Publications

Please feel free to contact me if you are interested to have a look at any of these published papers.

PhD Thesis:

  • Rahman M. G. (2015): Data cleansing for data quality improvement in data mining, PhD thesis in Computer Science, School of Computing and Mathematics, Charles Sturt University, Australia

Book:

  • Islam M. Z. and Rahman M. G. (2017). Data Preprocessing: A Review on Missing Value Imputation Techniques. (Currently under preparation, the book is supported by Writing Up Award provided by the Charles Sturt University, Australia.)

Refereed Journal Articles:

  1. Rahman M. G. and Islam M. Z. (2016): Discretization of Continuous Attributes Through Low Frequency Numerical Values and Attribute Interdependency, Expert Systems with Applications, Vol. 45, pp. 410 – 423. DOI: https://doi.org/10.1016/j.eswa.2015.10.005. Available at: Science Direct / ELSEVIER, ACM Digital Library (ISI Web of Knowledge 2016 Rank Q1, Impact Factor 3.928).
  2. Rahman M. G. and Islam M. Z. (2016): Missing Value Imputation using a Fuzzy Clustering based EM Approach, Knowledge and Information Systems, Vol. 46 (2), pp. 389 – 422. DOI: 10.1007/s10115-015-0822-y. Available at: Springer, ACM Digital Library (ISI Web of Knowledge Rank Q1, 2013 Impact Factor 2.639).
  3. Rahman M. G. and Islam M. Z. (2016): TULIP: A Novel Framework Using Two Useful Layers of Missing Value Imputation and Two Levels of Horizontal Partitioning, Knowledge-Based Systems. (ISI Web of Science 2012 Rank Q1, Impact Factor 4.104) (Currently under review).
  4. Rahman M. G. and Islam M. Z. (2014): FIMUS: A Framework for Imputing Missing Values Using Co-Appearance, Correlation and Similarity Analysis, Knowledge-Based Systems, Vol. 56, pp. 311 – 327, ISSN 0950-7051, DOI information: http://dx.doi.org/10.1016/j.knosys.2013.12.005. Available at Science Direct / ELSEVIER (ISI Web of Knowledge Rank Q1, the 6th best (out of 115) journal in the category of Computer Science and Artificial Intelligence, Impact Factor 4.529).
  5. Rahman M. G. and Islam M. Z. (2013): Missing Value Imputation Using Decision Trees and Decision Forests by Splitting and Merging Records: Two Novel Techniques, Knowledge-Based Systems, Vol. 53, pp. 51 – 65, ISSN 0950-7051, DOI information: http://dx.doi.org/10.1016/j.knosys.2013.08.023. Available at Science Direct / ELSEVIER (ISI Web of Knowledge Rank Q1, the 6th best (out of 115) journal in the category of Computer Science and Artificial Intelligence, Impact Factor 4.529).
  6. Rahman M. G., Siddique A. R. S. A., Das S., Hossain A. K. M. A. and Molla M. K. I. (2010): Developing an agent-mediated E-commerce environment for the mobile shopper, Asian Journal of Information Technology, 9: 85-90. Available at Medwell
  7. Rahman M. G., Das S., Siddique A. R. S. A. and Molla M. K. I. (2010): A web-based face recognition system using mobile agent technology, Asian Journal of Information Technology, 9: 91-97. Available at Medwell
  8. Rahman M. G., Uddin M. N., Sarkar M. S. and Shah M. A. S. (2009): Developing a Scanned Text Image to Text File Conversion System Using Artificial Neural Network, International Journal of Engineering and Technology, vol no 6(2), pp. 488-493. Available at G-Science
  9. Uddin M. N., Rahman M. G., Sarkar M. S., Mahmud M. G. and Siddique A. R. S. A. (2009): Towards A Strategy for Implementing e-Governance in the Agriculture Sector in Bangladesh, International Journal of Engineering and Technology, vol no 6(4), pp. 623-629.
  10. Rahman M. G., Uddin M. N., Sarkar M. S. and Siddique A. R. S. A. (2009): An Approach to Implement an Intelligent Software Agent as a Personal Communication Assistant on the Internet, International Journal of Engineering and Technology, vol no 6(4), pp. 596-601. Available at G-Science
  11. Uddin M. N., Rahman M. G., Sarkar M. S. and Shah M. A. S. (2009): An Approach of Developing a Hospital Management System Using Natural Language Technology, International Journal of Engineering and Technology, vol no 6(2), pp. 501-507.
  12. Billah M. M., Islam M. P. and Rahman M. G. (2007): Identification of rice diseases using artificial neural network, Bangladesh Society for Agricultural Science and Technology, vol no 4, pp. 197-201.
  13. Rahman M. G., Hossain M. A., Siddique A. R. S. A. and Molla M. K. I. (2006): Gender Identification System from Facial Image Using Artificial Neural Network, Journal of Agricultural Machinery and Bioresources Engineering, vol no 4, pp. 7-11.
  14. Rahman M. G., Hossain A. K. M. A. and Molla M. K. I. (2006): Design and Development of a Bangla Programming Environment with its Compiler, Bangladesh Journal of Progressive Science and Technology, vol no 4, pp. 65-72.
  15. Rahman M. G., Ferdaus M. Z., Hossain M. A. and Alim M. A. (2004): Developing a Programming Language Using Bangla Character Set, journal of Science, Part-B, Rajshahi University Studies, Rajshahi, Bangladesh, vol no 32, pp. 51-62.

