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 Dr. Md. Monirul Islam (ডঃ মোঃ মনিরুল ইসলাম)


Professor

  •  Contact:
  • Department of Computer Science and Engineering
    Bangladesh University of Engineering and Technology
    Dhaka 1000, Bangladesh

  •  Telephone:
  • Office: 880 2 9665650 Ext. 6706
    Cell:
    Residence:

  •  Email: mdmonirulislam AT cse DOT buet DOT ac DOT bd

  •  Homepage:

  •  Research Area:
  • Artificial Intelligence and Machine Learning

  •  Research Interest:
  • Neural Networks
    Evolutionary Algorithms
    Data Mining
    Robotics

  •  Academic Background:
  • Ph.D., Information Sciences, 2002
    University of Fukui, Japan

    M.Sc. in Computer Science and Engineering, 1996
    Bangladesh University of Engineering and Technology

    B.Sc. in Electrical and Electronic Engineering, 1989
    Khulna University of Engineering and Technology

  •  Selected Publications:

  • Book Chapter

    1. Md. Monirul Islam and Xin Yao, "Evolving Artificial Neural Network Ensembles," Computational Intelligence: A Compendium, pp. 851-880, 2008.

    2. Md. Monirul Islam , A.K.H. Akhand and K. Murase, "A new algorithm to design neural networks ensemble," International Series on Advanced Intelligence, vol. 6, pp.151-157, 2003.

    3. D. Inoue, A. Ogura, M. Okura, A. Matsumoto, Md. Monirul Islam and K. Murase, "Measuring behavioral complexity: Complexity of emotional expression of a real autonomous mobile robot Khepera," International Series on Advanced Intelligence, vol. 6, pp. 245-251, 2003.

    4. K. Murase, Md. Monirul Islam , T. Hirata, A Matsumoto, H. Akita, T. Asai, K. Sakai, T. Sasajima, M. Naruse, S. Terao, M. Okura, "Analysis and production of organized behavior in real environment with a mini-robot Khepera," Evolutionary Robotics III (Applied Artificial Intelligence Book), Canada, pp. 81-108, 2000.



    Journal

    1. Mohammad Shafiul Alam, Md. Monirul Islam , Xin Yao, and K. Murase, “Diversity Guided Evolutionary Programming: A novel approach for continuous optimization, “ Applied Soft Computation, vol. 12, pp. 1693-1707, 2012.

    2. Mohammad Shafiul Alam, Md. Monirul Islam, Xin Yao, and K. Murase, "Recurring Two-Stage Evolutionary Programming: A Novel Approach for Numeric Optimization," IEEE Transactions on Systems, Man, and Cybernetics, Part B, vol. 41, pp. 1352-1365, 2011.

    3. Md. Monirul Kabir, Md. Monirul Islam , and K. Murase, "A New Wrapper Feature Selection Approach using Neural Network," Neurocomputing, vol. 73, pp. 3273-3283, 2010.

    4. Md. Rakib Hassan, Md. Monirul Islam , and K. Murase, "A New Local Search Based Ant Colony Optimization Algorithm for Solving Combinatorial Optimization Problems," IEICE Transactions on Information and Systems, vol. E93-D, pp. 1127-1136, 2010.

    5. M.A.H. Akhand, Md. Monirul Islam , and K. Murase, "Progressive Interactive Training: A Sequential Neural Network Ensemble Learning Method," Neurocomputing, vol. 73, pp. 260-273, 2009.

    6. Md. Monirul Islam , Md. Abdus Sattar, Md. Faijul Amin, Xin Yao, and K. Murase, "A New Constructive Algorithm for Architectural and Functional Adaptation of Artificial Neural Network," IEEE Transactions on Systems, Man, and Cybernetics, Part B, vol. 39, pp. 1590-1605, 2009.

    7. M.A.H. Akhand, Md. Monirul Islam , and K. Murase, "Comparative Study of Data Sampling Techniques for Constructing Neural Network Ensembles," International Journal of Neural Systems, vol. 19, pp. 67-89, 2009.

    8. Mashud Hyder, Md. Monirul Islam , M.A.H. Akhand, and K. Murase, "Symmetry axis based object recognitioon under translation, rotation and scaling," International Journal of Neural Systems, vol. 19, pp. 25-42, 2009.

    9. Md. Faijul Amin, Md. Monirul Islam , and K. Murase, "Ensemble of Single-Layered Complex-Valued Neural Networks for Classification Tasks," Neurocomputing, vol. 72, pp. 2227-2234, 2009.

    10. Md. Monirul Islam , Md. Abdus, Md. Faijul Amin, Xin Yao, and K. Murase, "A New Adaptive Merging and Growing Algorithm for Designing Artificial Neural Network," IEEE Transactions on Systems, Man, and Cybernetics Part B, vol. 39, pp. 705-722, 2009.

    11. Md. Monirul Islam , X. Yao, S.M. Shahriar Nirjon, M. Asiful Islam, and K. Murase, "Bagging and Boosting Negatively Correlated Neural Network," IEEE Transactions on Systems, Man, and Cybernetics, Part B, vol. 38, pp. 771-784, 2008.

    12. X. Yao and Md. Monirul Islam , "Evolving artificial neural network ensembles," IEEE Computational Intelligence Magazine, vol. 3, pp. 31-42, 2008.

    13. Suman Ahmmed, Khondaker Abdullah-Al-Mamun, and Md. Monirul Islam , "A Novel Algorithm For Designing Three Layered Artificial Neural Networks," International Journal of Soft Computing, vol. 2, pp. 450-458, 2007.

    14. S. M. Kamruzzaman and Md. Monirul Islam , "An Algorithm to Extract Rules from Artificial Neural Networks for Medical Diagnosis Problems," International Journal of Information Technology, vol. 12, pp. 42-60, 2006.

