Research output

Research output per year 2004 2006 2007 2008 2009 2010 2011 2014 2015 2024

• 29 Article
• 20 Conference Proceeding (Non-Journal item)
• 14 Paper
• 3 Chapter
• 5 More
  • 2 Edited book
  • 1 Book
  • 1 Entry for encyclopedia/dictionary
  • 1 Poster

Research output per year

Research output per year

Search results

• 2008

  Interval-valued Fuzzy-Rough Feature Selection and Application for Handling Missing Values in Datasets

  Shen, Q. & Jensen, R., 2008, 8th Annual UK Workshop on Computational Intelligence (UKCI'08). p. 59-64 6 p.

  Research output: Chapter in Book/Report/Conference proceeding › Conference Proceeding (Non-Journal item)

  File

  • Feature Selection 100%
  • Missing Value 66%
  • Intervals 66%
  • Rough Set 33%
  • Rough Set Theory 33%
  40 Downloads (Pure)

• Rough and Fuzzy-rough methods for mammographic data analysis

  Shen, Q., MacParthaláin, N. S. & Jensen, R., 10 Sept 2008, Proceedings of the 8th Annual UK Workshop on Computational Intelligence.

  Research output: Chapter in Book/Report/Conference proceeding › Conference Proceeding (Non-Journal item)

  File

  • Breasts 100%
  • Tissues 60%
  • Classification 40%
  • Detection 40%
  • Accuracy 40%
  36 Downloads (Pure)
• 2007

  Distance Measure Assisted Rough Set Feature Selection

  Shen, Q., MacParthaláin, N. S. & Jensen, R., 23 Jul 2007, p. 1084-1089. 6 p.

  Research output: Contribution to conference › Paper

  File

  • Feature Selection 100%
  • Rough Set 60%
  • Approximation (Algorithm) 40%
  • Functions 40%
  • Distance Metric 20%
  6 Citations (Scopus)

  183 Downloads (Pure)

• Feature Selection based on Rough Sets and Particle Swarm Optimization

  Yang, J., Xia, W., Wang, X., Jensen, R. & Teng, X., 2007, In: Pattern Recognition Letters. p. 459-471 13 p.

  Research output: Contribution to journal › Article › peer-review

  File

  • Feature Selection 100%
  • Particle Swarm Optimization 85%
  • Rough Set 71%
  • Crossover 14%
  • Search Space 14%
  755 Citations (Scopus)

  542 Downloads (Pure)

• Fuzzy-Rough Sets Assisted Attribute Selection

  Shen, Q. & Jensen, R., 2007, In: IEEE Transactions on Fuzzy Systems. 15, 1, p. 73-89 17 p.

  Research output: Contribution to journal › Article › peer-review

  File

  • Attribute Selection 100%
  • Rough Fuzzy Set 50%
  • Rough Set 33%
  • Rough Set Theory 33%
  • Application 33%
  404 Citations (Scopus)

  370 Downloads (Pure)

• Rough set based feature selection: A review

  Jensen, R. & Shen, Q., 15 Nov 2007, Rough Computing: Theories, Technologies and Applications. Hassanien, A.-E., Suraj, Z., Slezak, D. & Lingras, P. (eds.). Information Science Reference, p. 70-107 38 p.

  Research output: Chapter in Book/Report/Conference proceeding › Chapter

  Open Access

  File

  • Rough Set 100%
  • Rough Set Theory 40%
  • Feature Selection 40%
  • Accuracy 20%
  • Rough Fuzzy Set 10%
  43 Citations (Scopus)

  271 Downloads (Pure)

• Rough sets, their extensions and applications

  Shen, Q. & Jensen, R., 2007, In: International Journal of Automation and Computing. 4, 3, p. 217-228 2 p.

  Research output: Contribution to journal › Article › peer-review

  File

  • Theory 100%
  • Application 100%
  • Data Mining 100%
  • Rough Set 100%
  • Problem 50%
  62 Citations (Scopus)

  303 Downloads (Pure)

• Survey of Rough and Fuzzy Hybridization

  Lingras, P. & Jensen, R., 2007, p. 125-130. 6 p.

  Research output: Contribution to conference › Paper

  File

  • Supervised Learning 100%
  • Computing 50%
  • Survey 50%
  • Unsupervised Learning 50%
  • Genetic Algorithm 50%
  24 Citations (Scopus)

  137 Downloads (Pure)

• The evaluation of evidence for exponentially distributed data

  Shen, Q., Hayes, B., Aitken, C. & Jensen, R., Aug 2007, In: Computational Statistics and Data Analysis. 51, 12, p. 5682-5693 12 p.

  Research output: Contribution to journal › Article › peer-review

  File

  • Likelihood Ratio 100%
  • Performance 60%
  • Normal Kernel 40%
  • Level Model 40%
  • Kernel 40%
  6 Citations (Scopus)

  177 Downloads (Pure)

• Tolerance-based and Fuzzy-Rough Feature Selection

  Jensen, R. & Shen, Q., 2007, p. 877-882. 6 p.

  Research output: Contribution to conference › Paper

  File

  • Rough Set 100%
  • Discretization 33%
  • Classification (Machine Learning) 33%
  • Pattern Recognition 33%
  • Information Loss 33%
  25 Citations (Scopus)

  224 Downloads (Pure)
• 2006

  Comparing Fuzzy-Rough and Fuzzy Entropy-assisted Fuzzy-Rough Feature Selection

  MacParthaláin, N. S., Shen, Q. & Jensen, R., 04 Sept 2006.

