Richard Jensen BSc (Lancaster), MSc (Edinburgh), PhD (Edinburgh)

Lecturer

Contact Details

Room Number..........:  C44
Building....................:  Llandinam
Phone.......................:   +44 (0)1970 628510
E-Mail........................:   rkj
Home Page...............:   Personal

Research Groups

Teaching Areas

Modules Taught

  • CS26520: Artificial Intelligence
  • CSM6120: Fundamentals of Intelligent Systems
  • SEM6120: Fundamentals of Intelligent Systems

Publications

2016

Amiri, M., Jensen, R. 2016. Missing data imputation using fuzzy-rough methods. Neurocomputing 205 pp. 152-164. 10.1016/j.neucom.2016.04.015

2015

Jensen, R., MacParthalain, N. 2015. Discovering Fuzzy-Rough Reducts through Estimation of Distribution Algorithms. In A. Yazici, N. Pal, U. Kaymak, T. Martin, H. Ishibuchi, C. Lin, J. Sousa, B. Tutmez (eds), 2015 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE). IEEE International Fuzzy Systems Conference Proceedings IEEE International Conference on Fuzzy Systems (FUZZ-IEEE), Istanbul, Turkey, 02/08/2015 - 05/08/2015. IEEE Press pp. 1-8. 10.1109/FUZZ-IEEE.2015.7338022

MacParthalain, N., Jensen, R. 2015. Fuzzy-Rough Feature Selection using Flock of Starlings Optimisation. In A. Yazici, N. Pal, U. Kaymak, T. Martin, H. Ishibuchi, C. Lin, J. Sousa, B. Tutmez (eds), 2015 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE). IEEE International Fuzzy Systems Conference Proceedings IEEE International Conference on Fuzzy Systems (FUZZ-IEEE), Istanbul, Turkey, 02/08/2015 - 05/08/2015. IEEE Press

Jensen, R., Vluymans, S., MacParthalain, N., Cornelis, C., Saeys, Y. 2015. Semi-Supervised Fuzzy-Rough Feature Selection. In Y. Yao, Q. Hu, H. Yu, J. Grzymala-Busse (eds), Rough Sets, Fuzzy Sets, Data Mining, and Granular Computing: 15th International Conference, RSFDGrC. Lecture Notes in Artificial Intelligence, vol. 9437 15th International Conference on Rough Sets, Fuzzy Sets, Data Mining and Granular Computing (RSFDGrC), Tianjin, , 20/11/2015 - 23/11/2015. Springer pp. 185-195. 10.1007/978-3-319-25783-9_17

Jensen, R., MacParthalain, N. 2015. Towards scalable fuzzy-rough feature selection. Information Sciences 323 11619 pp. 1-15. 10.1016/j.ins.2015.06.025

Moayedikia, A., Jensen, R., Wiil, U.K., Forsati, R. 2015. Weighted bee colony algorithm for discrete optimization problems with application to feature selection. Engineering Applications of Artificial Intelligence 44 pp. 153-167. 10.1016/j.engappai.2015.06.003

2014

Forsati, R., Moayedikia, A., Jensen, R., Shamsfard, M., Meybodi, M.R. 2014. Enriched ant colony optimization and its application in feature selection. Neurocomputing 142 pp. 354-371. 10.1016/j.neucom.2014.03.053

Jensen, R., MacParthalain, N., Cornelis, C. 2014. Feature Grouping-Based Fuzzy-Rough Feature Selection. 2014 IEEE INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS (FUZZ-IEEE). IEEE International Fuzzy Systems Conference Proceedings IEEE International Conference on Fuzzy Systems, United Kingdom of Great Britain and Northern Ireland, 06/07/2014 - 11/07/2014. IEEE Press, NEW YORK pp. 1488-1495.