    15. M.A.H. Akhand, Md. Monirul Islam , and K. Murase, "A hybrid sequential and simultaneous training algorithm for constructing neural network ensembles," WSEAS Transactions on Information Science and Applications, vol.3, pp. 1078-1085, 2006.

    16. S.M. Kamruzzaman and Md. Monirul Islam , "Extraction of symbolic rules from artificial neural networks," Transaction on Engineering, Computing and Technology, vol. 10, pp. 271-277, 2005.

    17. Md. Monirul Islam and K. Murase, "Chaotic Dynamics of a Behavior based Miniature Mobile Robot: Effects of Environment and Control Network," Neural Networks (American National Institute Standards Approved Journal), vol. 18, pp. 123-144, 2005.

    18. Md. Monirul Islam , X. Yao and K. Murase, "A Constructive Algorithm for Training Cooperative Neural Network Ensembles," IEEE Transactions on Neural Networks, vol. 14, pp. 820-834, 2003.

    19. Md. Monirul Islam and K. Murase, "Incremental Evolution with Learning to Develop the Control System of Autonomous Robots for Complex Task," IEICE Transactions on Information and Systems, vol. E85-D, pp. 1118- 1129, 2002.

    20. Md. Monirul Islam and K. Murase, "Evolving Autonomous Robots in Variable Environment: Effects of Fitness Function," Machine Intelligence and Robot Control, vol. 3, pp. 157-165, 2001.

    21. Md. Monirul Islam and K. Murase, "A New algorithm to Design Compact Two-Hidden Layer Artificial Neural Networks," Neural Networks (American National Standard Institute Approved Journal), vol. 14, pp. 1265-1278, 2001.

    22. Md. Monirul Islam and K. Murase, "A New Crossover Operator and Its Application to Artificial Neural Networks Evolution," IEICE Transactions on Information and Systems, vol. E84-D, pp. 1144-1154, 2001.

    23. M. A. S. Kamal, Md Abdur Rafiq, Md Monirul Islam , B. C. Ghosh, "Fuzzy Logic Enhanced Indirect Vector Control of Induction Motor Drives," Journal of Electrical Engineering, IEB, vol. 27, pp. 35-38, 1999.

    24. M. M. H. Rahman, M. A. S. Kamal, Md Monirul Islam, B. C. Ghosh, "Fuzzy Logic versus PI Control of a Separately Excited DC Motor Drive-A Comparison," Journal of Electrical Engineering, IEB, vol. 27, pp. 37-42, 1999.

    25. Md. Monirul Islam and Joarder Kamruzzaman, "A neural network model for invariant pattern recognition," Journal of Electrical Engineering, IEB, vol. EE25, pp. 101-107, 1997.


    Conference

    1. Md. Monirul Islam , Md. Abdus Sattar, Md. Faijul Amin, and K. Murase, "A New Adaptive Strategy for Pruning and Adding Hidden Neurons during Training Artificial Neural Networks," Proceedings of the 9th International Conference on Intelligent Data Engineering and Automated Learning (IDEAL'08), Daejeon, Korea, November 2-5, 2008, Lecture Notes in Computer Science, Springer, pp.40-48.

    2. Md. Monirul Kabir, Md. Monirul Islam , and K. Murase, "A New Wrapper Feature Selection Approach using Neural Network," Proceedings of Joint 4th International Conference on Soft Computing and Intelligent Systems and 9th International Symposium on Advanced Intelligent Systems, (SCIS&ISIS2008) Nagoya, Japan, Sept. 17-21, 2008, pp. 1953-1958.

    3. MAH Akhand, Md. Monirul Islam , and K. Murase, "Selecting Neural Network Ensemble Methods based on Problem's Characteristics: An Empirical Study," Proceedings of Joint 4th International Conference on Soft Computing and Intelligent Systems and 9th International Symposium on Advanced Intelligent Systems, (SCIS&ISIS2008) Nagoya, Japan, Sept 17-21, 2008, pp.2091-2096.

    4. MAH Akhand, Md. Monirul Islam , and K. Murase, "Ensemble with Selected Heterogeneous Neural Networks," Proceedings of Joint 4th International Conference on Soft Computing and Intelligent Systems and 9th International Symposium on Advanced Intelligent Systems, (SCIS&ISIS2008) Nagoya, Japan, Sept 17-21, 2008, pp. 924-929.

    5. Md. Monirul Islam , Md. Faijul Amin, M. A. H. Akhand, and K. Murase, "Neural Network Construction with Functional Adaptation," Proceedings of Joint 4th International Conference on Soft Computing and Intelligent Systems and 9th International Symposium on Advanced Intelligent Systems, (SCIS&ISIS2008) Nagoya, Japan, Sept 17-21, 2008, pp. 87-92.

    6. Asif Iqbal, A. B. M. Musa, Anindya Tahsin, Md. Abdus Sattar, Md. Monirul Islam , and K. Murase, "A Novel Algorithm for Translation, Rotation and Scale Invariant Character Recognition," Proceedings of Joint 4th International Conference on Soft Computing and Intelligent Systems and 9th International Symposium on Advanced Intelligent Systems, (SCIS&ISIS2008) Nagoya, Japan, Sept 17-21, 2008, pp. 1367-1374.

    7. Md. Faijul Amin, Md. Monirul Islam , and K. Murase, "Enhancing Classification Ability of Single-Layered Complex-Valued Neural Network by Ensemble Methods," Proceedings of Joint 4th International Conference on Soft Computing and Intelligent Systems and 9th International Symposium on Advanced Intelligent Systems, (SCIS&ISIS2008), Nagoya, Japan, Sept 17-21, 2008, pp.1947-1958.

