Research output

Research output per year 2006 2010 2012 2013 2014 2015 2016 2019 2024 2024

• 23 Article
• 22 Conference Proceeding (Non-Journal item)
• 6 Paper
• 1 Edited book

Research output per year

Research output per year

Search results

• 2024

  Fuzzy Inference for Well Log Lithology Classification

  Fetherstonhaugh, S., Martin, J., Pearce, T., Mac Parthalain, N. & Akanyeti, O., 2024, ADVANCES IN COMPUTATIONAL INTELLIGENCE SYSTEMS, UKCI 2022. Panoutsos, G., Mahfouf, M. & Mihaylova, L. (eds.). GEWERBESTRASSE 11, CHAM, CH-6330, SWITZERLAND: Springer Nature, Vol. 1454. p. 89-102 14 p. (Advances in Intelligent Systems and Computing).

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

  • Physical Property of Rocks 100%
  • Petroleum Industry 100%

• Mixture Kernel-Based Fuzzy-Rough Feature Selection

  Song, X., Yue, G., Mac Parthalain, N. & Qu, Y., 2024, ADVANCES IN COMPUTATIONAL INTELLIGENCE SYSTEMS, UKCI 2022. Panoutsos, G., Mahfouf, M. & Mihaylova, L. (eds.). GEWERBESTRASSE 11, CHAM, CH-6330, SWITZERLAND: Springer Nature, Vol. 1454. p. 3-12 10 p. (Advances in Intelligent Systems and Computing).

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

  • Feature Extraction 100%
  • Selection Process 16%
  • Similarity Function 16%
  • Fuzzy Set 16%

• Noisy Instance Removal Using OWA-Based Fuzzy-Rough Sets

  Jensen, R., Mac Parthalain, N., Amiri, M. & Cassens, J., 2024, ADVANCES IN COMPUTATIONAL INTELLIGENCE SYSTEMS, UKCI 2022. Panoutsos, G., Mahfouf, M. & Mihaylova, L. (eds.). GEWERBESTRASSE 11, CHAM, CH-6330, SWITZERLAND: Springer Nature, Vol. 1454. p. 37-48 12 p. (Advances in Intelligent Systems and Computing).

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

  • Criterion Measure 100%
• 2023

  Representation-Based Decision-Theoretic Rough Sets for Three-Way Classification

  Han, M., Qu, Y., MacParthaláin, N., Shang, C., Yao, Z. & Shen, Q., 27 Jul 2023, (E-pub ahead of print) In: IEEE Transactions on Emerging Topics in Computational Intelligence. 14 p.

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

  Open Access

  File

  • Rough Set 100%
  • Classification Models 20%
  • Experimental Result 20%
  • Benchmark 20%
  • Three-Way Decision 20%
  1 Citation (Scopus)

  56 Downloads (Pure)
• 2022

  A systematic review of the prediction of hospital length of stay: Towards a unified framework

  Stone, K., Zwiggelaar, R., Jones, P. & Parthaláin, N. M., 14 Apr 2022, In: PLOS Digital Health. 1, 4, 38 p., e0000017.

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

  Open Access

  File

  • Unified Framework 100%
  • Survey 75%
  • Simulation Mode 75%
  • Research 50%
  • References 25%
  72 Citations (Scopus)

  166 Downloads (Pure)
• 2021

  Advances in Computational Intelligence Systems: Contributions Presented at the 20th UK Workshop on Computational Intelligence, September 8-10, 2021, Aberystwyth, Wales, UK

  Jansen, T. (Editor), Jensen, R. (Editor), MacParthaláin, N. (Editor) & Lin, C.-M. (Editor), 18 Nov 2021, Springer Nature. 579 p. (Advances in Intelligent Systems and Computing; vol. 1409)

  Research output: Book/Report › Edited book

  • Machine Learning 100%
  • Deep Learning 100%
  • Cognitive Robotics 100%
  • Data Mining 100%
  • Artificial Intelligence 100%

• Feature grouping and selection: A graph-based approach

  Zheng, L., Chao, F., Parthaláin, N. M., Zhang, D. & Shen, Q., 06 Feb 2021, In: Information Sciences. 546, p. 1256-1272 17 p.