Jensen, R., Tuson, A., Shen, Q. 2014. Finding rough and fuzzy-rough set reducts with SAT. Information Sciences 255 pp. 100-120. 10.1016/j.ins.2013.07.033

Diao, R., MacParthalain, N., Jensen, R., Shen, Q. 2014. Heuristic search for fuzzy-rough bireducts and its use in classifier ensembles. IEEE International Conference on Fuzzy Systems. 2014 IEEE International Conference on Fuzzy Systems, FUZZ-IEEE 2014, Beijing, United Kingdom of Great Britain and Northern Ireland, 06/07/2014 - 11/07/2014. IEEE Press pp. 1504-1511. 10.1109/FUZZ-IEEE.2014.6891819

Jensen, R., MacParthaláin, N.S. 2014. Nearest neighbour-based fuzzy-rough feature selection. In C. Cornelis, M. Kryszkiewicz, D. Slezak, E. Menasalvas Ruiz, R. Bello, L. Shang (eds), Rough Sets and Current Trends in Soft Computing: Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), vol. 8536 LNAI Springer pp. 35-46. 10.1007/978-3-319-08644-6_4

2013

Verbiest, N., Cornelis, C., Jensen, R. 2013. Quality, Frequency and Similarity Based Fuzzy Nearest Neighbor Classification. 2013 IEEE International Conference on Fuzzy Systems (FUZZ). 22nd IEEE International Conference on Fuzzy Systems, United Kingdom of Great Britain and Northern Ireland, 07/07/2013 - 10/07/2013. IEEE Press pp. 1-8. 10.1109/FUZZ-IEEE.2013.6622340

MacParthaláin, N.S., Jensen, R. 2013. Simultaneous feature and instance selection using fuzzy-rough bireducts. Proceedings of the 22nd IEEE International Conference on Fuzzy Systems. IEEE Press

MacParthaláin, N.S., Jensen, R. 2013. Unsupervised fuzzy-rough set-based dimensionality reduction. Information Sciences 229 pp. 106-121. 10.1016/j.ins.2012.12.001

2012

Verbiest, N., Cornelis, C., Jensen, R. 2012. Fuzzy Rough Positive Region based Nearest Neighbour Classification. 2012 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE). IEEE International Conference on Fuzzy Systems (FUZZ-IEEE)/International Joint Conference on Neural Networks (IJCNN)/IEEE Congress on Evolutionary Computation (IEEE-CEC)/IEEE World Congress on Computational Intelligence (IEEE-WCCI), Brisbane, , 10/06/2012 - 15/06/2012. IEEE Press, NEW YORK pp. 1961-1967.

Goodarzi, M., Jensen, R., Vander Heyden, Y. 2012. QSRR modeling for diverse drugs using different feature selection methods coupled with linear and nonlinear regressions. Journal of Chromatography B: Analytical Technologies in the Biomedical and Life Sciences Journal of Chromatography B 910 pp. 84-94. 10.1016/j.jchromb.2012.01.012

2011

Jensen, R., Cornelis, C. 2011. A New Approach to Fuzzy-Rough Nearest Neighbour Classification. Proceedings of the 6th International Conference on Rough Sets and Current Trends in Computing. pp. 310-319. Cadair

Vander Heyden, Y., Dejaegher, B., Jensen, R., Funar-Timofei, S., Goodarzi, M. 2011. Fuzzy rough set as feature selection for QSAR modeling of 2,4,5-trisubstituted imidazoles, nontoxic modulators of P-glycoprotein mediated multidrug resistance. Cadair

Jensen, R., Cornelis, C. 2011. Fuzzy-Rough Nearest Neighbour Classification. Transactions on Rough Sets XIII pp. 56-72. 10.1007/978-3-642-18302-7_4

Cornelis, C., Jensen, R. 2011. Fuzzy-Rough Nearest Neighbour Classification and Prediction. Theoretical Computer Science 412 (42) pp. 5871-5884. 10.1016/j.tcs.2011.05.040 Cadair

MacParthalain, N., Jensen, R. 2011. Fuzzy-Rough Set based Semi-Supervised Learning. 2011 IEEE International Conference on Fuzzy Systems (FUZZ). 2011 IEEE International Conference on Fuzzy Systems, Taipei, Taiwan, 27/06/2011 - 30/06/2011. pp. 2465-2472. 10.1109/FUZZY.2011.6007483 Cadair

Jensen, R. 2011. Fuzzy-rough data mining.