    8. Md. Monirul Islam , Md. Faizul Amin, Suman Ahmed, and K. Murase, "An Adaptive Merging and Growing Algorithm for Designing Artificial Neural Networks," Proceedings of the International Joint Conference on Neural Networks (IJCNN2008), Hong Kong, June 1-6, 2008, pp.2004-2009.

    9. M.A.H. Akhand, Md. Monirul Islam , and K. Murase, "Training of Neural Network Ensemble Through Progressive Interaction," Proceedings of the International Joint Conference on Neural Networks (IJCNN2008), Hong Kong, June 1-6, 2008, pp.2121-2127.

    10. Md. Faijul Amin, Md. Monirul Islam , and K.Murase, "Single-layered Complex-valued Neural Networks and Their Ensembles for Real-valued Classification Problems," Proceedings of the International Joint Conference on Neural Networks (IJCNN2008), Hong Kong, June 1-6, 2008, pp.2501-2507.

    11. Gourab Kundu, Md. Monirul Islam , Sirajum Munir, and Md. Faizul Bari, "ACN: An Associative Classifier with Negative Rules," 11th IEEE International Conference on Computational Science and Engineering, Sao Paulo, Brazil, July 16-18, 2008, pp. 369-375.

    12. Md. Abdus Abdus Sattar, Md. Monirul Islam , and K. Murase, "A New Constructive Algorithm for Designing and Training," Proceedings of the 14th International Conference on Neural Information Processing (ICONIP 2007), November 13-16, 2007, Kitakyushu, Japan, Neural Information Processing, Part I, Lecture Notes in Computer Science, Springer, Berlin/Heidelberg, Vol. 4984, pp. 317-327.

    13. Gourab Kundu, Sirajum Munir, Md. Faizul Bari, Md. Monirul Islam , and K. Murase, "A Novel Algorithm for Associative Classification," Proceedings of the 14th International Conference on Neural Information Processing (ICONIP 2007), November 13-16, 2007, Kitakyushu, Japan, Neural Information Processing, Part II, Lecture Notes in Computer Science, Springer, Berlin/Heidelberg, Vol. 4985, pp. 453-459.

    14. Md. Monirul Islam , Mohammad Shafiul Alam, and K. Murase, "A New Recurring Multistage Evolutionary Algorithm for Solving Problems Efficiently," Proceedings of the 8th International Conference on Intelligent Data Engineering and Automated Learning (IDEAL'07), December 16-19, 2007, Lecture Notes in Computer Science, Springer, 4881: 97-106.

    15. Suman Ahmmed, Md. Saifur Rahman , Md. Monirul Islam "ADCSP – A New Approach for Designing Artificial Neural Networks," Proceedings of 9th International Conference on Computer and Information Technology, December 12-16, 2006, Dhaka, Bangladesh, pp. 408-413.

    16. M. Iqbal Bin Shahid, Md. Monirul Islam , M. A. H. Akhand, and K. Murase, "A new algorithm to design multiple hidden layered artificial neural networks," Joint 3rd International Conference on Soft Computing and Intelligent Systems and 7th International Symposium on advanced Intelligent Systems (SCIS & ISIS 2006), Tokyo, Japan, Sept. 20-24, 2006, pp. 463-468 (The winner of the First Prize in The Best Paper Award Competition).

    17. Mohammad Shafiul Alam, Md. Monirul Islam , M. A. H. Akhand, and K. Murase, "A recurring multi-stage evolutionary system for balancing exploitation and exploration," Joint 3rd International Conference on Soft Computing and Intelligent Systems and 7th International Symposium on advanced Intelligent Systems (SCIS & ISIS 2006), Tokyo, Japan, September 20-24, 2006, pp. 1111-1116.

    18. Md. Mashud Hyder, Md. Monirul Islam , M. A. H. Akhand, and K. Murase, "A novel two-stage approach for translation, rotation and scale invariant character recognition," Joint 3rd International Conference on Soft Computing and Intelligent Systems and 7th International Symposium on advanced Intelligent Systems (SCIS & ISIS 2006) Tokyo, Japan, September 20-24, 2006, pp. 1352-1357.

    19. M. A. H. Akhand, Md. Monirul Islam , and K. Murase, "A hybrid algorithm for compact neural network ensemble," International Conference on Intelligent Agents, Web Technologies & Internet Commerce (IAWTIC 2005), Austria, 2005, pp. 471-478.

    20. M. A. H. Akhand, Md. Monirul Islam , and K. Murase, "A Hybrid Training Approach to Create Neural Network Ensemble," in Proc. of 8th International Conference on Computer and Information Technology (ICCIT2005), December 28-30, 2005, Dhaka, Bangladesh, pp. 832-837.

    21. M. M. Hasan, Md. Monirul Islam and K. Murase, "A new evolutionary system for artificial neural networks using permutation problem free cellular encoding," 5th International Conference on Recent Advances in Soft Computing (RASC2004), UK, 2004, pp. 599-604.

    22. Md. Monirul Islam , Md. Sheikh Sadi and K. Murase, "A constructive approach to mine interesting rules from a large set of association rules," International Conference on Computational Intelligence for Modeling, Control and Automation (CIMCA'2004), Australia, 2004, pp. 29-35.

    23. M. M. Hasan, Md. Monirul Islam and K. Murase, "A permutation problem free modified cellular encoding for evolving artificial neural networks," International Conference on Computational Intelligence for Modeling, Control and Automation (CIMCA'2004), Australia, 2004, pp. 538-543.

    24. Mohammad M. Masud, Md. Monirul Islam , and K. Murase. "Empirical Study On Learnable Evolution Model For P-Median and Capacitated P-Median Problems," Fourth International Symposium on Human and Artificial Intelligence Systems: From Control to Autonomy (HART04), 5-6 December, 2004, Fukui, Japan, pp. 265-270.

