Staff Profile
| Full Name | PROF. Dr. ROZAIDA BINTI GHAZALI |
|---|---|
| Faculty | FAKULTI SAINS KOMPUTER DAN TEKNOLOGI MAKLUMAT |
| Department | JABATAN KEJURUTERAAN PERISIAN |
| Designation | VK7 - PROFESOR |
|
TIMBALAN PENGARAH (STRATEGI & JALINAN GLOBAL) PEJABAT AM PEJABAT ANTARABANGSA |
Field of Expertise
| Field Category (KPT) | INFORMATION, COMPUTER AND COMMUNICATIONS TECHNOLOGY (ICT) |
|---|---|
| Field (KPT) | Artificial Intelligence |
| Field of Specialization (KPT) | Neural, Evolutionary and Fuzzy Computation |
Areas of Research Interest
| 1. | NEURAL NETWORKS |
| 2. | SWARM INTELLIGENCE |
| 3. | DATA MINING |
| 4. | TIME SERIES PREDICTION |
| 5. | DATA CLASSIFICATION |
Academic Qualification
| Year | Qualification | Institution |
|---|---|---|
| 2007 | DOKTOR FALSAFAH SAINS KOMPUTER | LIVERPOOL JOHN MOORES UNIVERSITY |
| 2003 | SARJANA SAINS KOMPUTER | UNIVERSITI TEKNOLOGI MALAYSIA |
| 1997 | SARJANA MUDA SAINS KOMPUTER | UNIVERSITI SAINS MALAYSIA |
Professional Appointments
| VK7 - Profesor |
Management Experience
| Date | Description |
|---|---|
| 01/11/2017 - 31/10/2019 | Timbalan Pengarah (Strategi & Jalinan Global)
Pejabat Antarabangsa |
| 01/11/2015 - 31/10/2017 | Timbalan Pengarah
Pejabat Antarabangsa |
| 01/01/2012 - 31/12/2013 | Timbalan Dekan (Penyelidikan & Pembangunan)
Fakulti Sains Komputer dan Teknologi Maklumat, Bahagian Pentadbiran |
| 01/07/2011 - 31/12/2011 | Timbalan Dekan (Pembangunan Dan Pemasaran)
Fakulti Sains Komputer dan Teknologi Maklumat, Bahagian Pentadbiran |
| 01/08/2009 - 30/06/2011 | Timbalan Dekan (Penyelidikan & Pembangunan)
Fakulti Sains Komputer dan Teknologi Maklumat, Bahagian Pentadbiran |
| 01/08/2008 - 31/07/2009 | Timbalan Dekan (Penyelidikan & Pembangunan)
Fakulti Sains Komputer dan Teknologi Maklumat, Bahagian Pentadbiran |
Teaching Experience
| Year | Description | Level |
|---|---|---|
| 2010 | Pembangunan Sistem Fuzzy [BIT 3373], Sesi 2010/2011, Universiti Tun Hussein Onn, 2010. | University |
| 2009 | Struktur Diskrit [BIT 1113], Sesi 2008/2009, Universiti Tun Hussein Onn Malaysia, 2009. | University |
| 2009 | Pembangunan Sistem Fuzzy [BIT 3373], Sesi 2009/2010, Universiti Tun Hussein Onn, 2009. | University |
| 2008 | Pembangunan Sistem Fuzzy [BIT 3373], Sesi 2008/2009, Universiti Tun Hussein Onn Malaysia, 2008 | University |
| 2008 | Metodologi Penyelidikan [BIT 3343], Sesi 2008/2009, Universiti Tun Hussein Onn Malaysia, 2008 | University |
| 2008 | Struktur Diskrit [BIT 1113], Sesi 2007/2008, Universiti Tun Hussein Onn Malaysia, 2008 | University |
| 2007 | Struktur Diskrit [BIT 1113], Sesi 2006/2007, Universiti Tun Hussein Onn Malaysia, 2007. | University |
| 2006 | gffhghfhg | University |
| 2001 | Pengaturcaraan komputer [BTI 1122], Sesi 2001/2002, Universiti Tun Hussein Onn Malaysia, 2001 | University |
| 2001 | Pengaturcaraan komputer [BEE 3053], Sesi 2001/2002 , Universiti Tun Hussein Onn Malaysia, 2001. | University |
| 2001 | Pengaturcaraan komputer [DTI 1023], Sesi 2001/2002, Universiti Tun Hussein Onn Malaysia, 2001 | University |
