA34><!WA34><!WA34><!WA34><!WA34><!WA34><A HREF="http://www.cs.wisc.edu/"> U-Wisc CS Dept</A> <LI> <!WA35><!WA35><!WA35><!WA35><!WA35><!WA35><!WA35><!WA35><!WA35><!WA35><!WA35><!WA35><!WA35><!WA35><!WA35><!WA35><!WA35><!WA35><!WA35><!WA35><!WA35><!WA35><!WA35><!WA35><!WA35><!WA35><!WA35><!WA35><!WA35><!WA35><!WA35><A HREF="http://www.cs.wisc.edu/~shavlik/uwai.html"> U-Wisc AI Group</A> <LI> <!WA36><!WA36><!WA36><!WA36><!WA36><!WA36><!WA36><!WA36><!WA36><!WA36><!WA36><!WA36><!WA36><!WA36><!WA36><!WA36><!WA36><!WA36><!WA36><!WA36><!WA36><!WA36><!WA36><!WA36><!WA36><!WA36><!WA36><!WA36><!WA36><!WA36><!WA36><A HREF="http://www.cs.wisc.edu/~shavlik/uwml.html"> U-Wisc Machine Learning Group</A> (my group) <LI> <!WA37><!WA37><!WA37><!WA37><!WA37><!WA37><!WA37><!WA37><!WA37><!WA37><!WA37><!WA37><!WA37><!WA37><!WA37><!WA37><!WA37><!WA37><!WA37><!WA37><!WA37><!WA37><!WA37><!WA37><!WA37><!WA37><!WA37><!WA37><!WA37><!WA37><!WA37><A HREF="http://www.cs.wisc.edu/~shavlik/uwcompbio.html"> U-Wisc Computational Biology Research</A> (includes some ML) <LI> <!WA38><!WA38><!WA38><!WA38><!WA38><!WA38><!WA38><!WA38><!WA38><!WA38><!WA38><!WA38><!WA38><!WA38><!WA38><!WA38><!WA38><!WA38><!WA38><!WA38><!WA38><!WA38><!WA38><!WA38><!WA38><!WA38><!WA38><!WA38><!WA38><!WA38><!WA38><A HREF="http://broca.neurosim.wisc.edu/pcn"> U-Wisc Computational Neuroscience Research</A> <LI> <!WA39><!WA39><!WA39><!WA39><!WA39><!WA39><!WA39><!WA39><!WA39><!WA39><!WA39><!WA39><!WA39><!WA39><!WA39><!WA39><!WA39><!WA39><!WA39><!WA39><!WA39><!WA39><!WA39><!WA39><!WA39><!WA39><!WA39><!WA39><!WA39><!WA39><!WA39><A HREF="http://www.cs.wisc.edu/~shavlik/local-links.html"> Various local links of interest</A> <LI> <!WA40><!WA40><!WA40><!WA40><!WA40><!WA40><!WA40><!WA40><!WA40><!WA40><!WA40><!WA40><!WA40><!WA40><!WA40><!WA40><!WA40><!WA40><!WA40><!WA40><!WA40><!WA40><!WA40><!WA40><!WA40><!WA40><!WA40><!WA40><!WA40><!WA40><!WA40><A HREF="http://www.cs.wisc.edu/~shavlik/ml95w1/"> Procs: Workshop on <EM>Agents that Learn from Other Agents</EM></A>, held at the 1995 International Machine Learning Conference. </UL><HR><ADDRESS>Last modified: Fri Jul 5 18:40:39 1996 by Jude Shavlik</ADDRESS><ADDRESS> <!WA41><!WA41><!WA41><!WA41><!WA41><!WA41><!WA41><!WA41><!WA41><!WA41><!WA41><!WA41><!WA41><!WA41><!WA41><!WA41><!WA41><!WA41><!WA41><!WA41><!WA41><!WA41><!WA41><!WA41><!WA41><!WA41><!WA41><!WA41><!WA41><!WA41><!WA41><A HREF="mailto:shavlik@cs.wisc.edu">shavlik@cs.wisc.edu</A></ADDRESS><HR></BODY></HTML>
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