    25. M.A.H. Akhand, Md. Monirul Islam , K. Murase, "Component neural network addition based on misclassified patterns leads to create compact neural network ensemble," Fourth International Symposium on Human and Artificial Intelligence Systems: From Control to Autonomy (HART04), 5-6 December, 2004, Fukui, Japan, pp. 271-276.

    26. Md. Sheikh Sadi, Md. Monirul Islam , K. Murase, "A new algorithm for extracting interesting rules," Fourth International Symposium on Human and Artificial Intelligence Systems: From Control to Autonomy (HART04), 5-6 December, 2004, Fukui, Japan, pp. 333-338.

    27. M.A.H. Akhand, Md. Monirul Islam , K. Murase, "A Constructive Algorithm for Neural Network Ensemble: Dynamical Change in Input Space (DCIS)," 2nd International Conference on Soft Computing and Intelligent Systems and 5th International Symposium on Advanced Intelligent Systems, Tokyo, Sept 21-24, 2004, (SCIS&ISIS2004) CD-ROM WP-6-3 (6 pages).

    28. Md. Shahjahan, Md. Monirul Kabir, Md. Monirul Islam and K. Murase, "Recognizing appearance of objects by non-linear auto-associative network with negative correlation learning of weights," International Conference on Computer and Information Technology (ICCIT), Bangladesh, 2003, pp. 759-764.

    29. Md. Shahjahan, Md. Monirul Kabir, Md. Monirul Islam and K. Murase, "Single neural net training through correlation of hidden nodes for time series prediction," International Conference on Computer and Information Technology (ICCIT), Bangladesh, 2003, pp. 765-770.

    30. Md. Monirul Islam , A.K.H. Akhand and K. Murase, "A new algorithm for training cooperative neural network ensemble," International Conference on Electrical & Computer Engineering (ICECE), Bangladesh, 2002, pp. 386-389.

    31. Md. Monirul Islam , A.K.H. Akhand and K. Murase, "Weight freezing to reduce training time in designing artificial neural networks," International Conference on Computer and Information Technology (ICCIT), Bangladesh, 2002, pp. 132-136.

    32. Md. Shahjahan, Md. Monirul Islam and K. Murase, "A competitive node decaying method for artificial neural networks," International Conference on Knowledge-Based Intelligent Information Engineering System and Allied Technologies (KES), Japan, 2002, pp. 11-15.

    33. Md. Monirul Islam , S. Terao and K. Murase, "Using population information in crossover operation for the evolution of autonomous robots in open-environment," International Conference on Knowledge-Based Intelligent Information Engineering System and Allied Technologies (KES), Japan, 2001, pp. 864-868.

    34. Md. Monirul Islam , Md. Shajahan and K. Murase, "Exploring constructive algorithm with stopping criteria to produce individual neural networks in ensemble," International Conference on IEEE Systems, Man and Cybernetics Conference, USA, 2001, pp. 341-346.

    35. Md. Monirul Islam , Md. Shajahan and K. Murase, "A new weight freezing method for reducing training time in artificial neural networks," International Conference on IEEE Systems, Man and Cybernetics Conference, Arizona, USA, 2001, pp. 182-191.

    36. Md. Monirul Islam , S. Terao and K. Murase, "Incremental evolution of autonomous robots for complex task," Proc. of the Fourth International Conference on Evolvable Systems: From Biology to Hardware (ICES2001), Lecture Notes in Computer Science, 2001, pp. 171-181.

    37. Md. Monirul Islam , S. Terao and K. Murase, "Effects of fitness functions for the evolution of autonomous robots in an open environment," Proc. of the Fourth International Conference on Evolvable Systems: From Biology to Hardware (ICES2001), Lecture Notes in Computer Science, 2001, pp. 171-181, 2001.

    38. Md. Monirul Islam and K. Murase, "Chaos in sensory information of an autonomous mobile robot," Proc. of Fuzzy, Artificial Intelligence, Neural Networks and Soft Computing Symposium, Japan, 2000, pp. 73-74.

    39. Md. Monirul Islam , Md. Shajahan and K. Murase, "An algorithm for automatic design of two hidden layered artificial neural network," Proc. of the IEEE-INNS-ENNS International Joint Conference on Neural Networks, Italy, 2000 (CD ROM).

    40. Md. Monirul Islam , H. Akita, Md. Shajahan and K. Murase, "Representative evolution: A simple and efficient algorithm for artificial neural network evolution," Proc. of the IEEE-INNS-ENNS International Joint Conference on Neural Networks, Italy, 2000 (CD ROM).

    41. H. Akita, Md. Monirul Islam , T. Matsumoto and K. Murase, "Backpropagation learning in real autonomous mobile robot using proximal and distal evaluation of behavior," Proc. of the IEEE-INNS-ENNS International Joint Conference on Neural Networks, Italy, 2000 (CD ROM).

    42. R. Odagiri, Md. Monirul Islam , M. Okura, T. Asai and K. Murase, "Deterministic chaos in sensory information of real mobile robot Khepera," Proc. of the First International Khepera Workshop, Germany, 1999, pp. 49-56.

    43. Md. Monirul Islam , Y. Wei, R. Odagiri, T. Asai and K. Murase, "Cooperation of real mobile robots using communication," Proc. of the Fourth International Symposium on Artificial Life and Robotics (AROB'99), Japan, 1999, pp. 309-312.

    44. Y. Wei, Md. Monirul Islam , R. Odagiri, T. Asai and K. Murase, "An evolvable NAND-Logic circuit applied to real mobile robot Khepera," Proc. of the Fourth International Symposium on Artificial Life and Robotics (AROB'99), Japan, 1999, pp. 305-308.