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

  Open Access

  File

  • Feature Selection 100%
  • Benchmark 33%
  • Classification Accuracy 33%
  • Performance Gain 33%
  • Evaluation 33%
  21 Citations (Scopus)

  214 Downloads (Pure)
• 2020

  Fuzzy-Rough Set Bireducts for Data Reduction

  MacParthaláin, N., Jensen, R. & Diao, R., 31 Aug 2020, In: IEEE Transactions on Fuzzy Systems. 28, 8, p. 1840-1850 11 p., 8740984.

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

  Open Access

  File

  • Data Analysis 100%
  • Rough Fuzzy Set 66%
  • Learning Method 66%
  • Classification (Machine Learning) 33%
  • Unlabeled Data 33%
  21 Citations (Scopus)

  279 Downloads (Pure)
• 2019

  Effective instance selection using the fuzzy-rough lower approximation

  Jensen, R., Amiri, M. & Parthalain, N. M., 10 Oct 2019, 2019 IEEE International Conference on Fuzzy Systems: FUZZ-IEEE. IEEE Press, 8858799. (IEEE International Conference on Fuzzy Systems; vol. 2019).

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

  • Approximation (Algorithm) 100%
  • Instance Selection 100%
  • User 33%
  • Information Loss 33%
  • Classes 33%
  2 Citations (Scopus)

• Predicting Hospital Length of Stay for Accident and Emergency Admissions

  Stone, K., Zwiggelaar, R., Jones, P. & MacParthaláin, N., 30 Aug 2019, p. 283-295. 13 p.

  Research output: Contribution to conference › Paper › peer-review

  • Hospital 100%
  • Length of Stay 80%
  • Prediction 60%
  • Hospitalization Cost 20%
  • Classifier 20%
  6 Citations (Scopus)

• Weight selection strategies for ordered weighted average based fuzzy rough sets

  Vluymans, S., MacParthaláin, N., Cornelis, C. & Saeys, Y., 01 Oct 2019, In: Information Sciences. 501, p. 155-171 17 p.

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

  Open Access

  File

  • Rough Fuzzy Set 100%
  • Weighted Average 100%
  • Simulation Mode 75%
  • Operators 50%
  • User 25%
  36 Citations (Scopus)

  201 Downloads (Pure)
• 2018

  Multi-functional nearest-neighbour classification

  Qu, Y., Shang, C., MacParthaláin, N., Wu, W. & Shen, Q., 01 Apr 2018, In: Soft Computing. 22, 8, p. 2717-2730 14 p.

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

  Open Access

  File

  • Nearest Neighbour 100%
  • Algorithms 20%
  • Experimental Result 10%
  • Roles 10%
  • Rough Set 10%
  8 Citations (Scopus)

  128 Downloads (Pure)
• 2016

  A novel behavioral model of the pasture-based dairy cow from GPS data using data mining and machine learning techniques

  Williams, M., MacParthalain, N., Brewer, P., James, P. & Rose, M., 31 Mar 2016, In: Journal of Dairy Science. 99, 3, p. 2063-2075 13 p.

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

  Open Access

  File

  • Grazing Land 100%
  • Grazing 100%
  • Behavior 100%
  • Dairy Cows 100%
  • Learning 66%
  58 Citations (Scopus)

  238 Downloads (Pure)

• Dataset condensation using OWA fuzzy-rough set-based nearest neighbor classifier

  Amiri, M., Jensen, R., Eftekhari, M. & MacParthaláin, N., 2016, 2016 IEEE INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS (FUZZ-IEEE). IEEE Press, p. 1934-1941 8 p. (IEEE International Fuzzy Systems Conference Proceedings).

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

  • Rough Fuzzy Set 100%
  • Data Instance 100%
  • Application 50%
  • User 25%
  • Driven Approach 25%
  5 Citations (Scopus)

• Fixing the root node: Efficient tracking and detection of 3D human pose through local solutions

  Daubney, B., Xie, X., Deng, J., MacParthalain, N. & Zwiggelaar, R., 01 Aug 2016, In: Image and Vision Computing. 52, p. 73-87 14 p.