| 2001 | Pengaturcaraan komputer [BTI 2133], Sesi 2001/2002, Universiti Tun Hussein Onn Malaysia, 2001 | University |
| 1971 | Pengaturcaraan komputer [BTI 2133], Sesi 2001/2002 , Universiti Tun Hussein Onn Malaysia, 2001. | University |
Research Grants And Contracts
Publications
| Book Chapters |
|---|
| Yana Mazwin Mohmad Hassim, Rozaida Ghazali (2017) Functional Link Neural Network With Artificial Bee Colony Optimization Algorithm, Computational Intelligence Applications Series 1, UTHM , 63, ISBN:9789672110606 |
| MOHD NAJIB MOHD SALLEH, NAZRI MOHD NAWI AND ROZAIDA GHAZALI (2011) Uncertainty Analysis Using Fuzzy Sets For Decision Support System, Efficient Decision Support Systems - Practice And Challenges In Multidisciplinary Domains, INTECH , 273, ISBN:9789533074412 |
| Journal |
| Habib Shah , Nasser Tairan, Harish Garg , and Rozaida Ghazali (2018) A Quick Gbest Guided Artificial Bee Colony Algorithm For Stock Market Prices Prediction, SYMMETRY , MDPI, Switzerland , 7, 1, ISSN:20738994 |
| Fazli Wahid, Rozaida Ghazali, Lokman Hakim Ismail (2018) An Enhanced Approach Of Artificial Bee Colony For Energy Management In Energy Efficient Residential Building, WIRELESS PERSONAL COMMUNICATIONS, Springer US , 10, 1, ISSN:1572834X |
| Habib Shah, Nasser Tairan, Harish Garg, and Rozaida Ghazali (2018) Global Gbest Guided-Artificial Bee Colony Algorithm For Numerical Function Optimization, COMPUTERS, MDPI , 12, 1, ISSN:2073431X |
| Fazli Wahid, Rozaida Ghazali (2018) Hybrid Of Firefly Algorithm And Pattern Search For Solving Optimization Problems, EVOLUTIONARY INTELLIGENCE, Springer Berlin Heidelberg , 8, 1, ISSN:18645917 |
| U Akram, R Ghazali, MF Mushtaq (2017) A Comprehensive Survey On Pi-Sigma Neural Network For Time Series Prediction, JOURNAL OF TELECOMMUNICATION, ELECTRONIC AND COMPUTER ENGINEERING, Universiti Teknikal Malaysia Melaka , 10, 57, ISSN:22898131 |
| Jamal Uddin, Rozaida Ghazali, Mustafa Mat Deris, Rashid Naseem, Habib Shah (2017) A Survey On Bug Prioritization , ARTIFICIAL INTELLIGENCE REVIEW , Springer Netherlands , 2, 145, ISSN:02692821 |
| Jamal Uddin, Rozaida Ghazali, Mustafa Mat Deris (2017) An Empirical Analysis Of Rough Set Categorical Clustering Techniques , PLOS ONE, PLos org , 1, 1, ISSN:19326203 |
| Waddah Waheeb, Rozaida Ghazali (2017) Content-Based Sms Classification: Statistical Analysis For The Relationship Between Number Of Features And Classification, COMPUTACIoN Y SISTEMAS, Instituto Politecnico Nacional , 12, 771, ISSN:14055546 |
| Waddah Waheeb, Rozaida Ghazali, Abir Jaafar Hussain (2017) Dynamic Ridge Polynomial Neural Network With Lyapunov Function For Time Series Forecasting, APPLIED INTELLIGENCE , SPRINGER , 9, 1, ISSN:15737497 |
| Tutut Herawan, Yana Mazwin Mohmad Hassim & Rozaida Ghazali (2017) Functional Link Neural Network With Modified Artificial Bee Colony For Data Classification, INTERNATIONAL JOURNAL OF INTELLIGENT INFORMATION TECHNOLOGIES, Idea Group Publishing , 7, 1, ISSN:15483657 |