    45. Md. Monirul Islam and K. Murase, "A GA-based evolutionary system for evolving artificial neural networks with connectionist learning," Proc. of Fuzzy, Artificial Intelligence, Neural Networks and Computational Intelligence (FAN) Symposium, Japan, 1999, pp.530-533.

    46. Syed M. Rahman, Md. Monirul Islam and R. J. Bignall, "Performance evaluation of an invariant pattern neural network model for printed Bangla character recognition," Proc. of the Computational Intelligence for Modeling, Control & Automation, Austria, 1999, pp. 129-134.

    47. Md. Monirul Islam , Syed M. Rahman and R. Sarkar, "A neural network model for invariant pattern recognition," Proc. of the Computational Intelligence for Modeling, Control & Automation, Australia, 1998, pp. 139-145.

    48. Matsumoto, H. Hara, H. Akita, Md. Monirul Islam , T. Asai and K. Murase, "Co-evolution process of real mobile robots: How Kheperas alter their escape and following behavior," Proc. of the 13th Symposium on Biological and Physiological Engineering (BPES'98), Japan, 1998, pp. 201-204.



  •  Journal Papers:
  • 28. Sukarna Barua, Md. Monirul Islam, Xin Yao, and Kazuyuki Murase, MWMOTE: Majority Weighted Minority Oversampling Technique for Imbalanced Data Set Learning. IEEE Transactions on Knowledge and Data Engineering (IEEE TKDE), IEEE, 2012
    27. M. S. Alam, Md. Monirul Islam, Xin Yao, and K. Murase, Diversity Guided Evolutionary Programming: A novel approach for continuous optimization. Applied Soft Computation, 12:1693-1707, 2012
    26. M. S. Alam, Md. Monirul Islam, Xin Yao, and K. Murase, Recurring Two-Stage Evolutionary Programming: A Novel Approach for Numeric Optimization. IEEE Transactions on Systems, Man, and Cybernetics, 41:1352-1365, 2011
    25. M. M. Kabir, Md. Monirul Islam, and K. Murase, A New Wrapper Feature Selection Approach using Neural Network. Neurocomputing, 73:3273-3283, 2010
    24. M. R. Hassan, Md. Monirul Islam, and K. Murase, A New Local Search Based Ant Colony Optimization Algorithm for Solving Combinatorial Optimization Problems. IEICE Transactions on Information and Systems, E93-D:1127-1136, 2010
    23. M. A. H. Akhand, Md. Monirul Islam, and K. Murase, Comparative Study of Data Sampling Techniques for Constructing Neural Network Ensembles. International Journal of Neural Systems, 19:67-89, 2009
    22. Md. Monirul Islam, Md. Abdus Sattar, M. F. Amin, Xin Yao, and K. Murase, A New Constructive Algorithm for Architectural and Functional Adaptation of Artificial Neural Network. IEEE Transactions on Systems, Man, and Cybernetics, Part B, 39:1590-1605, 2009
    21. M. F. Amin, Md. Monirul Islam, and K. Murase, Ensemble of Single-Layered Complex-Valued Neural Networks for Classification Tasks. Neurocomputing, 72:2227-2234, 2009
    20. M. A. H. Akhand, Md. Monirul Islam, and K. Murase, Progressive Interactive Training: A Sequential Neural Network Ensemble Learning Method. Neurocomputing, 73:260-273, 2009
    19. Md. Monirul Islam, M. Abdus, M. F. Amin, Xin Yao, and K. Murase, A New Adaptive Merging and Growing Algorithm for Designing Artificial Neural Network. IEEE Transactions on Systems, Man, and Cybernetics Part B, (39), :705-722, 2009
    18. Mashud Hyder, Md. Monirul Islam, M. A. H. Akhand, and K. Murase, Symmetry axis based object recognitioon under translation, rotation and scaling. International Journal of Neural Systems, 19:25-42, 2009
    17. X. Yao, and Md. Monirul Islam, Evolving artificial neural network ensembles. IEEE Computational Intelligence Magazine, 3:31-42, 2008
    16. Md. Monirul Islam, X. Yao, S.M. S. Nirjon, M. A. Islam, and K. Murase, Bagging and Boosting Negatively Correlated Neural Network. IEEE Transactions on Systems, Man, and Cybernetics, Part B, 38:771-784, 2008
    15. Suman Ahmmed, K. Abdullah-Al-Mamun, and Md. Monirul Islam, A Novel Algorithm For Designing Three Layered Artificial Neural Networks. International Journal of Soft Computing, 2:450-458, 2007
    14. Md. Monirul Islam, and M. Murshed, Parametric mobility support dynamic resource reservation and call admission control scheme for cellular multimedia communications. Journal of Computer Communications, Elsevier Science, 20:233-248, 2007
    13. S. M. Kamruzzaman, and Md. Monirul Islam, An Algorithm to Extract Rules from Artificial Neural Networks for Medical Diagnosis Problems. International Journal of Information Technology, 12:42-60, 2006
    12. M.A.H. Akhand, Md. Monirul Islam, and K. Murase, A hybrid sequential and simultaneous training algorithm for constructing neural network ensembles. WSEAS Transactions on Information Science and Applications, 3:1078-1085, 2006
    11. S.M. Kamruzzaman, and Md. Monirul Islam, Extraction of symbolic rules from artificial neural networks. Transaction on Engineering, Computing and Technology, 10:271-277, 2005
    10. Md. Monirul Islam, and K. Murase, Chaotic Dynamics of a Behavior based Miniature Mobile Robot: Effects of Environment and Control Network. Neural Networks (American National Institute Standards Approved Journal), 18:123-144, 2005
    9. Md. Monirul Islam, and K. Murase, Incremental Evolution with Learning to Develop the Control System of Autonomous Robots for Complex Task. IEICE Transactions on Information and Systems, E85-D(1118- 1129), 2002
    8. Md. Monirul Islam, and K. Murase, A New Crossover Operator and Its Application to Artificial Neural Networks Evolution. IEICE Transactions on Information and Systems, E84-D:1144-1154, 2001
    7. Md. Monirul Islam, and K. Murase, A New algorithm to Design Compact Two-Hidden Layer Artificial Neural Networks. Neural Networks (American National Standard Institute Approved Journal), 14:1265-1278, 2001
    6. Md. Monirul Islam, and K. Murase, Evolving Autonomous Robots in Variable Environment: Effects of Fitness Function. Machine Intelligence and Robot Control, 3:157-165, 2001
    5. Md. Monirul Islam, M. R. M. Khondoker, and C. M. Rahman, Application of artificial intelligence techniques in automatic hull form generation. Journal of Ocean Engineering, Elsevier Science, 28(12), :1531-1544, 2001
    4. M. A. S. Kamal, M. A. Rafiq, Md. Monirul Islam, and B. C. Ghosh, uzzy Logic Enhanced Indirect Vector Control of Induction Motor Drives. ournal of Electrical Engineering, IEB, 27:35-38, 1999
    3. M. M. H. Rahman, M. A. S. Kamal, Md. Monirul Islam, and B. C. Ghosh, Fuzzy Logic versus PI Control of a Separately Excited DC Motor Drive-A Comparison. Journal of Electrical Engineering, IEB, 27:37-42, 1999
    2. Md. Monirul Islam, and J Kamruzzaman, A neural network model for invariant pattern recognition. Journal of Electrical Engineering, IEB, EE25:101-107, 1997
    1. Md. Monirul Islam, X. Yao, and K. Murase, A Constructive Algorithm for Training Cooperative Neural Network Ensembles. IEEE Transactions on Neural Networks, 14:820-834,