2010

MacParthaláin, N.S., Shen, Q., Jensen, R. 2010. A Distance Measure Approach to Exploring the Rough Set Boundary Region for Attribute Reduction. IEEE Transactions on Knowledge and Data Engineering 22 (3) pp. 306-317. 10.1109/TKDE.2009.119 Cadair

Cornelis, C., Jensen, R., Hurtado, G., Slezak, D. 2010. Attribute Selection with Fuzzy Decision Reducts. Information Sciences 180 (2) pp. 209-224. 10.1016/j.ins.2009.09.008 Cadair

Tuson, A., Shen, Q., Jensen, R. 2010. Extending Propositional Satisfiability to Determine Minimal Fuzzy-Rough Reducts. pp. 1415-1422. Cadair

MacParthaláin, N.S., Jensen, R., Shen, Q., Zwiggelaar, R. 2010. Fuzzy-rough approaches for mammographic risk analysis. Intelligent Data Analysis 14 (2) pp. 225-244. 10.3233/IDA-2010-0418 Cadair

Jensen, R., Cornelis, C. 2010. Fuzzy-rough instance selection. pp. 1776-1782. Cadair

MacParthaláin, N.S., Jensen, R. 2010. Measures for unsupervised fuzzy-rough feature selection. International Journal of Hybrid Intelligent Systems 7 (4) pp. 249-259. 10.3233/HIS-2010-0118 Cadair

Jensen, R., Verbiest, N., Cornelis, C. 2010. Ordered Weighted Average Based Fuzzy Rough Sets. pp. 78-85. Cadair Other

Szczuka, M., Kryszkiewicz, M., Ramanna, S., Jensen, R., Hu, Q. (eds) 2010. Rough Sets and Current Trends in Computing: 7th International Conference, RSCTC 2010, Warsaw, Poland, June 28-30,2010. Proceedings. Lecture Notes in Computer Science, vol. 6086 2010 Springer

2009

Goodarzi, M., Freitas, M.P., Jensen, R. 2009. Ant colony optimization as a feature selection method in the QSAR modeling of anti-HIV-1 activities of 3-(3,5-dimethylbenzyl)uracil derivatives using MLR, PLS and SVM regression. Chemometrics and Intelligent Laboratory Systems 89 (2) pp. 123-129. 10.1016/j.chemolab.2009.05.005 Cadair

Jensen, R., Shen, Q. 2009. Are More Features Better?: A Response to Attributes Reduction Using Fuzzy Rough Sets. IEEE Transactions on Fuzzy Systems 17 (6) pp. 1456-1458. 10.1109/TFUZZ.2009.2026639 Cadair Other

Goodarzi, M., Freitas, M.P., Jensen, R. 2009. Feature Selection and Linear/Nonlinear Regression Methods for the Accurate Prediction of Glycogen Synthase Kinase-3β Inhibitory Activities. Journal of Chemical Information and Modeling 49 (4) pp. 824-832. 10.1021/ci9000103

Shen, Q., Jensen, R. 2009. Feature Selection for Aiding Glass Forensic Evidence Analysis. Intelligent Data Analysis 13 (5) pp. 703-723. 10.3233/IDA-2009-0389 Cadair Other

Cornelis, C., Jensen, R., Shen, Q. 2009. Hybrid Fuzzy-Rough Rule Induction and Feature Selection. pp. 1151-1156. Cadair