Refereed Conference Proceedings:

  1. Rahman M. G. (2015): An Introductory Survey on Reframing in Clustering, in the 2nd ECML-PKDD Workshop (LMCE), Porto, Portugal, 7-11 September, 2015.
  2. Blackmore C., Ray O., Kull, M., Rahman, M. G., Flach P. and Lachiche N. (2015): Reframing of Classification and Regression Tasks for Predicting the Effects of Compiler Settings on Multiple Embedded Systems, in the 2nd ECML-PKDD Workshop (LMCE), Porto, Portugal, 7-11 September, 2015.
  3. Islam M. Z., Mamun Q., and Rahman M. G. (2014). Data Cleansing During Data Collection from Wireless Sensor Networks, In Proc. of the 12th Australasian Data Mining Conference (AusDM 2014), Brisbane, Australia, 27-28 November, 2014, pp. 195-203. (ERA 2010 Rank B).
  4. Rahman M. G. and Islam M. Z. (2014): iDMI: A Novel Technique for Missing Value Imputation using a Decision Tree and Expectation-Maximization Algorithm, In Proc. of the 16th International Conference on Computer and Information Technology (ICCIT’13), Khulna, Bangladesh, 8-10 March 2014, pp. 496-501. (ERA 2010 Rank C).
  5. Rahman M. G. and Islam M. Z. (2013): A Novel Framework Using Two Layers of Missing Value Imputation, In Proc. of the 11th Australasian Data Mining Conference (AusDM 13), Canberra, Australia, 13-15 November 2013. (ERA 2010 Rank B). Received Best Paper Award
  6. Rahman M. G. and Islam M. Z. (2013): kDMI: A Novel Method for Missing Values Imputation Using Two Levels Horizontal Partitioning in a Data set, In Proc. of the 9th International Conference on Advanced Data Mining and Applications(ADMA 13), Hangzhou, China, 14-16 December 2013, pp. 250-263. Available at Springer Link (ERA 2010 Rank B).
  7. Rahman M. G. and Islam M. Z. (2013): Data Quality Improvement by Imputation of Missing Values, In Proc. of the 2013 International Conference on Computer Science and Information Technology, Yogyakarta, Indonesia, 16 – 18 June, 2013, pp. 82-88, ISBN: 978-979-3812-20-5.
  8. Rahman M. G. and Islam M. Z. (2013): Imputation of Missing Values by Selecting the Best k-NN Records from a Leaf of a Decision Tree, In 2013 SCM HDR Symposium, Charles Sturt University, Wagga Wagga, Australia, 11-12 October 2013, pp. 50-51 (short paper).
  9. Rahman M. G., Islam M. Z., Bossomaier T. and Gao J. (2012): CAIRAD: A co-appearance based analysis for Incorrect Records and Attribute-values Detection, in proc. of the IEEE 2012 International Joint Conference on Neural Networks (IJCNN’12), Brisbane, Australia: 1-10, doi:10.1109/IJCNN.2012.6252669. Available at IEEE Explore (ERA 2010 Rank A).