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

  Open Access

  File

  • Pose Estimation 100%
  • Simulation Mode 100%
  • Modeling 50%
  • Search Space 50%
  • Kinematic Chain 50%
  2 Citations (Scopus)

  152 Downloads (Pure)

• Fuzzy Rough Sets for Self-Labelling: an Exploratory Analysis

  Vluymans, S., MacParthaláin, N., Cornelis, C. & Saeys, Y., Jul 2016, Fuzzy Rough Sets for Self-Labelling: an Exploratory Analysis.

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

  Open Access

  File
  2 Citations (Scopus)

  212 Downloads (Pure)

• Handwritten Chinese character recognition using fuzzy image alignment

  Li, F., Shen, Q., MacParthalain, N. & Li, Y., 01 Aug 2016, In: Soft Computing. 20, 8, p. 2939–2949

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

  Open Access

  File

  • Simulation Mode 100%
  • Classification 75%
  • Image Alignment 50%
  • Feature Extraction 50%
  • Image Transformation 25%
  11 Citations (Scopus)

  167 Downloads (Pure)

• Rough-fuzzy rule interpolation

  Chen, C., MacParthalain, N., Li, Y., Price, C., Quek, C. & Shen, Q., 10 Jul 2016, In: Information Sciences. 351, p. 1-17 17 p.

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

  Open Access

  File

  • Diseases 100%
  • Base 100%
  47 Citations (Scopus)

  165 Downloads (Pure)
• 2015

  Discovering Fuzzy-Rough Reducts through Estimation of Distribution Algorithms

  Jensen, R. & MacParthalain, N., 2015, 2015 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE). Yazici, A., Pal, N., Kaymak, U., Martin, T., Ishibuchi, H., Lin, C., Sousa, J. & Tutmez, B. (eds.). IEEE Press, p. 1-8 8 p. (IEEE International Fuzzy Systems Conference Proceedings).

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

  • Feature Selection 100%
  • Estimation of Distribution Algorithms 66%
  • Classification (Machine Learning) 33%
  • Information Loss 33%
  • Accuracy 33%

• Fuzzy-Rough Feature Selection using Flock of Starlings Optimisation

  MacParthalain, N. & Jensen, R., 2015, 2015 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE). Yazici, A., Pal, N., Kaymak, U., Martin, T., Ishibuchi, H., Lin, C., Sousa, J. & Tutmez, B. (eds.). IEEE Press, 8 p. (IEEE International Fuzzy Systems Conference Proceedings).

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

  • Algorithm 100%
  • Algorithms 100%
  • Particle Swarm Optimization 66%
  • Feature Extraction 66%
  • Bird 66%
  8 Citations (Scopus)

• Kernel-based fuzzy-rough nearest-neighbour classification for mammographic risk analysis

  Qu, Y., Shang, C., Shen, Q., MacParthalain, N. & Wu, W., 23 May 2015, In: International Journal of Fuzzy Systems. 17, 3, p. 471-483

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

  Open Access

  File

  • Classification 100%
  • Nearest Neighbour 66%
  • Evaluation 33%
  • Performance 33%
  • Neighbor Classification 33%
  14 Citations (Scopus)

  254 Downloads (Pure)

• Semi-Supervised Fuzzy-Rough Feature Selection

  Jensen, R., Vluymans, S., MacParthalain, N., Cornelis, C. & Saeys, Y., 15 Dec 2015, Rough Sets, Fuzzy Sets, Data Mining, and Granular Computing: 15th International Conference, RSFDGrC. Yao, Y., Hu, Q., Yu, H. & Grzymala-Busse, J. W. (eds.). Springer Nature, p. 185-195 11 p. (Lecture Notes in Artificial Intelligence; vol. 9437).

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

  • Feature Selection 100%
  • Rough Fuzzy Set 50%
  • Evaluation 25%
  • Data Instance 25%
  • Intractability 25%
  9 Citations (Scopus)

• Towards scalable fuzzy–rough feature selection

  Jensen, R. & MacParthalain, N., 01 Dec 2015, In: Information Sciences. 323, p. 1-15 15 p.

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

  File

  • Feature Selection 100%
  • Rough Fuzzy Set 50%
  • Computational Effort 50%
  • Simulation Mode 50%
  • Approximation (Algorithm) 25%
  51 Citations (Scopus)

  212 Downloads (Pure)
• 2014

  A fuzzy image congealing-based handwritten Chinese character recognition and classification system

  Li, F., Shen, Q., Li, Y. & MacParthalain, N., 2014, p. 1-8.

