Graph Based Data Mining
L. B. Holder. Empirical Substructure Discovery. In Proceedings of the Sixth International Workshop on Machine Learning, pages 133-136, 1989.
L. B. Holder, D. J. Cook and H. Bunke. Fuzzy Substructure Discovery. In Proceedings of the Ninth International Conference on Machine Learning, pages 218-223, 1992.
L. B. Holder and D. J. Cook. Discovery of Inexact Concepts from Structural Data. In IEEE Transactions on Knowledge and Data Engineering, Volume 5, Number 6, pages 992-994, 1993.
D. J. Cook and L. B. Holder. Substructure Discovery Using Minimum Description Length and Background Knowledge. In Journal of Artificial Intelligence Research, Volume 1, pages 231-255, 1994.
L. B. Holder, D. J. Cook and S. Djoko. Substructure Discovery in the SUBDUE System. In Proceedings of the AAAI Workshop on Knowledge Discovery in Databases, pages 169-180, 1994.
D. J. Cook and L. B. Holder, Graph-Based Data Mining, IEEE Intelligent Systems, 15(2), pages 32-41, 2000.
S. Djoko, D. J. Cook, and L. B. Holder. An Empirical Study of Domain Knowledge and Its Benefits to Substructure Discovery". In the IEEE Transactions on Knowledge and Data Engineering, Volume 9, Number 4, 1997.
S. Djoko, D. J. Cook and L. B. Holder. Analyzing the Benefits of Domain Knowledge in Substructure Discovery. In the Proceedings of the First International Conference on Knowledge Discovery and Data Mining, pages 75-80, 1995.
D. J. Cook, L. B. Holder, and S. Djoko. Scalable Discovery of Informative Structural Concepts Using Domain Knowledge. In IEEE Expert, Volume 11, Number 5, pages 59-68, 1996.
D. J. Cook, L. B. Holder, and S. Djoko. Knowledge Discovery from Structural Data. Journal of Intelligence and Information Sciences, Volume 5, Number 3, pages 229-245, 1995. Also available as Technical Report TR-95-149, NASA Center of Excellence in Space Data and Information Sciences, 1995.
S. Bandyopadhyay, U. Maulik, D. J. Cook, L. B. Holder, and Y. Ajmerwala, Enhancing Structure Discovery for Data Mining in Graphical Databases Using Evolutionary Programming, Proceedings of the Florida Artificial Intelligence Research Symposium, pages 232-236, 2002.
L. B. Holder. Substructure Discovery in Subdue. Technical Report UILU-ENG-88-2220, Department of Computer Science, University of Illinois, Urbana, IL, May 1988.
L. B. Holder. Discovering Substructure in Examples. Master's thesis, Department of Computer Science, University of Illinois, Urbana, IL, May 1988. (Available as Technical Report UILU-ENG-88-2223).