Jensen, R., Shen, Q. 2009. Interval-valued Fuzzy-Rough Feature Selection in Datasets with Missing Values. Proceedings of the 18th International Conference on Fuzzy Systems. 18th International Conference on Fuzzy Systems (FUZZ-IEEE'09), Jeju Island, Korea (Republic of), 20/08/2009 - 24/08/2009. pp. 610-615. 10.1109/FUZZY.2009.5277289 Cadair

MacParthaláin, N.S., Jensen, R. 2009. Measures for Unsupervised Fuzzy-Rough Feature Selection. 9th International Conference on Intelligent Systems Design and Applications (ISDA'09) Event: Conference. 9th International Conference on Intelligent Systems Design and Applications (ISDA'09), Pisa, Italy, 30/11/2009 - 02/12/2009. 4th edn, IEEE Press pp. 249-259. 10.1109/ISDA.2009.45 Cadair

Jensen, R., Shen, Q. 2009. New approaches to fuzzy-rough feature selection. IEEE Transactions on Fuzzy Systems 17 (4) pp. 824-838. 10.1109/TFUZZ.2008.924209 Cadair Other

2008

Jensen, R., Cornelis, C. 2008. A Noise-tolerant Approach to Fuzzy-Rough Feature Selection. 17th International Conference on Fuzzy Systems (FUZZ-IEEE'08). Cadair

Shen, Q., Jensen, R. 2008. Approximation-based feature selection and application for algae population estimation. Applied Intelligence 28 (2) pp. 167-181. 10.1007/s10489-007-0058-y Cadair

Jensen, R., Shen, Q. 2008. Computational Intelligence and Feature Selection: Rough and Fuzzy Approaches. Wiley 10.1002/9780470377888 Cadair Other

Shen, Q., Jensen, R. 2008. Data Reduction with Rough Sets. Encyclopedia of Data Warehousing and Mining - 2nd Edition. 2ndth edn, IGI Global pp. 556-560. 10.4018/978-1-60566-010-3.ch087 Cadair

Cornelis, C., Hurtado Martín, G., Jensen, R., Ślȩzak, D. 2008. Feature Selection with Fuzzy Decision Reducts. In G. Wang, T. Li, J. Grzymala-Busse, D. Miao, A. Skowron, Y. Yao (eds), Rough Sets and Knowledge Technology. Lecture Notes in Computer Science 3rd International Conference, RSKT 2008, Chengdu, China, 17/05/2008 - 19/05/2008. Springer pp. 284-291. 10.1007/978-3-540-79721-0_41 Cadair

MacParthaláin, N.S., Jensen, R., Shen, Q. 2008. Finding Fuzzy-rough Reducts with Fuzzy Entropy. IEEE International Conference on Fuzzy Systems, 2008, China, 01/06/2008 - 06/06/2008. pp. 1282-1288. 10.1109/FUZZY.2008.4630537 Cadair

Shen, Q., Jensen, R. 2008. Interval-valued Fuzzy-Rough Feature Selection and Application for Handling Missing Values in Datasets. 8th Annual UK Workshop on Computational Intelligence (UKCI'08). 8th Annual UK Workshop on Computational Intelligence (UKCI'08), Leicester, United Kingdom of Great Britain and Northern Ireland, 10/09/2008 - 12/09/2008. pp. 59-64. Cadair

Shen, Q., MacParthaláin, N.S., Jensen, R. 2008. Rough and Fuzzy-rough methods for mammographic data analysis. Proceedings of the 8th Annual UK Workshop on Computational Intelligence. Cadair

2007

Shen, Q., MacParthaláin, N.S., Jensen, R. 2007. Distance Measure Assisted Rough Set Feature Selection. pp. 1084-1089. 10.1109/FUZZY.2007.4295518 Cadair Other

Yang, J., Xia, W., Wang, X., Jensen, R., Teng, X. 2007. Feature Selection based on Rough Sets and Particle Swarm Optimization. Pattern Recognition Letters pp. 459-471. 10.1016/j.patrec.2006.09.003 Cadair