  Research output: Contribution to conference › Paper › peer-review

  • Simulation Mode 100%
  • Classification 100%
  • Image Transformation 66%
  • Entropy 66%
  • Image Alignment 33%
  2 Citations (Scopus)

• Facial expression recognition in dynamic sequences: An integrated approach

  Fang, H., MacParthalain, N., Aubrey, A. J., Tam, G. K. L., Borgo, R., Rosin, P. L., Grant, P. W., Marshall, D. & Chen, M., 31 Mar 2014, In: Pattern Recognition. 47, 3, p. 1271-1281 11 p.

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

  • Facial Expression 100%
  • Expression Recognition 75%
  • Video Sequences 50%
  • User 25%
  • Integrated Approach 25%
  53 Citations (Scopus)

• Feature Grouping-Based Fuzzy-Rough Feature Selection

  Jensen, R., MacParthalain, N. & Cornelis, C., 2014, 2014 IEEE INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS (FUZZ-IEEE). NEW YORK: IEEE Press, p. 1488-1495 8 p. (IEEE International Fuzzy Systems Conference Proceedings).

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

  • Simulation Mode 100%
  • Large Data Set 66%
  • Evaluation 66%
  • Feature Selection 66%
  • Evaluation Metric 33%
  11 Citations (Scopus)

• Heuristic search for fuzzy-rough bireducts and its use in classifier ensembles

  Diao, R., MacParthalain, N., Jensen, R. & Shen, Q., 01 Jan 2014, IEEE International Conference on Fuzzy Systems. IEEE Press, p. 1504-1511 8 p. 6891819

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

  • Rough Set Theory 100%
  • Classification (Machine Learning) 66%
  • Harmony Search 33%
  • Benchmark 33%
  • Candidate Solution 33%
  3 Citations (Scopus)

• Nearest neighbour-based fuzzy-rough feature selection

  Jensen, R. & MacParthaláin, N. S., 01 Jan 2014, 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). Cornelis, C., Kryszkiewicz, M., Slezak, D., Menasalvas Ruiz, E., Bello, R. & Shang, L. (eds.). Springer Nature, Vol. 8536 LNAI. p. 35-46 12 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 8536 LNAI).

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

  • Feature Selection 100%
  • Evaluation Metric 50%
  • Complexity 50%
  • Computational Effort 50%
  • Simulation Mode 50%
  5 Citations (Scopus)

• Short-term intra-subject variation in exhaled volatile organic compounds (VOCs) in COPD patients and healthy controls and its effect on disease classification

  Phillips, C., Parthaláin, N. M., Syed, Y., Deganello, D., Claypole, T. & Lewis, K., 09 May 2014, In: Metabolites. 4, 2, p. 300-318 19 p.

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

  Open Access

  File

  • Breathing 100%
  • Sample 88%
  • Volatile Organic Compound 55%
  • Chronic Obstructive Pulmonary Disease 55%
  • Chronic Obstructive Lung Disease 55%
  28 Citations (Scopus)

  73 Downloads (Pure)
• 2013

  Dynamic feature selection with fuzzy-rough sets

  Diao, R., MacParthaláin, N. S. & Shen, Q., 2013, Proceedings of the 22nd International Conference on Fuzzy Systems. IEEE Press, p. 1-7 7 p.

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

  • Feature Selection 100%
  • Rough Fuzzy Set 50%
  • Benchmark 25%
  • Real World 25%
  • Training Instance 25%
  10 Citations (Scopus)

• Fuzzy-entropy based image congealing

  Parthaláin, N. M. & Strange, H., 08 Oct 2013, FUZZ-IEEE 2013 - 2013 IEEE International Conference on Fuzzy Systems. 6622302. (IEEE International Conference on Fuzzy Systems).

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

  • Images 100%
  • Entropy 66%
  • Image Alignment 50%
  • Objective Function 33%
  • Alignment 33%
  3 Citations (Scopus)

• Fuzzy similarity-based nearest-neighbour classification as alternatives to their fuzzy-rough parallels

  Qu, Y., Shen, Q., MacParthaláin, N. S., Shang, C. & Wu, W., Jan 2013, In: International Journal of Approximate Reasoning. 54, 1, p. 184-195 12 p.

