Article

Sainin, Mohd Shamrie and Alfred, Rayner and Ahmad, Faudziah (2021) Ensemble Meta Classifier with Sampling and Feature Selection for Data with Multiclass Imbalance Problem. Journal of ICT, 20 (2). pp. 103-133. ISSN 1675-414X

Sainin, Mohd Shamrie and Alfred, Rayner and Ahmad, Faudziah and Lammasha, Mohamed A.M (2017) An evaluation of feature selection methods on multi-class imbalance and high dimensionality shape-based leaf image features. Journal of Telecommunication, Electronic and Computer Engineering, 9 (1-2). pp. 57-61. ISSN 2180-1843

Sainin, Mohd Shamrie and Ahmad, Faudziah and Alfred, Rayner (2016) Improving the identification and classification of Malaysian medicinal leaf images using ensemble method. Proceeding of the First International Conference on ICT for Transformation 2016. ISSN 978-967-0910-12-3

Book Section

Sainin, Mohd Shamrie and Alfred, Rayner and Adnan, Fairuz and Ahmad, Faudziah (2018) Combining sampling and ensemble classifier for multiclass imbalance data learning. In: Computational Science and Technology. Springer, Singapore, pp. 262-272. ISBN 978-981-10-8275-7

Alfred, Rayner and Shin, Kung Ke and Sainin, Mohd Shamrie and On, Chin Kim and Pandiyan, Paulraj Murugesa and Ag Ibrahim, Ag Asri (2016) k-nearest neighbour using ensemble clustering based on feature selection approach to learning relational data. In: Advances in Information and Communication Technology. Springer International Publishing, pp. 322-331. ISBN 978-3-319-49072-4

Sainin, Mohd Shamrie and Alfred, Rayner (2010) Nearest neighbour distance matrix classification. In: Advanced Data Mining and Applications. Lecture Notes in Computer Science, 6440 . Springer, pp. 114-124. ISBN 978-3-642-17315-8

Conference or Workshop Item

Sainin, Mohd Shamrie and Alfred, Rayner and Alias, Suraya and Lammasha, Mohamed A.M. (2018) Feature Selection and Ensemble Meta Classifier for Multiclass Imbalance Data Learning. In: Knowledge Management International Conference (KMICe) 2018, 25 –27 July 2018, Miri Sarawak, Malaysia.

Sainin, Mohd Shamrie and Alfred, Rayner and Ahmad, Faudziah (2016) ENBFS+kNN: Hybrid ensemble classifier using entropy-based naïve Bayes with feature selection and k-nearest neighbor. In: 2016 International Conference on Applied Science and Technology (ICAST 2016), 11–13 April 2016, Kedah, Malaysia.

Sainin, Mohd Shamrie and Ahmad, Faudziah and Alfred, Rayner (2016) Improving the identification and classification of Malaysian medical leaf images using ensemble method. In: International Conference on ICT for Transformation 2016, 05-07 April 2016, Center for postgraduate UMS Sabah Malaysia.. (Unpublished)

Sainin, Mohd Shamrie and Ahmad, Faudziah and Alfred, Rayner (2016) Comparison of half and full-leaf shape feature extraction for leaf classification. In: International Conference on Applied Science and Technology 2016 (ICAST’16), 11–13 April 2016, Kedah, Malaysia.

Sainin, Mohd Shamrie and Ahmad, Faudziah and Alfred, Rayner (2015) Ensemble classifier and resampling for imbalanced multiclass learning. In: 5th International Conference on Computing and Informatics (ICOCI) 2015, 11-13 August 2015, Istanbul, Turkey.

Sainin, Mohd Shamrie and Alfred, Rayner (2014) Feature selection for Malaysian medicinal plant leaf shape identification and classification. In: International Conference on Computational Science and Technology – 2014 (ICCST’14), 27-28 August 2014, Kota Kinabalu, Sabah, Malaysia. (Unpublished)

Sainin, Mohd Shamrie and Ghazali, Taqiyah Khadijah and Alfred, Rayner (2014) Malaysian medicinal plant leaf shape identification and classification. In: Knowledge Management International Conference 2014 (KMICe2014), 12-15 August 2014, Langkawi, Malaysia.

Sainin, Mohd Shamrie and Alfred, Rayner (2012) A direct ensemble classifier for imbalanced multiclass learning. In: 4th Conference on Data Mining and Optimization (DMO), 2-4 Sept. 2012, Langkawi.

Sainin, Mohd Shamrie and Alfred, Rayner (2011) A genetic based wrapper feature selection approach using nearest neighbour distance matrix. In: 3rd Conference on Data Mining and Optimization (DMO), 28-29 June 2011, Putrajaya, Malaysia.

Sainin, Mohd Shamrie and Alfred, Rayner (2009) Half leaf shape feature extraction for leaf identification. In: 1st Malaysian Joint Conference on Artificial Intelligence (MJCAI2009), Golden Horses, Kuala Lumpur, Malaysia, 14th July - 16th July 2009. (Unpublished)