This page contains a list of my publications to date. Click on the paper title to view the abstract. Some of the papers are available for download.

Book Chapters

R. Jensen and Q. Shen. Rough set based feature selection: A review. To appear in Rough Computing: Theories, Technologies and Applications, 2007. (invited)

R. Jensen. Performing Feature Selection with ACO. Swarm Intelligence and Data Mining, A. Abraham, C. Grosan and V. Ramos (eds.), Studies in Computational Intelligence, Vol. 34, pp. 45-73. 2006.

Journal

Q. Shen and R. Jensen. Rough Sets, their Extensions and Applications. To appear in International Journal of Automation and Computing (IJAC).

Q. Shen and R. Jensen. Approximation-based feature selection and application for algae population estimation. To appear in Applied Intelligence.

R. Jensen and Q. Shen. Fuzzy-Rough Sets Assisted Attribute Selection. IEEE Transactions on Fuzzy Systems, vol. 15, no. 1, pp. 73-89, 2007.

X. Wang, J. Yang, X. Teng, W. Xia, and R. Jensen. Feature Selection based on Rough Sets and Particle Swarm Optimization. Pattern Recognition Letters, vol. 28, no. 4, pp. 459-471, 2007.

X. Wang, J. Yang, R. Jensen and X. Liu. Rough Set Feature Selection and Rule Induction for Prediction of Malignancy Degree in Brain Glioma. Computer Methods and Programs in Biomedicine, 83(2): 147-156. 2006.

R. Jensen and Q. Shen. Semantics-Preserving Dimensionality Reduction: Rough and Fuzzy-Rough Based Approaches. IEEE Transactions on Knowledge and Data Engineering, 16(12): 1457-1471. 2004.

R. Jensen and Q. Shen. Fuzzy-Rough Data Reduction with Ant Colony Optimization. Fuzzy Sets and Systems, 149(1):5-20. 2005.

Q. Shen and R. Jensen. Selecting Informative Features with Fuzzy-Rough Sets and its Application for Complex Systems Monitoring. Pattern Recognition, 37(7): 1351-1363. 2004.

R. Jensen and Q. Shen. Fuzzy-Rough Attribute Reduction with Application to Web Categorization. Fuzzy Sets and Systems 141(3), pp. 469-485. 2004.

Conference/Workshop

P. Lingras and R. Jensen. Survey of Rough and Fuzzy Hybridization. To appear in: Proceedings of the 16th International Conference on Fuzzy Systems (FUZZ-IEEE'07), 2007.

R. Jensen and Q. Shen. Tolerance-based and Fuzzy-Rough Feature Selection. To appear in: Proceedings of the 16th International Conference on Fuzzy Systems (FUZZ-IEEE'07), 2007.

N. Mac Parthalain, Q. Shen and R. Jensen. Distance Measure Assisted Rough Set Feature Selection . To appear in: Proceedings of the 16th International Conference on Fuzzy Systems (FUZZ-IEEE'07), 2007.

R. Jensen and Q. Shen. Webpage Classification with ACO-enhanced Fuzzy-Rough Feature Selection. Proceedings of the Fifth International Conference on Rough Sets and Current Trends in Computing (RSCTC 2006), LNAI 4259, pp. 147-156. 2006.

N. Mac Parthalain, R. Jensen and Q. Shen. Fuzzy entropy-assisted fuzzy-rough feature selection. Proceedings of the 15th International Conference on Fuzzy Systems (FUZZ-IEEE'06). 2006.

N. Mac Parthalain, R. Jensen and Q. Shen. Comparing Fuzzy-Rough and Fuzzy Entropy-assisted Fuzzy-Rough Feature Selection. Proceedings of the 6th Annual Workshop on Computational Intelligence (UKCI'06). 2006.

R. Jensen, Q. Shen and A. Tuson. Finding Rough Set Reducts with SAT. Proceedings of the 10th International Conference on Rough Sets, Fuzzy Sets, Data Mining and Granular Computing, LNAI 3641, pp. 194-203, 2005.
PDF - Slides

R. Jensen and Q. Shen. Using Fuzzy Dependency-Guided Attribute Grouping in Feature Selection. Proceedings of the 9th International Conference on Rough Sets, Fuzzy Sets, Data Mining and Granular Computing (RSFDGrC'2003), pp. 250-254, 2003.
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R. Jensen and Q. Shen. Fuzzy-Rough Sets for Descriptive Dimensionality Reduction. Proceedings of the 11th International Conference on Fuzzy Systems, pp. 29-34, 2002.
PDF

R. Jensen and Q. Shen. Fuzzy-Rough Feature Significance for Fuzzy Decision Trees. In: Proceedings of the 2005 UK Workshop on Computational Intelligence, pp. 89-96. 2005.
PDF - HTML - Slides

R. Jensen and Q. Shen. Finding Rough Set Reducts with Ant Colony Optimization. Proceedings of the 2003 UK Workshop on Computational Intelligence, pp. 15-22, 2003.
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R. Jensen and Q. Shen. Aiding Fuzzy Rule Induction with Fuzzy-Rough Attribute Reduction. Proceedings of the 2002 UK Workshop on Computational Intelligence, pp. 81-88, 2002.
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R. Jensen and Q. Shen. A Rough Set-Aided System for Sorting WWW Bookmarks. In N. Zhong et al. (Eds.), Web Intelligence: Research and Development. pp. 95-105, 2001.
PDF

R. Jensen and Q. Shen. Rough and fuzzy sets for dimensionality reduction. Proceedings of the 2001 UK Workshop on Computational Intelligence, pp. 69-74, 2001.
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