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

  • Fuzzy 100%
  • Nearest Neighbour 72%
  • Rough Fuzzy Set 27%
  • Evaluation 27%
  • Classification 18%
  24 Citations (Scopus)

• Simultaneous feature and instance selection using fuzzy-rough bireducts

  MacParthaláin, N. S. & Jensen, R., 07 Jul 2013, Proceedings of the 22nd IEEE International Conference on Fuzzy Systems. IEEE Press

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

  Open Access

  File

  • Feature Selection 100%
  • Instance Selection 75%
  • Rule Induction 50%
  • Classification Accuracy 25%
  • Rough Set 25%
  21 Citations (Scopus)

  195 Downloads (Pure)

• Unsupervised fuzzy-rough set-based dimensionality reduction

  MacParthaláin, N. S. & Jensen, R., 20 Apr 2013, In: Information Sciences. 229, p. 106-121 16 p.

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

  • Rough Fuzzy Set 100%
  • Functions 100%
  • Domains 100%
  • Feature Selection 100%
  • Learning 100%
  75 Citations (Scopus)
• 2012

  Correlation Between Breath Profiles Of Exhaled Volatile Organic Compounds (eVOCs) And Global Initiative For Obstructive Lung Disease (GOLD) COPD Stage

  Syed, Y., Phillips, C. O., Rodriguez, J. J., MacParthaláin, N., Kuncheva, L. I., Zwiggelaar, R., Claypole, T. & Lewis, K. E., May 2012, In: American Journal of Respiratory and Critical Care Medicine. 185, p. A4518-A4518

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

  • Breathing 100%
  • Oxidative Stress 100%
  • Systemic Inflammation 100%
  • Obstructive Lung Disease 100%
  • Cohort Study 20%

• Exhaled Breath Analysis For Volatile Organic Compounds (VOCs) Can Distinguish COPD From Controls

  Syed, Y., Phillips, C. O., Rodriguez, J. J., MacParthaláin, N., Kuncheva, L. I., Zwiggelaar, R., Claypole, T. & Lewis, K. E., May 2012, In: American Journal of Respiratory and Critical Care Medicine. 185, p. A4517-A4517 1 p.

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

  • Breath Analysis 100%
  • Oxygen Saturation 25%

• Machine learning methods on exhaled volatile organic compounds for distinguishing COPD patients from healthy controls

  Phillips, C. O., Syed, Y., MacParthaláin, N. S., Zwiggelaar, R., Claypole, T. C. & Lewis, K. E., Sept 2012, In: Journal of Breath Research. 6, 3, p. - 10 p., 036003.

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

  • Smoking 100%
  • Learning 40%
  • Sample 40%
  • Classification 40%
  • Spectroscopy 20%
  74 Citations (Scopus)
• 2011

  Fuzzy-Rough Set based Semi-Supervised Learning

  MacParthalain, N. & Jensen, R., 06 Jul 2011, 2011 IEEE International Conference on Fuzzy Systems (FUZZ). p. 2465-2472 7 p.

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

  File

  • Rough Fuzzy Set 100%
  • Supervised Learning 50%
  • Unlabeled Data 50%
  • Real World 50%
  • Evaluation 50%
  16 Citations (Scopus)

  201 Downloads (Pure)

• Kernel-Based Fuzzy-Rough Nearest Neighbour Classification

  Qu, Y., Shang, C., Shen, Q., MacParthaláin, N. S. & Wu, W., 06 Sept 2011, Proceedings of the 20th IEEE International Conference on Fuzzy Systems. IEEE Press, p. 1523-1529 7 p.

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

  File

  • Rough Fuzzy Set 100%
  • Nearest Neighbour 75%
  • Kernel Method 50%
  • Roles 25%
  • Evaluation 25%
  20 Citations (Scopus)

  226 Downloads (Pure)
• 2010

  A Distance Measure Approach to Exploring the Rough Set Boundary Region for Attribute Reduction

  MacParthaláin, N. S., Shen, Q. & Jensen, R., 01 Mar 2010, In: IEEE Transactions on Knowledge and Data Engineering. 22, 3, p. 306-317 12 p.