| ROZAIDA GHAZALI (2017) Prediction Of Energy Consumption In The Buildings Using Multi-Layer Perceptron And Random Forest, INTERNATIONAL JOURNAL OF ADVANCED SCIENCE AND TECHNOLOGY , Science and Engineering Research Support Society , 11, 13, ISSN:20054238 |
| Wahid, F., Ghazali, R., Fayaz, M., Shah, A.S. (2017) Using Probabilistic Classification Technique And Statistical Features For Brain Magnetic Resonance Imaging (Mri) Classification: An Application Of Ai Technique In Bio-Science, INTERNATIONAL JOURNAL OF BIO-SCIENCE AND BIO-TECHNOLOGY, Science and Engineering Research Support Society , 11, 93, ISSN:22337849 |
| Waddah Waheeb, Rozaida Ghazali (2016) Chaotic Time Series Forecasting Using Higher Order Neural Networks, INTERNATIONAL JOURNAL ON ADVANCED SCIENCE, ENGINEERING AND INFORMATION TECHNOLOGY, INSIGHT , 12, 624, ISSN:20885334 |
| Lasisi, A., Ghazali, R., Deris, M.M., Herawan, T., Lasisi, F. (2016) Extracting Information In Agricultural Data Using Fuzzy-Rough Sets Hybridization And Clonal Selection Theory Inspired Algorithms, INTERNATIONAL JOURNAL OF PATTERN RECOGNITION AND ARTIFICIAL INTELLIGENCE , World Scientific Publishing Company , 11, 1660008-1, ISSN:02180014 |
| Al-Saedi, A.K.Z., Ghazali, R., Deris, M.M. (2016) Improved Multi Join Query Optimization For Rdbms Based On Swarm Intelligence Approaches, ADVANCED SCIENCE LETTERS, American Scientific Publishers , 10, 2847, ISSN:19366612 |
| Waddah Waheeb , Rozaida Ghazali, Tutut Herawan (2016) Ridge Polynomial Neural Network With Error Feedback For Time Series Forecasting, PLOS ONE, Public Library of Science , 12, 1, ISSN:19326203 |
| Rozaida Binti Ghazali (2015) Materialized View Selection For Query Optimization In Data Warehouse System Using Heuristic Approaches, JOURNAL OF NEXT GENERATION INFORMATION TECHNOLOGY , dvanced Institutes of Convergence Information Technology , 8, 13, ISSN:2092-8637 |
| Rozaida Binti Ghazali (2015) Materializing Multi Join Query Optimization For Dbms Using Swarm Intelligent Approach , INTERNATIONAL JOURNAL OF COMPUTER INFORMATION SYSTEMS & INDUSTRIAL MANAGEMENT APPLICATIONS. IJCISIM, Dynamic Publishers, Inc., USA , 10, 074, ISSN:2150-7988 |
| Dhiya Al-Jumeily , Rozaida Ghazali, Abir Hussain (2014) Predicting Physical Time Series Using Dynamic Ridge Polynomial Neural Networks, PLoS ONE, PLOS ONE , 8, 1, ISSN:19326203 |
| Yana Mazwin Mohmad Hassim, Rozaida Ghazali (2013) An Approach To Improve Functional Link Neural Network Training Using Modified Artificial Bee Colony For Classification Task, ASIA-PACIFIC JOURNAL OF INFORMATION TECHNOLOGY AND MULTIMEDIA, University Kebangsaan Malaysia Press , 12, 63, ISSN:2289-2192 |
| Yana Mazwin Mohmad Hassim & Rozaida Ghazali (2013) An Improved Functional Link Neural Network Learning Using Artificial Bee Colony Optimisation For Time Series Prediction, INTERNATIONAL JOURNAL OF BUSINESS INTELLIGENCE AND DATA MINING, Inderscience Enterprises , 12, 307, ISSN:17438187 |
| Yana Mazwin Mohmad Hassim, Rozaida Ghazali (2012) Training A Functional Link Neural Network Using An Artificial Bee Colony For Solving A Classification Problems, JOURNAL OF COMPUTING, Journal of Computing Press, NY, USA , 9, 110, ISSN:2151-9617 |
