Publication
Articles in Journal
Yi Yuan, Shamrie Sainin Mohd, Yanhui Zhu, Bipartite Consensus of Linear Discrete-Time Multiagent Systems with Exogenous Disturbances under Competitive Networks, Complexity, vol. 2021, Article ID 9983999, 11 pages, 2021. https://doi.org/10.1155/2021/9983999
Suraya Alias, Mohd Shamrie Sainin, Tan Soo Fun, Norhayati Daut and Teoh Lee Sheng. (2021). Unsupervised Text Feature Extraction for Academic Chatbot using Constrained FP-Growth. ASM Sc. J., 14. https://doi.org/10.32802/asmscj.2020.576
S Alias, MS Sainin, SK Mohammad, A Syntactic-based Sentence Validation Technique for Malay Text Summarizer, Journal of Information and Communication Technology, 2021, 20 (3), 329-352
Mohd Shamrie Sainin, Rayner Alfred, Faudziah Ahmad (2021). Ensemble Meta Classifier with Sampling and Feature Selection for Data With Imbalance Multiclass Problem. Journal of Information and Communication Technology (JICT) Vol.20, No.2, April 2021. https://doi.org/10.32890/jict2021.20.2.1
Alias, S., Sainin, M.S., Mohammad, S.K. (2020). Bilingual extractive text summarization model using textual pattern constraints | Model peringkasan teks ekstraktif dwibahasa menggunakan fitur kekangan corak tekstual. GEMA Online Journal of Language Studies, 2020, 20(3), pp. 70–95 http://doi.org/10.17576/gema-2020-2003-05
Faudziah Ahmad, Ku Ruhana Ku-Mahamud, Mohd Shamrie Sainin, Ahmad Airuddin (2017). Segmentation Method Based on Artificial Bee Colony for Recognizing Leaf Lesion. Journal of Telecommunication, Electronic and Computer Engineering (JTEC), 9(2-3), pp. 103-107.
Mohd Shamrie Sainin, Rayner Alfred, Faudziah Ahmad, Mohamed A.M. Lammasha (2017). An Evaluation of Feature Selection methods on Multi-Class Imbalance and High Dimensionality Shape-Based Leaf Images Features. Journal of Telecommunication Electronic and Computer Engineering. 9(1-2) 57-61.
Mohd Shamrie Sainin, Faudziah Ahmad and Rayner Alfred. (2016). Comparison of Half and Full-leaf Feature Extraction for Malaysian Medicinal Leaf Identification and Classification (Extended Version), Revista Tecnica de la Facultad de Ingenieria Universidad del Zulia, Vol 39(9), 31-39.
Faudziah Ahmad, Ku Ruhana Ku-Mahamud, Mohd Shamrie Sainin and Ahmad Airuddin. (2015). Leaf lesion classification (LLC) algorithm based on artificial bee colony (ABC). ARPN Journal of Engineering and Applied Sciences. Vol. 10, Issue 3, pp. 1311-1315.
Aziz, A.A., Sainin, S., and Siraj. F. (2006). Electronic Community Portal AISIG: Pioneering Knowledge Sharing. E-Community Journal, Universiti Kebangsaan Malaysia.
Articles in Conference Proceedings/Letters/Lecture Notes
MS Sainin, MH Haris, Kadazandusun Speech Recognition: A Case Study, Transactions on Science and Technology, 2021, 8 (3-3), 560-567
M. S. Sainin, A. Tahir and S. Alias, "Corpus Analysis: A Case Study on Kadazandusun Newspaper Archive," 2019 IEEE 6th International Conference on Engineering Technologies and Applied Sciences (ICETAS), Kuala Lumpur, Malaysia, 2019, pp. 1-6, doi: 10.1109/ICETAS48360.2019.9117514.
S. Alias, M. S. Sainin, T. S. Fun and N. Daut, "Intent Pattern Discovery for Academic Chatbot - A Comparison between N-gram model and Frequent Pattern-Growth method," 2019 IEEE 6th International Conference on Engineering Technologies and Applied Sciences (ICETAS), Kuala Lumpur, Malaysia, 2019, pp. 1-5, doi: 10.1109/ICETAS48360.2019.9117315.
Mohd Shamrie Sainin, Mohammad Zulfarhan Humin, Asni Tahir, Suraya Alias. (2019). Machine Translation: Case Study for Kadazandusun Text Translation. Proceedings of the International Case Study Conference (E-ISBN 978-967-11030-8-1). pp. 250-257.
Suraya Alias, Mohd Shamrie Sainin, Tan Soo Fun, Norhayati Daut. (2019). Identification of Conversational Intent Pattern Using Pattern-Growth Technique for Academic Chatbot. In: Chamchong R., Wong K. (eds) Multi-disciplinary Trends in Artificial Intelligence. MIWAI 2019. Lecture Notes in Computer Science, vol 11909. Springer, Cham.