  •  Conference Papers:
  • 48. Sukarna Barua, Md. Monirul Islam, and Kazuyuki Murase, ProWSyn: Proximity Weighted Synthetic Oversampling Technique for Imbalanced Data Set Learning. In Proceedings of PAKDD- Pacific Asia Conference on Knowledge Discovery and Data Mining, Springer, Gold Coast, Australia, 2013
    47. Sukarna Barua, Md. Monirul Islam, and Kazuyuki Murase, A Novel Synthetic Minority Oversampling Technique for Imbalanced Data Set Learning. In Proceedings of International Conference on Neural Information Processing (ICONIP), Springer-Verlag, Shanghai, China., pages 735-744, 2011
    46. Z. Karim, N. R. Karim, M. M. Ali, G. Sorwar, Md. Monirul Islam, and Mohammad Mahfuzul Islam, Pattern based object segmentation using split and merge. In Proceedings of IEEE International Conference on Fuzzy Systems, Jesu Island, Korea, 2009
    45. M. A. H. Akhand, Md. Monirul Islam, and K. Murase, Ensemble with Selected Heterogeneous Neural Networks. In Proceedings of Proceedings of Joint 4th International Conference on Soft Computing and Intelligent Systems and 9th International Symposium on Advanced Intelligent Systems (SCIS&ISIS2008), Nagoya, Japan, pages 924-929, 2008
    44. Md. Monirul Islam, M. F. Amin, S. Ahmed, and K. Murase, An Adaptive Merging and Growing Algorithm for Designing Artificial Neural Networks. In Proceedings of Proceedings of the International Joint Conference on Neural Networks (IJCNN2008), Hong Kong, pages 2004-2009, 2008
    43. M. A. H. Akhand, Md. Monirul Islam, and K. Murase, Training of Neural Network Ensemble Through Progressive Interaction. In Proceedings of Proceedings of the International Joint Conference on Neural Networks (IJCNN2008), Hong Kong, pages 2121-2127, 2008
    42. M. F. Amin, Md. Monirul Islam, and K. Murase, Single-layered Complex-valued Neural Networks and Their Ensembles for Real-valued Classification Problems. In Proceedings of Proceedings of the International Joint Conference on Neural Networks (IJCNN2008), Hong Kong, pages 2501-2507, 2008
    41. G. Kundu, Md. Monirul Islam, S. Munir, and Md. Faizul Bari, ACN: An Associative Classifier with Negative Rules. In Proceedings of 1th IEEE International Conference on Computational Science and Engineering, Sao Paulo, Brazil, pages 369-375, 2008
    40. M. A. H. Akhand, Md. Monirul Islam, and K. Murase, electing Neural Network Ensemble Methods based on Problems Characteristics: An Empirical Study. In Proceedings of Proceedings of Joint 4th International Conference on Soft Computing and Intelligent Systems and 9th International Symposium on Advanced Intelligent Systems, Nagoya, Japan, pages 2091-2096, 2008
    39. Md. Monirul Islam, Md. Abdus Sattar, M. F. Amin, and K. Murase, A New Adaptive Strategy for Pruning and Adding Hidden Neurons during Training Artificial Neural Networks. In Proceedings of Lecture Notes in Computer Science, Daejeon, Korea, pages 40-48, 2008
    38. A. Iqbal, A. B. M. Musa, Md. Anindya Tahsin Prodhan, Md. Abdus Sattar, Md. Monirul Islam, and K. Murase, A Novel Algorithm for Translation, Rotation and Scale Invariant Character Recognition. In Proceedings of 4th International Conference on Soft Computing and Intelligent Systems and 9th International Symposium on advanced Intelligent Systems, Nagoya University, Nagoya, Japan, 2008
    37. M. F. Amin, Md. Monirul Islam, and K. Murase, Enhancing Classification Ability of Single-Layered Complex-Valued Neural Network by Ensemble Methods. In Proceedings of Proceedings of Joint 4th International Conference on Soft Computing and Intelligent Systems and 9th International Symposium on Advanced Intelligent Systems, (SCIS&ISIS2008), Nagoya, Japan, pages 1947-1958, 2008
    36. G. Kundu, S. Munir, Md. Faizul Bari, Md. Monirul Islam, and K. Murase, A Novel Algorithm for Associative Classification. In Proceedings of Proceedings of the 14th International Conference on Neural Information Processing (ICONIP 2007), Springer, Kitakyushu, Japan, 2007
    35. Md. Abdus Sattar, Md. Monirul Islam, and K. Murase, A New Constructive Algorithm for Designing and Training. In Proceedings of Proceedings of the 14th International Conference on Neural Information Processing (ICONIP 2007), Springer, Kitakyushu, Japan, pages 317-327, 2007
    34. M. M. Hyder, Md. Monirul Islam, M. A. H. Akhand, and K. Murase, A novel two-stage approach for translation, rotation and scale invariant character recognition. In Proceedings of oint 3rd International Conference on Soft Computing and Intelligent Systems and 7th International Symposium on advanced Intelligent Systems (SCIS & ISIS 2006), Tokyo, Japan, pages 1352-1357, 2006
    33. M. S. Alam, Md. Monirul Islam, M. A. H. Akhand, and K. Murase, A recurring multi-stage evolutionary system for balancing exploitation and exploration. In Proceedings of Joint 3rd International Conference on Soft Computing and Intelligent Systems and 7th International Symposium on advanced Intelligent Systems (SCIS & ISIS 2006), Tokyo, Japan, pages 1111-1116, 2006
