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POST GRADUATE STUDENT DOCTOR OF PHILOSOPHY IN INFORMATION TECHNOLOGY (PIT) NO. NAME MAIN SUPERVISOR / CO-SUPERVISOR RESEARCH AREA RESEARCH TITLE 1 AHMAD NAZARI BIN MOHD ROSE Prof. Dr. Mustafa Mat Deris Data Mining Accomplishing Better Reduction Through Hybrid Reduction in Softset Theory 2 MOHD ISA BIN AWANG Prof. Dr. Mustafa Mat Deris Data Mining Soft Set Based Approach for Categorical Data Clustering 3 ABDULLAH KHAN SHAH ZULLAH Assoc. Prof. Dr. Nazri Mohd Nawi / Assoc. Prof. Dr. Rozaida Ghazali Neural Network An Improved Cuckoo Search Based Neural Network Learning Algorithms For Data Classification 4 NORYUSLIZA BINTI ABDULLAH Prof. Dr. Rosziati Ibrahim Knowledge Management & Cloud Computing Artificial Bee Colony - Functional Link Neural Network for Classification Problems 5 SHAMSUL KAMAL BIN AHMAD KHALID Prof. Dr. Mustafa Mat Deris / Dr. Kamaruddin Malik Mohamad Security Reverse Engineering : From XML to UML For Generating of Requirement Specification Document Changes 6 YANA MAZWIN BINTI MOHMAD HASSIM Assoc. Prof. Dr. Rozaida Ghazali / Dr. Noorhaniza Wahid Neural Network Artificial Bee Colony - Functional Link Neural Network for Classification Problems 7 HANNANI BINTI AMAN Prof. Dr. Rosziati Ibrahim Engineering Reverse Engineering : From XML to UML For Generating of Requirement Specification Document Changes 8 NURUL ASWA BINTI OMAR Prof. Madya Dr. Rathiah Hashim / Dr.Shahreen Kasim Web Technology Semantic Similarity Features based for Integration Multiple Ontology 9 UMI KALSUM BINTI HASSAN Assoc. Prof. Dr. Nazri Mohd Nawi / Dr. Shahreen Kasim Neural Network New Approach Protein Domain Prediction Using Tan's Support Vector Machine 10 AZIZAN BIN ISMAIL Prof. Dr. Rosziati Ibrahim / Assoc. Prof. Dr. Mohd Najib Mohd Salleh Image Processing Indoor and Outdoor Image Classification using Soft Set Theory 11 NORLIDA BINTI HASSAN Assoc. Prof. Dr. Rozaida Ghazali Neural Network A Hybrid of Adaptive Neuro-Fuzzy Inference System (ANFIS) with Swarm Intelligence (SI) for Classification 1/15

12 LASISI AYODELE NOJEEM Assoc. Prof. Dr. Rozaida Ghazali / Dr. Kamaruddin Malik Mohamad Neural Network Anomaly Detection using Artificial Immune System 13 MOHD NORASRI BIN ISMAIL Prof. Dr. Rosziati Ibrahim / Dr. Mohd Farhan Md. Fudzee Multimedia Computing A Multi-Objectives Video Adaptation Decision Taking Engine for Optimizing Device Energy Consumption 14 SAIMA ANWAR LASHARI Prof. Dr. Rosziati Ibrahim / Dr. Norhalina Senan Data Mining FussCyier : An Efficient Medical Images Classification Using Fuzzy Soft Set 15 MUNIRAH BINTI MOHD YUSOF Assoc. Prof. Dr. Nazri Mohd Nawi / Dr. Noorhaniza Wahid Artificial Intelligence A Hybrid Technique of Case Based Reasoning and Bat Algorithm for Medical Data Classification 16 MARYAM TEMITAYO AHMED Prof. Dr. Rosziati Ibrahim Soft Engineering Improving The Effectiveness and Reliability of Mobile Application using the Concept of Reusability 17 NOOR AIDA BINTI HUSAINI Assoc. Prof. Dr. Rozaida Ghazali / Dr. Nureize Arbaiy Neural Network An Efficient Cuckoo Search Algorithm Using MCMC Random Walk 18 NORHAMREEZA BINTI ABDUL HAMID Assoc. Prof. Dr. Nazri Mohd Nawi / En. Azizul Azhar Ramli Neural Network An Improvement of Back Propagation Algorithm using Halley Optimisation Mehod For Classification Problems 19 SYED MUHAMMAD ZUBAIR REHMAN GILLANI Assoc. Prof. Dr. Nazri Mohd Nawi Neural Network An Improved BAT Algorithm With Guassian Distribution Random Walk 20 NIK SHAHIDAH AFIFI MD. TAJUDDIN Prof. Dr. Rosziati Ibrahim Image Processing Improvement of Image Compression by Using a New Wavelet Thresholding Algorithm 21 AHMED KHALAF ZAGER Assoc. Prof. Dr. Rozaida Ghazali / Prof. Dr. Mustafa bin Mat Deris Soft computing An Efficient Multi Join Query Optimization for RDBMS using Swarm Intelligent Approach 22 MUFTAH MOHAMED JOMAH BAROUD Assoc. Prof. Dr. Mohd Najib Mohd Salleh E-Learning Application using web-using technology An Architectural Framework for Designing user_specific Integrated Knowledge_based E Learning System 23 YUSOOF MOHAMMED HASHEEM Dr. Kamaruddin Malik Mohamad / Dr. Adeshina Adekunle Micheal Digital Forensic An Efficient Mobile Triage using Minimum Extractor 24 ROZLINI BINTI MOHAMED Assoc. Prof. Dr. Nazri Mohd Nawi Data Mining A Hybrid BAT Algorithm with k-nearest Neighbor for Classification of High Dimensional Problems 2/15