| Abdul Hamid N., Mohd Nawi N., Ghazali R., Mohd Salleh M.N. (2011) Accelerating Learning Performance Of Back Propagation Algorithm By Using Adaptive Gain Together With Adaptive Momentum And Adaptive Learning Rate On Classification Problems, COMMUNICATIONS IN COMPUTER AND INFORMATION SCIENCE, SPRINGER , 4, 559, ISSN:18650929 |
| Ghazali R., Hussain A.J., Liatsis P. (2011) Dynamic Ridge Polynomial Neural Network: Forecasting The Univariate Non-Stationary And Stationary Trading Signals, EXPERT SYSTEMS WITH APPLICATIONS , ELSEVIER , 4, 3765, ISSN:09574174 |
| Ghazali, R., Jaafar Hussain, A., Mohd Nawi, N., Mohamad, B. (2009) Non -Stationary And Stationary Prediction Of Financial Time Series Using Dynamic Ridge Polynomial Neural Network, NEUROCOMPUTING, Elsevier , 6, 2359, ISSN:09252312 |
| Tutut Herawan, Rozaida Ghazali , Iwan Tri Riyadi Yanto , and Mustafa Mat Deris (2009) Rough Set Approach For Categorical Data Clustering, INTERNATIONAL JOURNAL OF DATABASE THEORY AND APPLICATION, SERSC , 3, 33, ISSN:2005-4270 |
| Prosiding / Seminar |
| David Reid, Abir Hussain, Hissam Tawfik, Rozaida Ghazali and Al-Jumeily Dhiya (2018) Forecasting Natural Events Using Axonal Delay , IEEE , 260, ISBN:9781509060177 |
| Waddah Waheeb, Rozaida Ghazali, Lokman Hakim Ismail, Aslila Abd Kadir (2018) Modelling And Forecasting Indoor Illumination Time Series Data From Light Pipe System, Springer Verlag , 57, ISBN:9783319990071 |
| Ahmed Khalaf Zager Al Saadi, Rozaida Ghazali, Mustafa Mat Deris (2017) A New Multi Objective Optimization To Improve Growth Domestic Produce Of Economic Using Metaheuristic Approaches: Case Study Of Iraq Economic , springer , 496, ISBN:978-331951279-2 |
| Ahmed A., Ghazali R. (2017) An Improved Self-Organizing Map For Bugs Data Clustering, IEEE , 135, ISBN:978-150904186-2 |
| Umer Iqbal, Rozaida Ghazali (2017) Chebyshev Multilayer Perceptron Neural Network With Levenberg Marquardt-Back Propagation Learning For Classification Tasks , SPRINGER , 162, ISBN:978-331951279-2 |
| Jamal Uddin, Rozaida Ghazali, Mustafa Mat Deris, Mustafa Mat Deris (2017) Does Number Of Clusters Effect The Purity And Entropy Of Clustering? , SPRINGER , 355, ISBN:978-331951279-2 |
| Husaini N.A., Ghazali R., Yanto I.T.R. (2017) Enhancing Modified Cuckoo Search Algorithm By Using Mcmc Random Walk, Institute of Electrical and Electronics Engineers Inc. , 306, ISBN:978-150901721-8 |
| Yana Mazwin Mohmad Hassim, Rozaida Ghazali and Noorhaniza Wahid (2017) Improved Functional Link Neural Network Learning Using Modified Bee-Firefly Algorithm For Classification Task, Springer International Publishing , 71, ISBN:978-331951279-2 |
| Wadded Waheeb, Rozaida Ghazali, Tutut Herawan (2017) Time Series Forecasting Using Ridge Polynomial Neural Network With Error Feedback , SPRINGER , 189, ISBN:978-331951279-2 |
| Norlida Hassan, Rozaida Ghazali, Kashif Hussain (2017) Training Anfis Using Catfish-Particle Swarm Optimization For Classification, Springer International Publishing , 201 , ISBN:978-331951279-2 |
