PENGENALAN:

Terdapat tiga bidang penyelidikan yang sedang dijalankan oleh kumpulan penyelidikan kami, iaitu Perlombongan Data, Agen Cerdas dan Bioinformatik. Perlombongan Data dan Agen Cerdas sedang berjalan, mana kala Bioinformatik masih di peringkat permulaan.

Penyelidikan dalam Perlombongan Data tertumpu kepada dua teknik besar, iaitu klasifikasi dan perlombongan petua-petua berhubungan bagi menangani masalah dalam set data yang besar. Secara khusus, kami menumpukan perhatian kepada pembangunan model pengurangan pengetahuan bagi pengklasifikasian data serta penemuan hubungan yang kuat antara data melalui pelbagai algoritma untuk mencari corak-corak kerap. Kami berhasrat untuk memperkenalkan teknik baru yang berupaya menukar data yang banyak kepada maklumat dan pengetahuan yang berguna secara cerdas.

Penyelidikan dalam Agen Cerdas pula tertumpu kepada agen sosial, iaitu salah satu daripada ciri-ciri agen cerdas. Kami menumpukan kepada pembinaan agen perbualan yang mampu belajar melalui kaedah berasaskan korpus. Ianya merangkumi pelbagai tugasan-tugasan kecil daripada pengecaman aksi dialog kepada penjanaan respon. Kami membayangkan sebuah senibina yang terbuka dan terhubung, bagi memenuhi pelbagai latar belakang perniagaan seperti sistem tempahan teater, sistem tempahan tiket keretapi atau sistem bantuan.

Bagi penyelidikan dalam Bioinformatik pula, kami berhasrat untuk memfokus kepada anotasi gen, iaitu proses menanda gen dan ciri-ciri biologi yang lain dalam sesuatu rantaian DNA. Matlamat kami adalah untuk membina sebuah sistem perisian yang berupaya mencari gen-gen tertentu, memindahkan RNA dan ciri-ciri lain supaya kami dapat menjalankan penetapan fungsi kepada gen-gen tersebut. Oleh kerana kebanyakan sistem anotasi gen yang sedia ada sering berubah dan ditambahbaik, matlamat akhir kami adalah pengskalaan pada sistem perisian tersebut agar boleh berubah mengikut kehendak penyelidikan.

AHLI

Perlombongan Data

Profesor Madya Dr. Md. Nasir Sulaiman (Ketua)

• Tel: 03-9846 6507
• Email: nasir@fsktm.upm.edu.my

Dr. Norwati Mustapha

• Tel: 03-9846 6585
• Email: norwati@fsktm.upm.edu.my

Agen Cerdas

Puan Aida Mustapha

• Tel: 03-9846 6585
• Email: aida@fsktm.upm.edu.my

Encik Azree Shahrel Ahmad Nazri

• Tel: 03-9846 6585
• Email: azree@fsktm.upm.edu.my

Bioinformatik

Encik Khairul Azhar Kasmiran

• Tel: 03-9846 6526

• Email: kazhar@fsktm.upm.edu.my

Encik Razali Yaakob

• Tel: 03-9846 6523
• Email: razaliy@fsktm.upm.edu.my

PENERBITAN:

