1. Nur Syahela Hussien, Sarina Sulaiman, and Siti Mariyam Shamsuddin, A Review of Intelligent Methods for Pre-fetching in Cloud Computing Environment, Recent Advances on Soft Computing and Data Mining, Advances in Intelligent Systems and Computing, Springer International Publishing, Swirtzerland, ISBN 978-3-319-07691-1, Vol. 287, pp. 647-656, 2014.


  1. Roselina Sallehuddin & Siti Mariyam Hj Shamsuddin, Soft Computing Application in Industry, UTM Press, 2012, ISBN 978-983-52-0898-0.


  1. Nikola Kasabov, Haza Nuzly Abdull Hamed & Siti Mariyam Shamsuddin. 2011. Quantum-Inspired Particle Swarm Optimization for Feature Selection and Parameter Optimization in Evolving Spiking Neural Networks for Classification Tasks, Evolutionary Algorithms, InTech Publisher, pp: 132-148 (ISBN: 978-953-307-171-8).


  1. Norbahiah Ahmad & Siti Mariyam Shamsuddin. 2010. Granular Mining of Student’s Learning Behavior in Hypermedia Learning System using Rough Set Technique. Studies in Coputational Intellegence: COmputational Intelligence for Technology Enhanced Learning,Vol. 273, Spinger-Verlag
  2. Marlinda Malek, Siti Mariyam Shamsuddin & Sobri Harun. 2010. Restoration of hydrological data in the presence of missing data via Kohonen Self Organizing Maps, Modeling, Simulation and Optimization, pp: 13-20, IN-TECH Publication (ISBN 978-953-307-048-3).


  1. M. Hadi Mashinci & Siti Mariyam Shamsuddin. 2009. Three Term Fuzzy Backpropagation. Foundation of Computational Intelligence: Studies in Computational Intelligence, Spinger Berlin/Heidelberg, Vol 201/2009, ISBN:978-3-642-01082-1, pp:143-158 (ISI Web of Science).
  2. Sultan Noman, Siti Mariyam Shamsuddin & Aboul Ella Hassanien. 2009. Hybrid Learning Enhancement of RBF Network with Particle Swarm Optimization, Foundation of COmputational Intelligence: Studies in Computational Intelligence, Spinger Berlin/Heildelberg, Vol 201/2009, ISBN: 978-3-642-01082-1, pp:381-397(ISI Web of Science).
  3. Sarina Sulaiman, Siti Mariyam Shamsuddin and Ajith Abraham, Rough Web Caching. Rough Set Theory: A True Landmark in Data Analysis, Studies in Computational Intelligence, Spinger Verlag, Germany, ISBN 978-3-540-89920-4. pp. 187-211,2009, (web of Science).


  1. Marlinda Bt Abdul Malek, Sobri Bin Harun & Siti Mariyam Shamsuddin. 2008. Imputation of missing daily rainfall data with Unsupervised Neural Network.UTM Press.
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