Journal papers


2017


A. Moayedikia, K-L Ong, Y.L. Boo, W. Yeoh, and R. Jensen. Feature selection for high dimensional imbalanced class data using Harmony Search, Engineering Applications of Artificial Intelligence, vol. 57, pp. 38-49, 2017.


2016

M. Amiri and R. Jensen. Missing data imputation using fuzzy-rough methods, Neurocomputing, vol. 205, pp. 152-164, 2016.


2015

R. Jensen and N. Mac Parthaláin. Towards Scalable Fuzzy-Rough Feature Selection, Information Sciences, vol. 323, pp. 1-15, 2015.


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


2014


R. Forsati, A. Moayedikia, R. Jensen, M. Shamsfarda, and M.R. Meybodi. Enriched ant colony optimization and its application in feature selection, Neurocomputing, vol. 142, pp. 354–371, 2014.

R. Jensen, A. Tuson, and Q. Shen. Finding Rough and Fuzzy-Rough Set Reducts with SAT, Information Sciences, vol. 255, pp. 100-120, 2014.


2013

N. Mac Parthaláin and R. Jensen. Unsupervised Fuzzy-Rough Set-based Dimensionality Reduction, Information Sciences, vol. 229, pp. 106-121, 2013.


2012

M. Goodarzi, R. Jensen, Y. Vander Heyden. QSRR modeling for diverse drugs using different feature selection methods coupled with linear and nonlinear regressions. Journal of Chromatography B, vol. 910, pp. 84–94, 2012.


2011

R. Jensen and C. Cornelis. Fuzzy-Rough Nearest Neighbour Classification and Prediction. Theoretical Computer Science, vol. 412, no. 42, pp. 5871-5884, 2011.

R. Jensen and C. Cornelis. Fuzzy-Rough Nearest Neighbour Classification. Transactions on Rough Sets XIII, LNCS 6499, pp. 56-72, 2011.


2010

C. Cornelis, R. Jensen, G. Hurtado Martin, D. Slezak. Attribute Selection with Fuzzy Decision Reducts. Information Sciences, vol. 180, no. 2, pp. 209-224, 2010.

N. Mac Parthaláin, Q. Shen and R. Jensen. A Distance Measure Approach to Exploring the Rough Set Boundary Region for Attribute Reduction. IEEE Transactions on Knowledge and Data Engineering, vol. 22, no. 3, pp. 306-317, 2010.

N. Mac Parthaláin, R. Jensen, Q. Shen and R. Zwiggelaar. Fuzzy-rough approaches for mammographic risk analysis. Intelligent Data Analysis, vol. 14, no. 2, pp. 225-244, 2010.

N. Mac Parthaláin and R. Jensen. Measures for unsupervised fuzzy-rough feature selection. International Journal of Hybrid Intelligent Systems, vol. 7, pp. 249-259, 2010.


2009

R. Jensen and Q. Shen. New Approaches to Fuzzy-Rough Feature Selection. IEEE Transactions on Fuzzy Systems, vol. 17, no. 4, pp. 824-838, 2009.

M. Goodarzi, M.P. Freitas, and R. Jensen. 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, vol. 98, no. 2, pp. 123-129, 2009.

M. Goodarzi, M.P. Freitas and R. Jensen. Feature Selection and Linear/Nonlinear Regression Methods for the Accurate Prediction of Glycogen Synthase Kinase-3Β Inhibitory Activities. Journal of Chemical Information and Modeling, vol. 49, no. 4, pp. 824–832, 2009.

R. Jensen and Q. Shen. Are More Features Better? A response to Attributes Reduction Using Fuzzy Rough Sets. IEEE Transactions on Fuzzy Systems, vol. 17, no. 6, pp. 1456-1458, 2009.

R. Jensen and Q. Shen. Feature Selection for Aiding Glass Forensic Evidence Analysis. Intelligent Data Analysis, 13(5), pp. 1-21, 2009.


2008

Q. Shen and R. Jensen. Approximation-based feature selection and application for algae population estimation, Applied Intelligence, vol. 28, no. 2, pp. 167-181, 2008.



2007

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. (Won 2010 Most Cited Paper Award for Pattern Recognition Letters)

C.G.G. Aitken, Q. Shen, R. Jensen and B. Hayes. The evaluation of evidence for exponentially distributed data. Computational Statistics & Data Analysis, vol. 51, no. 12, pp. 5682-5693, 2007.

Q. Shen and R. Jensen. Rough sets, their extensions and applications. International Journal of Automation and Computing (IJAC), vol. 4, no. 3, pp. 217-218, 2007.


2006

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.


2005

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


2004

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.

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.



Impact factors (2014):

  • IEEE Transactions on Fuzzy Systems: 8.746
  • Information Sciences: 4.038
  • Journal of Chemical Information and Modeling: 3.738
  • Pattern Recognition: 3.096
  • Journal of Chromatography B: 2.729
  • Chemometrics and Intelligent Laboratory Systems: 2.321
  • Engineering Applications of Artificial Intelligence: 2.207
  • Neurocomputing: 2.083
  • IEEE Transactions on Knowledge and Data Engineering: 2.067
  • Fuzzy Sets and Systems: 1.986
  • Computer Methods and Programs in Biomedicine: 1.897
  • Pattern Recognition Letters: 1.551
  • Computational Statistics & Data Analysis: 1.400
  • Theoretical Computer Science: 0.657
  • Intelligent Data Analysis: 0.606