Chung, Seng Kheau; Alfred, Rayner; Lau, Hui Keng; On, Chin Kim; Ibrahim, Ag Asri Ag; Sainin, Mohd Shamrie; Pandiyan, Paulraj Murugesa (2017). Consensus Phase of eDARA. Advanced Science Letters, American Scientific Publishers. 23(11), pp. 11202-11205.
Mohd Shamrie Sainin, Rayner Alfred, Suraya Alias and Mohamed A.M., Lammasha. (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.
S. Alias, S. K. Mohammad, G. K. Hoon and M. S. Sainin, (2018). "Understanding Human Sentence Compression Pattern for Malay Text Summarizer," Fourth International Conference on Information Retrieval and Knowledge Management (CAMP), Kota Kinabalu, 2018, pp. 1-6.
Sainin M.S., Alfred R., Adnan F., Ahmad F. (2018) Combining Sampling and Ensemble Classifier for Multiclass Imbalance Data Learning. In: Alfred R., Iida H., Ag. Ibrahim A., Lim Y. (eds) Computational Science and Technology. ICCST 2017. Lecture Notes in Electrical Engineering, vol 488. Springer, Singapore
Rayner Alfred, Chong Jia Chung, Chin Kim On, Ag Asri Ag Ibrahim, Mohd Shamrie Sainin and Paulraj Murugesa Pandiyan (2017). Data Fusion Based on Self-Organizing Map Approach to Learning Medical Relational Data, International Conference on Computational Science and Technology (29-30 Nov, 2017).
Rayner Alfred, Kung Ke Shin, Mohd Shamrie Sainin, Chin Kim On, Paulraj Murugesa Pandiyan, Ag Asri Ag Ibrahim. (2016). k-Nearest Neighbour Using Ensemble Clustering Based on Feature Selection Approach to Learning Relational Data. International Conference on Advances in Information and Communication Technology 2016. Springer. pp 322-331
Mohd Shamrie Sainin, Faudziah Ahmad, and Rayner Alfred. (2016). Comparison of half and full-leaf shape feature extraction for leaf classification. AIP Conference Proceedings 2016, 1761:1, 020092-1 - 020092-6.
Mohd Shamrie Sainin, Rayner Alfred, and Faudziah Ahmad. (2016). ENBFS+kNN: Hybrid ensemble classifier using entropy-based naïve Bayes with feature selection and k-nearest neighbor. Conference Proceedings 2016 1761:1, 020093-1 - 020093-6.
Mohd Shamrie Sainin, Faudziah Ahmad and Rayner Alfred. (2016). Improving the Identification and Classification of Malaysian Medicinal Leaf Images using Ensemble Method, International Conference on ICT for Transformation 2016, Kota Kinabalu, Sabah.
Md Rajib Hasan, Fadzilah Siraj, Mohd Shamrie Sainin. (2015). Improving ensemble decision tree performance using Adaboost and Bagging. INNOVATION AND ANALYTICS CONFERENCE AND EXHIBITION (IACE 2015): Proceedings of the 2nd Innovation and Analytics Conference & Exhibition. AIP Publishing. Vol. 1691. Page: 030008.
Mohd Shamrie Sainin, Faudziah Ahmad and Rayner Alfred. (2015). Ensemble Classifier and Resampling for Imbalanced Multiclass Learning. International Conference on Computing and Informatics, ICOCI. Pp. 751-756.
Md Rajib Hasan, Nur Azzah Abu Bakar, Fadzilah Siraj, MS Sainin, S Hasan. (2015). Single Decision Tree Classifiers’ Accuracy on Medical Data. Proceedings of the 5th International Conference on Computing and Informatics, ICOCI. pp. 1-6.
Mohd Shamrie Sainin, and Rayner Alfred. (2014). Feature Selection for Malaysian Medicinal Plant Leaf Shape Identification and Classification. Proceedings of the International Conference on Computational Science and Technology – 2014 (ICCST’14), IEEE, pp 1-6.
Mohd Shamrie Sainin, Taqiah Khadijah Ghazali and Rayner Alfred. (2014). Malaysian Medicinal Plant Leaf Shape Identification and Classification. In proceeding of: Knowledge Management International Conference and Exhibition 2014, Langkawi, Malaysia, Vol 2, pp. 578-583. (ISBN: 978-983-2078-92-0).
Mohd Shamrie Sainin, Rayner Alfred. (2012). A Direct Ensemble Classifier for Imbalanced Multiclass Learning. In proceeding of: Data Mining Optimization (DMO2012), At Langkawi, Malaysia, Vol. 1, pp. 59 - 66. (ISBN: 978-1-4673-2717-6).