  Research output: Contribution to conference › Paper

  File

  • Feature Selection 100%
  • Feature Extraction 85%
  • Entropy 71%
  • Rough Set Theory 14%
  • Functions 14%
  31 Downloads (Pure)

• Fuzzy Entropy-Assisted Fuzzy-Rough Feature Selection

  MacParthaláin, N. S., Jensen, R. & Shen, Q., 26 Jul 2006.

  Research output: Contribution to conference › Paper

  File

  • Feature Selection 100%
  • Entropy 40%
  • Classification Accuracy 20%
  • Prediction Performance 20%
  • Rough Set Theory 20%
  24 Citations (Scopus)

  280 Downloads (Pure)

• Performing Feature Selection with ACO

  Jensen, R., 2006, Swarm Intelligence and Data Mining. Springer Nature, p. 45-73 29 p.

  Research output: Chapter in Book/Report/Conference proceeding › Chapter

  File

  • Feature Selection 100%
  • Complex System 33%
  • Accuracy 33%
  • Problem Domain 33%
  • Ant Colony Optimisation 33%
  29 Citations (Scopus)

  198 Downloads (Pure)

• Rough set feature selection and rule induction for prediction of malignancy degree in brain glioma

  Wang, X., Yang, J., Jensen, R. & Liu, X., 08 Aug 2006, In: Computer Methods and Programs in Biomedicine. 83, 2, p. 147-156 10 p.

  Research output: Contribution to journal › Article › peer-review

  File

  • Rough Set 100%
  • Algorithms 57%
  • Feature Selection 42%
  • Reduction Algorithm 28%
  • Classification Accuracy 28%
  83 Citations (Scopus)

  107 Downloads (Pure)

• Webpage Classification with ACO-enhanced Fuzzy-Rough Feature Selection.

  Jensen, R. & Shen, Q., 2006, p. 147-156. 10 p.

  Research output: Contribution to conference › Paper

  File

  • Ant Colony Optimisation 100%
  • User 50%
  • Electronically Stored Information 50%
  • Data Redundancy 50%
  • Rough Fuzzy Set 50%
  13 Citations (Scopus)

  117 Downloads (Pure)
• 2005

  Finding Rough Set Reducts with SAT.

  Shen, Q., Tuson, A. & Jensen, R., 2005, p. 194-203. 10 p.

  Research output: Contribution to conference › Paper

  File

  • Rough Set 100%
  • Machine Learning 50%
  • Pattern Recognition 50%
  • Standards 50%
  • Rough Set Theory 50%
  16 Citations (Scopus)

  183 Downloads (Pure)

• Fuzzy-Rough Data Reduction with Ant Colony Optimization

  Jensen, R. & Shen, Q., 01 Jan 2005, In: Fuzzy Sets and Systems. 149, 1, p. 5-20 16 p.

  Research output: Contribution to journal › Article › peer-review

  File

  • Feature Selection 100%
  • Rough Fuzzy Set 66%
  • Ant Colony Optimisation 66%
  • Data Analysis 66%
  • Complex System 33%
  189 Citations (Scopus)

  156 Downloads (Pure)

• Fuzzy-Rough Feature Significance for Fuzzy Decision Trees

  Jensen, R. & Shen, Q., 2005, p. 89-96. 8 p.

  Research output: Contribution to conference › Paper

  File

  • Decision Trees 100%
  • Machine Learning 25%
  • Rough Fuzzy Set 25%
  • Classification Algorithm 25%
  • Data Mining 25%
  14 Citations (Scopus)

  48 Downloads (Pure)
• 2004

  Fuzzy-Rough Attribute Reduction with Application to Web Categorization

  Jensen, R. & Shen, Q., 2004, In: Fuzzy Sets and Systems. 141, 3, p. 469-485 17 p.

  Research output: Contribution to journal › Article › peer-review

  File

  • User 100%
  • Electronically Stored Information 100%
  • Experimental Result 100%
  • Classification (Machine Learning) 100%
  • Data Redundancy 100%
  464 Citations (Scopus)

  238 Downloads (Pure)

• Selecting Informative Features with Fuzzy-Rough Sets and its Application for Complex Systems Monitoring

  Shen, Q. & Jensen, R., Jul 2004, In: Pattern Recognition. 37, 7, p. 1351-1363 13 p.

  Research output: Contribution to journal › Article › peer-review

  File

  • Rough Fuzzy Set 100%
  • Complex System 66%
  • Application 66%
  • Experimental Result 33%
  • Pattern Recognition 33%
  211 Citations (Scopus)

  270 Downloads (Pure)

• Semantics-Preserving Dimensionality Reduction: Rough and Fuzzy-Rough-Based Approaches

  Jensen, R. & Shen, Q., 2004, In: IEEE Transactions on Knowledge and Data Engineering. 16, 12, p. 1457-1471 15 p.

  Research output: Contribution to journal › Article › peer-review

  File

  • Semantics 100%
  • Feature Selection 100%
  • Rough Set Theory 66%
  • Application 66%
  • Dimensionality Reduction 66%
  616 Citations (Scopus)

  507 Downloads (Pure)