• Bakar, A. A., Sulaiman, M. N., Othman, M. and Selamat, M.H., “IP Algorithms in Compact Rough Classification Modeling”, Intelligent Data Analysis, IOS Press. Vol. 5, No. 5, pp. 419-429, 2001
• Bakar, A. A., Sulaiman, M. N., Othman, M. & Selamat, M.H. “Improved Rough Classification Model: A Comparison with Neural Classifier”, Journal Institute of Mathematics & Computer Science (Comp.Sc.Series), Vol.12, No.1. pp. 37-46, 2001.
• Bakar, A. A., Sulaiman, M. N., Othman, M. and Selamat, M.H., “Rough Classifier: Experiments on Two Medical Data Sets”, Chiang Mai Journal of Science, Vol. 28, No.1. pp. 59-63, 2001.
• Azuraliza Abu Bakar, Md. Nasir Sulaiman, Mohamed Othman, Mohd. Hasan Selamat, “IP Models in Mining Classifications Rules”, ELEKTRIKA, Vol. 5. No. 1, pp. 46- 51 Sept. 2002.
• Bakar, A. A., Sulaiman, M. N., Othman, M. & Selamat, M.H., “Propositional Satisfiability Algorithm to Find Minimal Reducts For Data Mining. International Journal of Computer Mathematics. Vol. 79, No. 4, pp.379-389, 2002.
• N. Mustapha, M. N. Sulaiman, M. Othman, M. H. Selamat, “Compact Structure representation in Discovering frequent patterns for association rules”, Journal of ICT, 1 (1), pp: 19 – 31, 2002.
• S. M. Shamsuddin, M. N. Sulaiman and M. Darus, “Invarianceness of higher order centralized scaled-invariants undergo basic transformations”, Intern. J. Computer Math., Vol. 79(1), pp. 39-48, 2002.
• S. M. Shamsuddin, M. Darus and M. N. Sulaiman, “Classification of reduction invariants with improved backpropagation”, Intern. Journal of Mathematics and Math. sciences, Vol 30, No. 4, 2002.
• Omar A. A. Shiba, Md. Nasir Sulaiman, Ali Mamat, and Fatimah Ahmad, “Classification Model Based on Slicing”, Journal Institute of Mathematics & Computer Science (Comp.Sc.Series), Vol.14, No.2. pp. 77-88, Dec., 2003
• Mustapha, N., Sulaiman, M. N., Othman, M. & Selamat, M. H., “Fast Discovery of Long Patterns for Association Rules”, International Journal of Computer Mathematics, Vol 80, No. 8/August 2003, pp 967-976.
• Omar A. A. Shiba, Norwati Mustapha, Md Nasir Sulaiman, Ali Mamat and Fatimah Ahmad, “Using Code Slicing Technique to Improve case Classification: A Suggested Case Slicing Approach”, Applied Computing & Informatics, Saudi Computer Journal, Vol. 2, Iss. 1, 2003, pp 24 – 37.
• Qasem A. Al-Radaideh, Md. Nasir Sulaiman, Mohd. Hasan Selamat, and Hamidah Ibrahim, “Rough Set Based Classifier for decision making”, WSEAS Transactions on Comp., Issue 3, Vol. 3, July 2004.
• Omar Abdalgani Shiba, Mohamed Nasir Sulaiman, Fatimah Ahmad, and Ali Mamat, “Code Slicing to improve case classification accuracy”, Suranaree J. Sci. Technology, Vol. 11, No. 2, April – June 2004.
• Qasem A. Al-Radaideh, Md. Nasir Sulaiman, Mohd. Hasan Selamat, and Hamidah Ibrahim, “Rough Set Based Classifier for decision making”, WSEAS Transactions on Comp., Issue 3, Vol. 3, July 2004.
• Qasem A. Al-Radaideh, Md Nasir Sulaiman, Mohd Hasan Selamat, and Hamidah Ibrahim. A Heuristic Reduct Computation Approach by Attributes Weighting for Rough Set based Classification. Journal of Computer Science ( special issue for Efficient Heuristics for Information Organization). 2005. New York, USA.
• Qasem A. Al-Radaideh, Md Nasir Sulaiman, Mohd Hasan Selamat, and Hamidah Ibrahim. A Heuristic Reduct Computation Approach by Attributes Weighting for Rough Set based Classification. Journal of Computer Science ( special issue for Efficient Heuristics for Information Organization). 2005. New York, USA.

Paper to be submitted for 2007 issues

• Yahya M. Al Murtadha, Md. Nasir Sulaiman, and Zaiton Muda, “Purity Term Weighting: An Improved Reinforcement Profile Learning for document filtering”
• Ng. Sok Choo, Md. Nasir Sulaiman, and Mohd. Hasan Selamat, “Optimizing Negotiation Agents for e-commerce”
• Aida Mustafa, Md. Nasir Sulaiman, Ramlan Mahmod, and Mohd Hasan Selamat, “An Intention-based Response Generation systems with Bayesian Networks”

PENCAPAIAN:

Completed with Ph.D

• Auzraliza Abu Bakar Data mining classification – 2002
• Omar A. A. Shiba Case Based classification – 2005
• Norwati Mustapha, Data mining based on association rules - 2005.
• Qasem Ahmad Al-Raideh Decomposition technique on large data file. - 2005.
• Walid Saeed Abdoh Al-Shargabi, Extended Rough set data mining - 2005

Awarded

• 2002 Gold Medal in Invention&Research Exhibition 2002 title “Propositional Satisfiability Method in Rough Classification Modeling for Data Mining”.
• 2005 Siver Medal in Invention&Research Exhibition 2005 title “An Improved Algorithm for Mining Frequent Patterns and Concise Representation of Association Rules in Data Mining”.
• 2006 Silver Medal in Invention&Research Exhibition 2006 title “LUQMAN HAKIM: Learnable Conversational Agent based on Heuristic Knowledge Management”.
• 2006 Silver Medal in Invention&Research Exhibition 2006 title “An Intention Response Generation System for open domain dialogue system architecture”.