    32. Md. Shaifur Rahman, and Md. Monirul Islam, A New Approach for Designing Artificial Neural Networks. In Proceedings of Proceedings of 9th International Conference on Computer and Information Technology, Dhaka, Bangladesh, pages 408-413, 2006
    31. M. I. B. Shahid, Md. Monirul Islam, M. A. H. Akhand, and K. Murase, A new algorithm to design multiple hidden layered artificial neural networks. In Proceedings of oint 3rd International Conference on Soft Computing and Intelligent Systems and 7th International Symposium on advanced Intelligent Systems (SCIS & ISIS 2006), Tokyo, Japan, pages 463-468, 2006
    30. M. A. H. Akhand, Md. Monirul Islam, and K. Murase, A hybrid algorithm for compact neural network ensemble. In Proceedings of International Conference on Intelligent Agents, Web Technologies & Internet Commerce (IAWTIC 2005), Austria, pages 471-478, 2005
    29. M. A. H. Akhand, Md. Monirul Islam, and K. Murase, A Hybrid Training Approach to Create Neural Network Ensemble. In Proceedings of In Proc. of 8th International Conference on Computer and Information Technology (ICCIT2005), Dhaka, Bangladesh, pages 832-837, 2005
    28. Hemayet Hossain, Md. Mostofa Akbar, and Md. Monirul Islam, Extended-butterfly Fat Tree Interconnection (EFTI) Architecture for Network on Chip. In Proceedings of IEEE Pacrim Conference on Communications, Computers and Signal Processing, University of Victoria, Canada, 2005
    27. Md. Monirul Islam, M. Murshed, and Mohammad Mahfuzul Islam, Min-Max fairness scheme for resource allocation in cellular multimedia networks. In Proceedings of IEEE International Conference on Information Technology (ITCC), Las Vegas, Nevada, USA, pages 265-270, 2005
    26. Md. Monirul Islam, Md. Mostofa Akbar, Hemayet Hossain, and E. G. Manning, Admission Control of Multimedia Sessions to a set of Multimedia Servers connected by an Enterprise Network. In Proceedings of IEEE Pacrim Conference on Communications, Computers and Signal Processing, University of Victoria, Canada, 2005
    25. Md. Monirul Islam, M. Murshed, and Mohammad Mahfuzul Islam, Estimation of cell overload probability for adaptive bandwidth allocation scheme in cellular multimedia communications. In Proceedings of IASTED International Conference on Wireless Networks and Emerging Technology (WNET), Banff, Calgory, Canada, pages 160-165, 2005
    24. M. A. H. Akhand, Md. Monirul Islam, and K. Murase, A Constructive Algorithm for Neural Network Ensemble: Dynamical Change in Input Space (DCIS. In Proceedings of nd International Conference on Soft Computing and Intelligent Systems and 5th International Symposium on Advanced Intelligent Systems (SCIS&ISIS2004), Tokyo, pages CD-ROM WP-6-3 (6 pag, 2004
    23. M. S. Sadi, Md. Monirul Islam, and K. Murase, A new algorithm for extracting interesting rules. In Proceedings of Fourth International Symposium on Human and Artificial Intelligence Systems: From Control to Autonomy (HART04), Fukui, Japan, pages 333-338, 2004
    22. M. A. H. Akhand, Md. Monirul Islam, and K. Murase, Component neural network addition based on misclassified patterns leads to create compact neural network ensemble. In Proceedings of Fourth International Symposium on Human and Artificial Intelligence Systems: From Control to Autonomy (HART04), Fukui, Japan, pages 271-276, 2004
    21. M. M. Masud, Md. Monirul Islam, and K. Murase, Empirical Study On Learnable Evolution Model For P-Median and Capacitated P-Median Problems. In Proceedings of Fourth International Symposium on Human and Artificial Intelligence Systems: From Control to Autonomy (HART04), Fukui, Japan, pages 265-270, 2004
    20. Md. Monirul Islam, M. Murshed, L. S. Dooley, and Mohammad Mahfuzul Islam, Comparative analysis of directional probability functions for mobility based resource reservation in wireless multimedia communications. In Proceedings of 3rd IEEE/IEE International Conference on Networking (ICN), Gosier, Guadeloupe, French Caribbean, pages 891-897, 2004
    19. Md. Monirul Islam, M. Murshed, and L. S. Dooley, A novel velocity-dependent directional probability function based call admission control scheme in wireless multimedia communications. In Proceedings of 23rd IEEE International Performance Computing and Communications Conference (IPCCC), Phoenix, Arizona, USA, pages 77-84, 2004
    18. Md. Monirul Islam, M. Murshed, L. S. Dooley, and Mohammad Mahfuzul Islam, Enhanced cell visiting probability for QoS provisioning in mobile multimedia communications. In Proceedings of IEEE International Conference on Information Technology: Coding and Computing (ITCC), Las Vegas, Nevada, USA, pages 258-262, 2004
