Nouman Azam (?????????)

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Journal Papers

  1. K. M. Afridi, N. Azam, J. T, Yao, and E. Alanazi,   A Three-way Approach for Handling of missing Data using GTRS,, International Journal of Approximate Reasoning, Vol. 98, Issue 1, Pagese 11-24, 2018. (PDF)

  2. N. Azam, Y. Zhang, and J.T. Yao,   Evaluation Functions and Decision Conditions of Three-way Decisions with Game-theoretic Rough Sets, European Journal of Operational Research, Vol. 261, Issue 2, Pagese 704-714, 2017. (PDF)

  3. H. U. Rehman, N. Azam, J. T. Yao, and Benso, A,  A Three-way Approach for Protein Function Classification, PLoS ONE, Vol. 12, Issue 2, Pagese0171702, 2017. (PDF)

  4. M. T. Khan, N. Azam, J. T. Yao and Khalid, S,  A Three-way Approach for Learning Rules in Automatic Knowledge-based Topic Models, International Journal of Approximate Reasoning, Vol. 28, Pages 210- 226, 2017. (PDF)

  5. M. Nauman, N. Azam, J. T. Yao, A Three-way Decision Making Apporach to Malware Analysis using Probabilistic Rough Sets, Information Sciences, Vol. 374, Pages 193 - 209, 2016. (PDF)

  6. J. T. Yao, N. Azam,  Web-based Medical Decision Support Systems for Three-way Medical Decision Making with Game-theoretic Rough Sets, IEEE Transactions on Fuzzy Systems, Vol. 23, No. 1, Pages 3- 15, 2015. (PDF)

  7. N. Azam, J. T. Yao, Interpretation of Equilibria in Game-theoretic Rough Sets, Information Sciences, Vol. 285, Pages 586-599, 2015. (PDF)

  8. N. Azam, J. T. Yao, Game-theoretic Rough Sets for Recommender Systems, Knowledge-Based Systems, Vol. 72, Pages 96-107, 2014. (PDF)

  9. N. Azam, J. T. Yao, Analyzing Uncertainties of Probabilistic Rough Set Regions with Game-theoretic Rough Sets, International Journal of Approximate Reasoning, Vol. 55, No. 1, Pages 142-155, 2014. (PDF)

  10. N. Azam, J. T. Yao, Comparison of Term Frequency and Document Frequency based Feature Selection Metrics in Text Categorization, Expert Systems with Applications, Vol. 39, No. 5, Pages 4760-4768, 2012. (PDF)

Conference Papers

  1. N. Azam, A. Ahmad, Text summarization using Rough Sets, Proceedings of International Conference on Computing, Electronic and Electrical Engineering (ICE Cube’16), Quetta, Pakistan, April 11 – April 12, 2016, Pages 90-94. (PDF) (Presentation PPT)

  2. M. Nauman, N. Azam, J. T. Yao, A Three-way Decision Making Approach to Malware Analysis, Proceedings of 10th International Conference on Rough Sets and Knowledge Technology (RSKT'15), Tainjin, China, Nov 20 - Nov 22, 2015, Lecture Notes in Computer Science 9436, Pages 273-284. (PDF) (Presentation PPT)

  3. N. Azam, J. T. Yao, Application of Game-theoretic Rough Sets for Recommender Systems, Proceedings of the 8th Multi-Disciplinary International Workshop on Artificial Intelligence (MIWAI'14), Bangalore, India, Dec 8 - Dec 10, 2014, Lecture Notes in Computer Science 8875, Pages 89 - 100.(PDF) (Presentation PPT)

  4. B. Majeed, N. Azam, and J.T. Yao, Thresholds Determination for Probabilistic Rough Sets with Genetic Algorithms, Proceedings of 9th International Conference on Rough Sets and Knowledge Technology (RSKT'14), Shanghai, China, Oct 11 - Oct 14, 2013, Lecture Notes in Computer Science 8818, Pages 693 - 704. (PDF) (Presentation PPT)

  5. J. T. Yao, N. Azam, Incorporating Game-theoretic Rough Sets in Web-based Medical Decision Support Systems, Proceedings of International Conference on Machine Learning and Applications, Miami, USA, Dec 4 - Dec 7, 2013, Volume 2, Pages 335 - 338. (PDF) (Presentation PPT)

  6. N. Azam, J. T. Yao, On Semantic Issue in Game-theoretic Rough Sets, Proceedings of IFSA-NAFIPS Joint Congress, Edmonton, Canada, Jun 24 - Jun 28, 2013, Pages 1303-1308. (PDF) (Presentation PPT)

  7. N. Azam, J. T. Yao, Formulating Game Strategies in Game-theoretic Rough Sets, Proceedings of 8th International Conference on Rough Sets and Knowledge Technology (RSKT'13), Halifax, Canada, Oct 11 - Oct 14, 2013, Lecture Notes in Computer Science 8171, Pages 145-153. (PDF) (Presentation PPT)

  8. N. Azam, Formulating Three-way Decision Making with Game-theoretic Rough Sets, Proceedings of Canadian Conference on Electrical and Computer Engineering (CCECE'13), Regina, Canada, May 05 - May 08, 2013, Pages 695-698 . (PDF) (Presentation PPT)

  9. N. Azam, J. T. Yao, Multiple Criteria Decision Analysis with Game-theoretic Rough Sets, Proceedings of 7th International Conference on Rough Sets and Knowledge Technology (RSKT'12), Chengdu, China, Aug 17 - Aug 20, 2012, Lecture Notes in Computer Science 7414, Pages 399-408. (PDF) (Presentation PPT)

  10. N. Azam, J. T. Yao, Classifying Attributes with Game-theoretic Rough Sets, Proceedings of 4th International Conference on Intelligent Decision Technologies (IDT'12),  Gifu, Japan, May 23 - May 25, 2012, Smart Innovations, Systems and Technologies Vol. 15, Pages 175-184. (PDF) (Presentation PPT)

  11. N. Azam, J. T. Yao, Incorporating Game Theory in Feature Selection for Text Categorization, Proceedings of 13th International Conference on Rough Sets, Fuzzy Sets, Data Mining and Granular Computing (RSFDGrC'11), Moscow, Russia, June 27 - June 30, 2011, Lecture Notes in Computer Science 6743, Pages 215-222. (PDF) (Presentation PPT)

  12. N. Azam, H. A. Dar, S. Marwat, Comparative Study on Feature Space Reduction for Spam Detection, Proceedings of MIT Spam Conference, Massachusetts Institute of Technology, Boston, MA, USA, March 30 - March 31, 2007. (PDF)

Book Chapters and Reports

    1. N. Azam, J. T. Yao, Game-theoretic Rough Sets for Feature Selection, in A. Skowron & Z. Suraj (eds.),  Rough Sets and Intelligent Systems - Professor Zdzislaw Pawlak in Memoriam, Intelligent Systems Reference Library, Vol. 44, Pages 61-78, 2013. (PDF)

  • N. Azam, Comparison of Feature Space Reduction Techniques for Spam Detection, Master's Thesis at National University of Sciences and Technology, Pakistan. 2010. (PDF)