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

Alias, Suraya and Sainin, Mohd Shamrie and Mohammad, Siti Khaotijah (2021) A Syntactic-based Sentence Validation Technique for Malay Text Summarizer. Journal of Information and Communication Technology, 20 (03). pp. 329-352. ISSN 2180-3862

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

Ahmad, Faudziah and Ku-Mahamud, Ku Ruhana and Sainin, Mohd Shamrie and Airuddin, Ahmad (2015) Leaf lesion classification (LLC) algorithm based on artificial bee colony (ABC). ARPN Journal of Engineering and Applied Sciences, 10 (3). pp. 1311-1315. ISSN 1819-6608

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

Monograph

Sainin, Mohd Shamrie and Ab. Aziz, Azizi (2005) The model of small group web management system. Project Report. Universiti Utara Malaysia. (Unpublished)

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.

Hasan, Md Rajib and Siraj, Fadzilah and Sainin, Mohd Shamrie (2015) Improving ensemble decision tree performance using Adaboost and Bagging. In: 2nd Innovation and Analytics Conference & Exhibition (IACE 2015), 29 September –1 October 2015, TH Hotel, Alor Setar, Kedah, Malaysia.

Hasan, Md Rajib and Abu Bakar, Nur Azzah and Siraj, Fadzilah and Sainin, Mohd Shamrie and Hasan, Shariful (2015) Single decision tree classifiers' accuracy on medical data. In: 5th International Conference on Computing and Informatics (ICOCI) 2015, 11-13 August 2015, Istanbul, Turkey.

Hasan, Md Rajib and Abu Bakar, Nur Azzah and Siraj, Fadzilah and Sainin, Mohd Shamrie and Hasan, Shariful (2015) Single decision tree classifiers' accuracy on medical data. In: 5th International Conference on Computing and Informatics (ICOCI) 2015, 11-13 August 2015, Istanbul, Turkey.

Hasan, Md Rajib and Abu Bakar, Nur Azzah and Siraj, Fadzilah and Sainin, Mohd Shamrie and Hasan, Shariful (2015) Structural components of students' data-focused information visualization. In: 5th International Conference on Computing and Informatics (ICOCI) 2015, 11-13 August 2015, Istanbul, Turkey.

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.

Alias, Suraya and Razali, Mohd Norhisham and Tan, Soo Fun and Sainin, Mohd Shamrie (2011) Sequential pattern mining using personalized minimum support threshold with minimum items. In: International Conference on Research and Innovation in Information Systems (ICRIIS), 23-24 Nov. 2011, Kuala Lumpur.

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)

Abd Rahman, Suraya and Sainin, Mohd Shamrie (2006) Automated document preprocessing for text categorization. In: Master Projects Seminar, 2006, Fakulti Teknologi Maklumat, Universiti Utara Malaysia. (Unpublished)

Wan lsmail @ W. Abdullah, Wan Hazimah and Kamaruddin, Siti Sakira and Sainin, Mohd Shamrie (2006) Text categorization using naive bayes algorithm. In: Prosiding Konferensi ICT Kebangsaan, January 17, 2006, UiTM Perlis. (Unpublished)

Sainin, Mohd Shamrie (2005) Text classification using Naive Bayes: An experiment to conference paper. In: International Conference on Quantitative Sciences and Its Applications 2005 (ICOQSIA 2005), 6-8, December 2005, Penang, Malaysia. (Unpublished)

Sainin, Mohd Shamrie (2005) Learning to filter text in forum message. In: MMU International Symposium on Information & Communication Technologies (M2USIC 2005), 24-25 November 2005, Petaling Jaya, Selangor. (Unpublished)

Sainin, Mohd Shamrie (2005) Applying learning to filter text. In: Seminar Kebangsaan Sosio-ekonomi dan IT (SEIT), 20-21 August 2005, Putra Brasmana Hotel, Perlis. (Unpublished)

Siraj, Fadzilah and Ab. Aziz, Azizi and Sainin, Mohd Shamrie (2005) Modeling emotion for anthromorphic agents. In: Seminar Kebangsaan Sosio-ekonomi dan IT (SEIT) , 20-21 August 2005, Putra Brasmana Hotel, Perlis. (Unpublished)

Sainin, Mohd Shamrie and Siraj, Fadzilah and Yusoff, Nooraini and Ab. Aziz, Azizi (2005) Portal e-komuniti AISIG: Merintis perkongsian maklumat. In: Prosiding Seminar Kebangsaan E-Komuniti, 6-7 Disember 2005, Putrajaya. (Unpublished)

Sainin, Mohd Shamrie and Siraj, Fadzilah (2004) E4ML: Alat untuk pembelajaran perlombongan data. In: Seminar Sosio Ekonomi dan IT Ke-2, 11-12 August 2004, Hotel Holiday Villa, Alor Setar Kedah. (Unpublished)

Ab. Aziz, Azizi and Ahdon, Mohd Fadli and Mohd Hassin, Mohd Hafiz and Mat Hussin, M. Zaidil Adha and Siraj, Fadzilah and Sainin, Mohd Shamrie (2004) The design of an intelligent community portal for diabetes patient. In: 2nd International Artificial Intelligence Application in Engineering Conference (ICAIET 2004), 4-5 Aug 2004, Sabah, Malaysia. (Unpublished)

Sainin, Mohd Shamrie and Siraj, Fadzilah (2003) E4ML: Educational Tool for Machine Learning. In: Artificial Intelligence Application in Industry (AIAI 2003), Kuala Lumpur, 23-25 September 2003. (Unpublished)

Ab. Aziz, Azizi and Siraj, Fadzilah and Sainin, Mohd Shamrie and Mohd Hassin, Mohd Hafiz (2003) The design for antrophomorphic sociable agent interaction through emotion detection. In: National ICT Seminar, 22 December 2003, Universiti Teknologi MARA (UiTM) Perlis, Malaysia. (Unpublished)

Ab. Aziz, Azizi and Ahdon, Mohd Fadli and Mohd Hassin, Mohd Hafiz and Mat Hussin, M. Zaidil Adha and Siraj, Fadzilah and Sainin, Mohd Shamrie (2003) The design of an intelligent community portal for diabetes patient. In: Malaysia-Japan Seminar on Artificial Intelligence Applications in Industry (AIAI 2003), 24-25 June 2003, Kuala Lumpur. (Unpublished)

Book

Wan Ishak, Wan Hussain and Md Norwawi, Norita and Yusoff, Nooraini and Sainin, Mohd Shamrie (2007) Pengaturcaraan logik. Petaling Jaya, Pearson/Prentice Hall. ISBN 9789833655960