| Ayodele Lasisi, Rozaida Ghazali, Haruna Chiroma (2017) Utilizing Clonal Selection Theory Inspired Algorithms And K-Means Clustering For Predicting Opec Carbon Dioxide Emissions From Petroleum Consumption, Springer , 101, ISBN:21945365 |
| Yana Mazwin Mohmad Hassim & Rozaida Ghazali (2016) Improving Functional Link Neural Network Learning Scheme For Mammographic Classification, Springer Science and Business Media Deutschland GmbH , 213 , ISBN:9783319337463 |
| LASISI A., GHAZALI R., HERAWAN T., LASISI F., DERIS M.M. (2016) Knowledge Extraction Of Agricultural Data Using Artificial Immune System, IEEE EXPLORE , 1653, ISBN:9781467376822 |
| Yana Mazwin Mohmad Hassim & Rozaida Ghazali (2016) Mammographic Mass Classification Using Functional Link Neural Network With Modified Bee Firefly Algorithm, Springer International Publishing , 192 , ISBN:9783319409993 |
| Waheeb W., Ghazali R. (2016) Multi-Step Time Series Forecasting Using Ridge Polynomial Neural Network With Error-Output Feedbacks, Springer, Singapore , 48, ISBN:978-981-10-2777 |
| Khairy R.S., Ghazali R., Lasisi A. (2016) Real-Valued Negative Selection Algorithms: Ensuring Data Integrity Through Anomaly Detection, SPRINGER , 23, ISBN:978331924584 |
| Rozaida Binti Ghazali (2015) An Efficient Multi Join Query Optimization For Relational Database Management System Using Two Phase Artificial Bees Colony Algorithm, Springer International Publishing , ISBN:978-3-319-25938-3 |
| Waheeb W., Ghazali R., Deris M.M. (2015) Content-Based Sms Spam Filtering Based On The Scaled Conjugate Gradient Backpropagation Algorithm, IEEE EXPLORE , 675 , ISBN:9781467376822 |
| Rozaida Binti Ghazali (2015) Orchestrating Real-Valued Negative Selection Algorithm With Computational Efficiency For Crude Oil Price, Springer International Publishing , ISBN:978-3-319-22052-9 |
| Husaini, N.A., Ghazali, R., Ismail, L.H., Herawan, T. (2014) A Jordan Pi-Sigma Neural Network For Temperature Forecasting In Batu Pahat Region, Springer Verlag , 11, ISBN:21945357 |
| Yana Mazwin Mohmad Hassim & Rozaida Ghazali (2014) A Modified Artificial Bee Colony Optimization For Functional Link Neural Network Training , Springer Singapore , 69 , ISBN:18761100 |
| Rozaida Binti Ghazali (2014) An Efficient Multi Join Query Optimization For Rdbms Using Swarm Intelligent Approach , IEEE , ISBN:978-3-319-25938-3 |
| Habib Shah, Tutut Herawan, Rozaida Ghazali, Rashid Naseem, Maslina Abdul Aziz, Jemal H. Abawajy (2014) An Improved Gbest Guided Artificial Bee Colony (Iggabc) Algorithm For Classification And Prediction Tasks, Springer International Publishing , 559, ISBN:978331912637 |
| AYODELE LASISI, ROZAIDA GHAZALI,TUTUT HERAWAN (2014) Comparative Performance Analysis Of Negative Selection Algorithm With Immune And Classification Algorithms, SPRINGER VERLAG , 441, ISBN:978-3-319-07692 |
| Rozaida Ghazali, Zulaika Abu Bakar, Yana Mazwin Mohmad Hassim, Tutut Herawan, and Noorhaniza Wahid (2014) Functional Link Neural Network With Modified Cuckoo Search Training Algorithm For Physical Time Series Forecasting, Springer International Publishing , 285, ISBN:9783319093321 |