Shen, Q., Jensen, R. 2007. Fuzzy-Rough Sets Assisted Attribute Selection. IEEE Transactions on Fuzzy Systems 15 (1) pp. 73-89. 10.1109/TFUZZ.2006.889761 Cadair

Jensen, R., Shen, Q. 2007. Rough set based feature selection: A review. In A. Hassanien, Z. Suraj, D. Slezak, P. Lingras (eds), Rough Computing: Theories, Technologies and Applications. Information Science Reference pp. 70-107. 10.4018/978-1-59904-552-8.ch003

Shen, Q., Jensen, R. 2007. Rough sets, their extensions and applications. International Journal of Automation and Computing 4 (3) pp. 217-228. 10.1007/s11633-007-0217-y Cadair

Lingras, P., Jensen, R. 2007. Survey of Rough and Fuzzy Hybridization. pp. 125-130. Cadair

Shen, Q., Hayes, B., Aitken, C., Jensen, R. 2007. The evaluation of evidence for exponentially distributed data. Computational Statistics and Data Analysis 51 (12) pp. 5682-5693. 10.1016/j.csda.2007.05.026 Cadair

Jensen, R., Shen, Q. 2007. Tolerance-based and Fuzzy-Rough Feature Selection. pp. 877-882. Cadair

2006

MacParthaláin, N.S., Shen, Q., Jensen, R. 2006. Comparing Fuzzy-Rough and Fuzzy Entropy-assisted Fuzzy-Rough Feature Selection. Proceedings of the 6th Annual Workshop on Computational Intelligence (UKCI'06), United Kingdom of Great Britain and Northern Ireland, 28/05/2006 - 31/05/2006. Cadair

MacParthaláin, N.S., Jensen, R., Shen, Q. 2006. Fuzzy Entropy-Assisted Fuzzy-Rough Feature Selection. 2006 IEEE International Conference on Fuzzy Systems, Vancouver, Canada, 16/07/2006 - 21/07/2006. 10.1109/FUZZY.2006.1681746 Cadair Other

Jensen, R. 2006. Performing Feature Selection with ACO. Swarm Intelligence and Data Mining. Springer pp. 45-73. Cadair Other

Wang, X., Yang, J., Liu, X., Jensen, R. 2006. Rough set feature selection and rule induction for prediction of malignancy degree in brain glioma. Computer Methods and Programs in Biomedicine 83 (2) pp. 147-156. 10.1016/j.cmpb.2006.06.007 Cadair Other

Jensen, R., Shen, Q. 2006. Webpage Classification with ACO-enhanced Fuzzy-Rough Feature Selection. pp. 147-156. Cadair

2005

Shen, Q., Tuson, A., Jensen, R. 2005. Finding Rough Set Reducts with SAT. pp. 194-203. Cadair

Jensen, R., Shen, Q. 2005. Fuzzy-Rough Data Reduction with Ant Colony Optimization. Fuzzy Sets and Systems 149 (1) pp. 5-20. 10.1016/j.fss.2004.07.014 Cadair

Jensen, R., Shen, Q. 2005. Fuzzy-Rough Feature Significance for Fuzzy Decision Trees. pp. 89-96. Cadair

2004

Jensen, R., Shen, Q. 2004. Fuzzy-Rough Attribute Reduction with Application to Web Categorization. Fuzzy Sets and Systems 141 (3) pp. 469-485. 10.1016/S0165-0114(03)00021-6 Cadair

Shen, Q., Jensen, R. 2004. Selecting Informative Features with Fuzzy-Rough Sets and its Application for Complex Systems Monitoring. Pattern Recognition 37 (7) pp. 1351-1363. 10.1016/j.patcog.2003.10.016 Cadair

Jensen, R., Shen, Q. 2004. Semantics-Preserving Dimensionality Reduction: Rough and Fuzzy-Rough-Based Approaches. IEEE Transactions on Knowledge and Data Engineering 16 (12) pp. 1457-1471. 10.1109/TKDE.2004.96 Cadair Other