Alias, S., Razali, M. N., Fun, T. S., & Mohd Shamrie Sainin. (2011). Sequential pattern mining using personalized minimum support threshold with minimum items. In Proceedings of 2011 international conference on research and innovation in information systems (ICRIIS) (pp. 1–6). Kuala Lumpur, Malaysia. (ISBN: 978-1-61284-295-0).
Mohd Shamrie Sainin, Rayner Alfred. (2011). A Genetic Based Wrapper Feature Selection Approach Using Nearest Neighbor Distance Matrix. In proceeding of: Data Mining Optimization (DMO2011), Putrajaya, Malaysia, Institute of Electrical and Electronics Engineers (IEEE), Vol. 1, pp. 237 – 242. (ISBN: 9781612842110).
Mohd Shamrie Sainin, Rayner Alfred. (2010). Nearest Neighbour Distance Matrix Classification. Advanced Data Mining and Applications - 6th International Conference, ADMA 2010, Chongqing, China, November 19-21, 2010, Springer, pp. 114-124.
Other Articles
Mohd Shamrie Sainin, Rayner Alfred. (2009). Half Leaf Shape Feature Extraction for Leaf Identification. Paper presented at the 1st Malaysian Joint Conference on Artificial Intelligence (MJCAI2009), Kuala Lumpur.
Mohd Shamrie Sainin, Wan Hazimah Wan Ismail, Siti Sakira Kamaruddin. 2006. Text Categorization Using Naive Bayes Algorithm. Paper presented in Seminar Socio-Economy & IT 4, Organized by Universiti Utara Malaysia, Kuala Perlis, Perlis.
Mohd Shamrie Sainin (2005). Text Classification Using Naive Bayes: An Experiment to Conference Paper. Paper presented at the International Conference on Quantitative Sciences and Its Applications 2005 (ICOQSIA 2005) on ‘Empowerment for Organization Intelligence’. Organized by Faculty of Quantitative Sciences, Universiti Utara Malaysia, Penang, 6-8, December 2005.
Mohd Shamrie Sainin, Azizi Ab. Aziz, Fadzilah Siraj, Nooraini Yussof. (2005). E-Community Portal. Paper presented at National E-Community Seminar, Organized by UKM, Putrajaya, 6-7 December 2005.
Mohd Shamrie Sainin. 2005. Applying Learning to Filter Text. Paper presented in Seminar Socio-Economy & IT 3, Organized by Universiti Utara Malaysia, Kuala Perlis, Perlis.
Mohd Shamrie Sainin (2005), Learning to Filter Text in Forum Message. Paper presented at the MMU International Symposium on Information & Communication Technologies (M2USIC 2005), 24-25 November, 2005, Petaling Jaya, Selangor, Malaysia.
Mohd Shamrie Sainin, Azizi Ab Aziz. 2005. Implementasi Sistem Pengurusan Web untuk Kumpulan Kecil: Satu Pengalaman. Paper presented in Seminar Socio-Economy & IT 3, Organized by Universiti Utara Malaysia, Kuala Perlis, Perlis.
Mohd Shamrie Sainin, Fadzilah Siraj. 2004. E4ML: Alat untuk Perlombongan Data. Paper presented in Seminar Socio-Economy & IT 2, Organized by Universiti Utara Malaysia, Alor Setar, Kedah Malaysia.
Mohd Shamrie Sainin, Fadzilah Siraj. 2003. Educational Tool for Machine Learning. Paper presented at the Malaysia-Japan Seminar On Artificial Intelligence Applications In Industry (AIAI 2003), Kuala Lumpur, Malaysia, 24-25 June 2003.
Azizi Ab. Aziz, Mohd Fadli Ahdon, Mohd Hafiz Mohd Hassin, Mohd. Zaidil Adha Mat Hussin, Fadzilah Siraj and Mohd Shamrie Sainin. The Design of an Intelligent Community Portal for Diabetes Patient. Paper presented at the Malaysia-Japan Seminar On Artificial Intelligence Applications In Industry (AIAI 2003).
Mohd Shamrie Sainin, Fadzilah Siraj. 2003. Explaining Knowledge Discovery using E4ML. Paper presented at the National ICT Seminar, 22 December 2003, Universiti Teknologi MARA (UiTM) Perlis, Malaysia.
Fadzilah Siraj, Azizi Ab Aziz, Mohd Shamrie Sainin, Mohd Hafiz Mohd Hassin. 2003. The Design for Antrophomorphic Socialable Agent Interaction through Emotion Detection. Paper presented at the National ICT Seminar, 22 December 2003, Universiti Teknologi MARA (UiTM) Perlis, Malaysia.