| Habib Shah, Rozaida Ghazali & Yana Mazwin Mohmad Hassim (2014) Honey Bees Inspired Learning Algorithm: Nature Intelligence Can Predict Natural Disaster, Springer International Publishing , 215 , ISBN:9783319076911 |
| Siti Zulaikha Abu Bakar, Rozaida Ghazali, Lokman Hakim Ismail, Tutut Herawan, Ayodele Lasisi (2014) Implementation Of Modified Cuckoo Search Algorithm On Functional Link Neural Network For Climate Change Prediction Via Temperature And Ozone Data, springer Verlag , 239, ISBN:978331907692 |
| Yana Mazwin Mohmad Hassim & Rozaida Ghazali (2014) Optimizing Functional Link Neural Network Learning Using Modified Bee Colony On Multi-Class Classifications, Springer Berlin Heidelberg , 153 , ISBN:18761100 |
| R. Ghazali, N. A. Husaini, L. H. Ismail, T. Herawan and Y. M. M. Hassim (2014) The Performance Of A Recurrent Honn For Temperature Time Series Prediction , Institute of Electrical and Electronics Engineers Inc. , 518 , ISBN:9781479914845 |
| Yana Mazwin Mohmad Hassim & Rozaida Ghazali (2013) Functional Link Neural Network - Artificial Bee Colony For Time Series Temperature Prediction , Springer Berlin Heidelberg , 427 , ISBN:9783642396366 |
| Siti Zulaikha Bt Abu Bakar, Rozaida Bt Ghazali, Lokman Hakim Bin Ismail (2013) Implementation Of Modified Cuckoo Search Algorithm On Functional Link Neural Network For Temperature And Relative Humidity Prediction, Springer Verlag , 151, ISBN:9789814585187 |
| Ayodele Lasisi, Rozaida Ghazali, Tutut Herawan (2013) Negative Selection Algorithm: A Survey On The Epistemology Of Generating Detectors, Springer Verlag , 167, ISBN:978-981-4585-18 |
| Yana Mazwin Mohmad Hassim & Rozaida Ghazali (2013) Solving A Classification Task Using Functional Link Neural Networks With Modified Artificial Bee Colony, IEEE Computer Society , 189 , ISBN:9781467347143 |
| Yana Mazwin Mohmad Hassim & Rozaida Ghazali (2013) Using Artificial Bee Colony To Improve Functional Link Neural Network Training, Trans Tech Publications, Switzerland , 2102 , ISBN:9783037855744 |
| Shah, H., Ghazali, R., Nawi, N.M. (2012) Hybrid Ant Bee Colony Algorithm For Volcano Temperature Prediction, Springer, Berlin, Heidelberg , 453, ISBN:18650937 |
| Shah H., Ghazali R. (2012) Prediction Of Earthquake Magnitude By An Improved Abc-Mlp, IEEE , 312, ISBN:978145772186 |
| NA Husaini, R Ghazali, NM Nawi, LH Ismail (2011) Jordan Pi-Sigma Neural Network For Temperature Prediction , Springer Verlag , 547, ISBN:18650929 |
| AJ Husssain, AJ Jameel, D Al-Jumeily, R Ghazali (2010) Speech Prediction Using Higher Order Neural Networks , IEEE EXPLORE , 294, ISBN:9781424457007 |
| Ghazali R., Hussain A.J., Al-Jumeily D., Lisboa P. (2009) Time Series Prediction Using Dynamic Ridge Polynomial Neural Networks, IEEE EXPLORE , 354, ISBN:9780769539126 |
| GHAZALI R., HUSSAIN A., EL-DEREDY W. (2006) Application Of Ridge Polynomial Neural Networks To Financial Time Series Prediction, IEEE EXPLORE , 913, ISBN:10987576 |