25 SALIHU IBRAHIM ANKA Prof. Dr. Rosziati Ibrahim Engineering A Hybrid Approach for Generating Requirement Specification from Mobile Apps using Reverse Engineering 26 YOUSIF HAMAD AHMED Prof.Dr. Rosziati Ibrahim Digital Forensics Carving of Tri-Fragmented Non-linear JPEG Images 27 RASHID NASEEM Prof. Dr. Mustafa Mat Deris Clustering Modularization using The Combination Of Multiple Clustering 28 OMOTUNDE HABEEB OLADAPO Prof. Dr. Rosziati Ibrahim Security A Hybrid Threat Modeling Approach using Attack Trees, Misuse Cases & Behavioral State Machines for Security Testing 29 ZAHRADDEEN ABUBAKAR PINDAR Dr. Sapi'ee Jamel Check Digit Systems A Message Authentication Code Based on 3D Nonassociative Quasigroups and Permutations (2-QMAC) 30 JAMAL UDDIN Assoc. Prof. Dr. Rozaida Ghazali / Prof. Dr. Mustafa Mat Deris Data Mining Bug Prioritization Using ABC Clustering with Rough Set Classification (CWC) 31 MOHD ZAKI BIN MOHD SALIKON Dr. Nureize Arbaiy / Prof. Dr. Mustafa Mat Deris Multi-Variate Analysis and Fuzzy Random Regression Multivariate Fuzzy Random Regression Analysis to Improve Prediction Ability in Simulatenous Uncertainties 32 HAZALILA BINTI KAMALUDIN Dr. Hairulnizam Mahdin RFID Data Management Data Management Issues in Radio Frequency Identification (RFID) 33 ABDULKADIR HASSAN DISINA Dr. Sapi'ee Jamel Security Dihedral Hybrid Cube Encryption Algorithm with the Data Set of Order 8 3/15