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

  File

  • Feature Selection 100%
  • Boundary Region 66%
  • Approximation (Algorithm) 50%
  • Rough Set 50%
  • Visualization 16%
  138 Citations (Scopus)

  254 Downloads (Pure)

• Extreme learning machine for mammographic rik analysis

  Qu, Y., Shen, Q., Mac Parthaláin, N. & Wu, W., 09 Nov 2010, 2010 UK Workshop on Computational Intelligence, UKCI 2010. 5625590. (2010 UK Workshop on Computational Intelligence, UKCI 2010).

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

  • Extreme Learning Machine 100%
  • Classification (Machine Learning) 33%
  • Classification Accuracy 16%
  • Trained Neural Network 16%
  • Accuracy 16%
  7 Citations (Scopus)

• Extreme Learning Machine for Mammographic Risk Analysis

  Wu, W., Shen, Q., Qu, Y. & MacParthaláin, N. S., Sept 2010, Proceedings of the 2010 UK Workshop on Computational Intelligence. IEEE Press

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

  File

  • Extreme Learning Machine 100%
  • Classification (Machine Learning) 20%
  • Classification Accuracy 20%
  • Trained Neural Network 20%
  • Accuracy 20%
  29 Downloads (Pure)

• Fuzzy-rough approaches for mammographic risk analysis

  MacParthaláin, N. S., Jensen, R., Shen, Q. & Zwiggelaar, R., 09 Mar 2010, In: Intelligent Data Analysis. 14, 2, p. 225-244 20 p.

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

  Open Access

  File

  • Feature Selection 100%
  • Classification (Machine Learning) 66%
  • Classification Accuracy 66%
  • Rough Set 66%
  • Accuracy 66%
  41 Citations (Scopus)

  203 Downloads (Pure)

• Machine learning techniques and mammographic risk assessment

  Mac Parthaláin, N. & Zwiggelaar, R., 21 Jul 2010, Digital Mammography - 10th International Workshop, IWDM 2010, Proceedings. Martí, J., Oliver, A., Freixenet, J. & Martí, R. (eds.). p. 664-672 9 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 6136 LNCS).

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

  Open Access

  • Breasts 100%
  • Classification 66%
  • Learning 66%
  • Risk Assessment 66%
  • Weakness 66%
  5 Citations (Scopus)

• On rough sets, their recent extensions, and applications

  MacParthaláin, N. S. & Shen, Q., Dec 2010, In: Knowledge Engineering Review. 25, 4, p. 365-395 31 p.

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

  File

  • Application 100%
  • Rough Set Theory 75%
  • Mining Pattern 25%
  • Pattern Recognition 25%
  • Typical Example 25%
  13 Citations (Scopus)

  206 Downloads (Pure)
• 2009

  Exploring the Boundary Region of Tolerance Rough Sets for Feature Selection

  MacParthaláin, N. S. & Shen, Q., 01 May 2009, In: Pattern Recognition. 42, 5, p. 655-667 13 p.

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

  File

  • Rough Set 100%
  • Boundary Region 66%
  • Feature Selection 66%
  • Discretization 33%
  • Classification (Machine Learning) 33%
  115 Citations (Scopus)

  310 Downloads (Pure)

• Measures for Unsupervised Fuzzy-Rough Feature Selection

  MacParthaláin, N. S. & Jensen, R., 30 Nov 2009, 9th International Conference on Intelligent Systems Design and Applications (ISDA'09) Event: Conference. 4 ed. IEEE Press, Vol. 7. p. 249-259 11 p.

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

  File

  • Classes 100%
  • Feature Selection 100%
  • Functions 66%
  • Supervised Learning 33%
  • Predictive Accuracy 33%
  12 Citations (Scopus)

  211 Downloads (Pure)
• 2008

  Finding Fuzzy-rough Reducts with Fuzzy Entropy

  MacParthaláin, N. S., Jensen, R. & Shen, Q., 01 Jun 2008, p. 1282-1288. 7 p.

  Research output: Contribution to conference › Paper

  File

  • Feature Selection 100%
  • Entropy 50%
  • Approximation (Algorithm) 25%
  • Prediction Performance 25%
  • Evaluation 25%
  6 Citations (Scopus)

  166 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%
  28 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)

  174 Downloads (Pure)