Supervision
| Year | Description | Role |
|---|---|---|
| 2010 | Supervisor for Nor Ainun binti Yaacob , Sarjana Muda, Job Board, Universiti Tun Hussein Onn Malaysia (UTHM), 2010. | Supervisor |
| 2010 | Assessor for Research and Innovation Award, UTHM, 2010. | Assessor |
| 2010 | Supervisor for Habib Shah, Ph.D., Artificial Bee Colony Optimization Algorithm for Training the Functional Link Neural Networks to Predict the Seismic Signals in Merapi Volcano, Universiti Tun Hussein Onn Malaysia (UTHM), masih dalam pengajian. | Supervisor |
| 2010 | Examiner for Thesis: Helmi Adly Mohd. Noor (2010): Algorithm for measurement of human's fatigue level using 2 factors (Eyelid blinking & Mouth Yawning). | Examiner |
| 2010 | Supervisor for Nor Syazwani bt Ghazali, Sarjana Muda, Sistem Penilaian Kemahiran Insaniah (KI) Pelajar UTHM, Universiti Tun Hussein Onn Malaysia (UTHM), 2010. | Supervisor |
| 2010 | Supervisor for Nurbihan Hashim , Sarjana Muda, Evaluation of Therapy Treatment on Lumbar Spine using Fuzzy Logic Technique, Universiti Tun Hussein Onn Malaysia (UTHM), masih dalam pengajian. | Supervisor |
| 2010 | Supervisor for Nurharlina Abdul hamid, Sarjana, Determination of medicine dose for diabetes patients based on fuzzy logic approach, Universiti Tun Hussein Onn Malaysia (UTHM), masih dalam pengajian. | Supervisor |
| 2010 | Supervisor for Noor Aida bt. Husaini, Sarjana, An application of Pi-Sigma Neural Network for the prediction of flood disaster, Universiti Tun Hussein Onn Malaysia, UTHM. | Supervisor |
| 2009 | Assessor for FRGS Applications, UTHM, 2009. | Assessor |
| 2009 | Supervisor for Li Cheang Yew Sarjana Muda, Sistem sokongan keputusan kenaikan pangkat menggunakan teknik pepohon keputusan, Universiti Tun Hussein Onn Malaysia, 2009. | Supervisor |
| 2009 | Supervisor for Tengku Azlina bt. Tengku Ahmad, Sarjana Muda, Sistem penentuan kualiti air menggunakan teknik logik kabur, Universiti Tun Hussein Onn Malaysia, 2009. | Supervisor |
| 2009 | Supervisor for Hairunisa bt. Ismail Sarjana Muda, Sistem pengkelasan indeks pencemaran udara menggunakan teknik logik kabur , Universiti Tun Hussein Onn Malaysia, 2009. | Supervisor |
| 2009 | Supervisor for Norhaslina bt. Rani , Sarjana Muda, Sistem penentuan kelas tanah menggunakan teknik logik kabur , Universiti Tun Hussein Onn Malaysia, 2009. | Supervisor |
| 2009 | External examiner for Muammar Nurdin, Pengoptimuman pengagihan sumber bantuan menggunakan alkhawarizmi genetik: kajian kes tsunami Acheh, Sarjana, UKM, 2009. | External Examiner |
| 2009 | External examiner for thesis: Siti Mahfuzoh bt. Wasikon (2009): Hasten Dynamic Frame Slotted ALOHA (HDFSA) Algorithm for Fast Identification in RFID System. | Examiner |
| 2008 | Referee Pertandingan Penulisan Projek Sarjana/Tesis Terbaik Sempena Bulan Siswazah UTHM, 2008 | Referee |
| 2008 | Supervisor for Jaslin Chong, Sarjana Muda, Sistem penggredan beras menggunakan teknik logik kabur, Universiti Tun Hussein Onn Malaysia, 2008. | Supervisor |