  10. Rahman M. G. and Islam M. Z. (2011): A Decision Tree-based Missing Value Imputation Technique for Data Pre-processing , In Proc. of the Ninth Australasian Data Mining Conference (AusDM 11), Ballarat, Australia. December 01 – December 02, 2011, CRPIT, 121. Vamplew, P., Stranieri, A., Ong, K.-L., Christen, P. and Kennedy, P. J. Eds., ACS, pp. 41-50. Available at CRPIT (ERA 2010 Rank B).
  11. Rahman M. G., Molla M. K. I., Siddique A. R. S. A. and Debnath R. C. (2005): Developing A Decision Support System Using On-Line Analytical Processing (OLAP) , In proc. of the 8th IEEE International Conference on Computer and Information Technology (ICCIT’05), Islamic University of Technology (IUT), Dhaka, Bangladesh, 28-30 December, 2005, vol no 8, pp. 293-298 (ERA 2010 Rank C).
  12. Rahman M. G., Hossain A. K. M. A., Hossain M. A. and Debnath R. C. (2004): A Web-Based Signature Verification System Using Mobile Agent Technology , In proc. of the 7th IEEE International Conference on Computer and Information Technology (ICCIT’04), BRAC University, Dhaka, Bangladesh, 26-28 December, 2004, vol no 7, pp. 241-246 (ERA 2010 Rank C).
  13. Rahman M. G., Ferdaus M. Z., Hossain A. K. M. A., Molla M. K. I. and Chisty K. J. A. (2004): Developing A Mobility-Based Framework for Adaptive Clustering in Wireless Ad-Hoc Networks , In proc. of the 7th IEEE International Conference on Computer and Information Technology (ICCIT’04), BRAC University, Dhaka, Bangladesh, 26-28 December, 2004, vol no 7, pp. 251-256 (ERA 2010 Rank C).
  14. Uddin M. N., Rahman M. G., Hossain A. K. M. A., Pramanik S. and Debnath R. C. (2004): A New Approach of Developing a Hospital Management System Using Natural Language Technology (English Query), In proc. of the 7th IEEE International Conference on Computer and Information Technology (ICCIT’04), BRAC University, Dhaka, Bangladesh, 26-28 December, 2004, vol no 7, pp. 274-279, (ERA 2010 Rank C).
  15. Rahman M. G., Hossain M. A., Das D. and Molla M. K. I. (2003): Gender Identification System From Facial Image Using Artificial Neural Network, In proc. of the 6th IEEE International Conference on Computer and Information Technology (ICCIT’04), Jahangirnagar University, Dhaka, Bangladesh, 19-21 December, 2003, vol no 6, pp. 717-721 (ERA 2010 Rank C).
  16. Hossain A. K. M. A., Rahman M. G. and Debnath R. C. (2003): Comparative Study of Signature Verification System Using Supervised (BPNN) and Unsupervised (HMM) Models, In proc. of the 6th IEEE International Conference on Computer and Information Technology (ICCIT’03), Jahangirnagar University, Dhaka, Bangladesh, 19-21 December, 2003, vol no 6, pp. 732-737 (ERA 2010 Rank C).