    17. M. Shahjahan, M. M. Kabir, Md. Monirul Islam, and K. Murase, Recognizing appearance of objects by non-linear auto-associative network with negative correlation learning of weights. In Proceedings of International Conference on Computer and Information Technology (ICCIT), Bangladesh, pages 759-764, 2003
    16. M. Shahjahan, M. M. Kabir, Md. Monirul Islam, and K. Murase, Single neural net training through correlation of hidden nodes for time series prediction. In Proceedings of International Conference on Computer and Information Technology (ICCIT), Bangladesh, pages 765-770, 2003
    15. M. Shahjahan, Md. Monirul Islam, and K. Murase, A competitive node decaying method for artificial neural networks. In Proceedings of International Conference on Knowledge-Based Intelligent Information Engineering System and Allied Technologies (KES), Japan, pages 11-15, 2002
    14. Md. Monirul Islam, A. K. H Akhand, and K. Murase, Weight freezing to reduce training time in designing artificial neural networks. In Proceedings of International Conference on Computer and Information Technology (ICCIT), Bangladesh, pages 132-136, 2002
    13. Md. Monirul Islam, A. K. H Akhand, and K. Murase, A new algorithm for training cooperative neural network ensemble. In Proceedings of International Conference on Electrical & Computer Engineering (ICECE), Bangladesh, pages 386-389, 2002
    12. Md. Monirul Islam, S. Terao, and K. Murase, Using population information in crossover operation for the evolution of autonomous robots in open-environment. In Proceedings of International Conference on Knowledge-Based Intelligent Information Engineering System and Allied Technologies (KES), Japan, pages 864-868, 2001
    11. Md. Monirul Islam, S. Terao, and K. Murase, Effects of fitness functions for the evolution of autonomous robots in an open environment. In Proceedings of Proc. of the Fourth International Conference on Evolvable Systems: From Biology to Hardware (ICES2001), Springer, pages 171-181, 2001
    10. Md. Monirul Islam, M. Shajahan, and K. Murase, A new weight freezing method for reducing training time in artificial neural networks. In Proceedings of International Conference on IEEE Systems, Man and Cybernetics Conference, Arizona, USA, pages 182-191, 2001
    9. Md. Monirul Islam, M. Shajahan, and K. Murase, Exploring constructive algorithm with stopping criteria to produce individual neural networks in ensemble. In Proceedings of International Conference on IEEE Systems, Man and Cybernetics Conference, USA, pages 341-346, 2001
    8. Md. Monirul Islam, H. Akita, M. Shajahan, and K. Murase, epresentative evolution: A simple and efficient algorithm for artificial neural network evolution. In Proceedings of Proc. of the IEEE-INNS-ENNS International Joint Conference on Neural Networks (CD ROM), Italy, 2000
    7. H. Akita, Md. Monirul Islam, T. Matsumoto, and K. Murase, Backpropagation learning in real autonomous mobile robot using proximal and distal evaluation of behavior. In Proceedings of Proc. of the IEEE-INNS-ENNS International Joint Conference on Neural Networks (CD ROM), Italy, 2000
    6. Md. Monirul Islam, M. Shajahan, and K. Murase, An algorithm for automatic design of two hidden layered artificial neural network. In Proceedings of Proc. of the IEEE-INNS-ENNS International Joint Conference on Neural Networks (CD ROM), Italy, 2000
    5. Md. Monirul Islam, and K. Murase, Chaos in sensory information of an autonomous mobile robot. In Proceedings of Proc. of Fuzzy, Artificial Intelligence, Neural Networks and Soft Computing Symposium, Japan, pages 73-74, 2000
    4. Md. Monirul Islam, and K. Murase, A GA-based evolutionary system for evolving artificial neural networks with connectionist learning. In Proceedings of Proc. of Fuzzy, Artificial Intelligence, Neural Networks and Computational Intelligence (FAN) Symposium, Japan, pages 530-533, 1999
    3. S. M. Rahman, Md. Monirul Islam, and R. J. Bignall, Performance evaluation of an invariant pattern neural network model for printed Bangla character recognition. In Proceedings of Proc. of the Computational Intelligence for Modeling, Control & Automation, Austria, pages 129-134, 1999
    2. R. Odagiri, Md. Monirul Islam, M. Okura, T. Asai, and K. Murase, Deterministic chaos in sensory information of real mobile robot Khepera. In Proceedings of Proc. of the First International Khepera Workshop, Germany, pages 49-56, 1999
    1. A. Z. E. Hossain, M. Z. Rahman, and Md. Monirul Islam, On the performance of a multi-channel R-ALOHA protocol for voice and data integration in short-haul wireless communication environments. In Proceedings of IEEE International Conference on Personal Wireless Communications, Mumbai, India, pages 465-469, 1997

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