MASTER OF INFORMATION TECHNOLOGY - BY RESEARCH (KIT) NO. NAME MAIN SUPERVISOR RESEARCH AREA RESEARCH TITLE 1 W. NOR HAIZAN BINTI W. MOHAMED Assoc. Prof. Dr. Mohd Najib Mohd Salleh Data Mining A Hybrid Approach of Graph-based Reduced Error Pruning (GREP) for Pruning Decision Tree 2 ABDUL HALIM BIN OMAR Assoc. Prof. Dr. Mohd Najib Mohd Salleh Data Mining Improving Text Clustering Accuracy Based on Syngram Algorithm 3 SITI ZULAIKHA BINTI ABU BAKAR Assoc. Prof. Dr. Rozaida Ghazali Technology A Functional Link Neural Network For the Prediction of Daily Temperatures for Climate Changes Scenarios over malaysia 4 NURNABILAH BINTI SAMSUDIN Assoc. Prof. Dr. Rathiah Hashim / Dr. Noor Elaiza Abdul Khalid Technology Microarray Image Analysis Using Mathematical Morphology and Signal Processing 5 MOHAMMED RIYAD ABDULLAH Prof. Dr. Rosziati Ibrahim UML Specification GenSRS : Generation Of Requirements Specification (SRS) From Use Case Diagram And Sequence Diagram 6 ZURAIDA BINTI ABD. GHANI Assoc. Prof. Dr. Rathiah Hashim / Dr. Sarina Sulaiman Web Technology Enhancing Performance of Web Document Clustering for Search Based on SSC-KM 7 KOHSHELAN A/L SUNDARARAJOO Dr. Noorhaniza Wahid Soft Computing Improvement of Audio Feature Extraction Techniques in Traditional Indian Musical Instrument 8 SITI SALWANI YAACOB Dr. Hairulnizam Mahdin RFID RFID Data Reliability Optimizer Based on Two Dimension Bloom Filter 9 ZAHIDAH ISKANDAR SHAH Prof. Dr. Rosziati Ibrahim Engineering The Reusability For Android Development Using Reverse Engineering UML 10 CHIENG HOCK HUNG Dr. Noorhaniza Wahid Soft Computing The Genetic Simplified Swarm Algorithm for n-cites Open Loop Travelling Salesman Problem (notsp) 11 EINAS ALMARGHNI MOH. AZZOUBI Prof. Dr. Rosziati Ibrahim Image Processing An Enhancement Algorithm Using Gabor Filter For Fingerprint Recognition 12 JULIANA BINTI MOHAMED Dr. Mohd Farhan Md. Fudzee Service Level Agreement- (Sla) [Multimedia Computing] Managing The Quality of Service (QOS) Negotiation Strategy for Content Adaption Services to Improve (SLA) Acceptance Rate 4/15

13 MUHAMAD HANIF JOFRI Dr. Mohd Farhan Md. Fudzee Multimedia : Profiler - Content Adaptation A Hybrid Profiler to Minimize Energy Consumption Via Content Adaptation 14 KASHIF HUSSAIN TALPUR Assoc. Prof. Dr. Mohd Najib Mohd Salleh Fuzzy Neural Network Optimization Of Fuzzy Neural Networks Using Mine Blast Algorithm For Predicting Strength of Malaysian SMEs 15 NURUL ASHIKIN BINTI SAMAT Assoc. Prof. Dr. Mohd Najib Mohd Salleh Data Mining Improve Decision Tree Classifier with Particle Swarm Opitmization for Detecting Heart Disease 16 NG PUI XIANG Dr. Nureize Arbaiy Technology A Risk Based Multi-Level Multi-Objective Model for Production Planning Problem Under Uncertainties 17 AHMED NUR ELMI ABDI Dr. Kamaruddin Malik Mohamad Technology An Improved Stream Carving for MPEG-4 5/15

MASTER OF COMPUTER SCIENCE (SOFT COMPUTING) - MIXED MODE (CIS) NO. NAME MAIN SUPERVISOR RESEARCH TITLE 1 WADDAH WAHEEB HASSAN Assoc. Prof. Dr. Rozaida Ghazali The Performance of Soft Computing Techniques on Content Based SMS Spam Filtering 2 RIHAB SALAH KHAIRY Assoc. Prof. Dr. Rozaida Ghazali Artificial Immune System Based on Real Valued Negative Selection Algorithms For Anomlay Detection 3 AMEER SALEH HUSSEIN Assoc. Prof. Dr. Nazri Mohd Nawi The Effect Of Pre-Processing Techniques And Optimal Parameters On BPNN For Data Classification 6/15

MASTER OF COMPUTER SCIENCE (SOFTWARE ENGINEERING) - MIXED MODE (CIE) NO. NAME MAIN SUPERVISOR RESEARCH TITLE 1 AMANI SALEH ALIJA Prof. Dr. Rosziati Ibrahim Finding The Shortest Path Comparative Study 2 AMIT ROY Prof. Dr. Rosziati Ibrahim An Translation Algorithm from Bengali to English using Idioms based on Parsing and Tagging 3 AMERA H. M ALZOUBI Prof. Dr. Rosziati Ibrahim An Efficient Images Searching Algorithm using Histogram Extraction 4 SAIF KHALID ABDULLAH Prof. Dr. Rosziati Ibrahim Generating UML Class Diagram From Source Codes Using Multi-Threading Technique 5 NURAINI ABDULGANIYYI Dr. Noraini Ibrahim Specification of Vertical Semantic Consistency Rules of UML Class Diagram Refinement Using Logical Approach 6 SALIM TAHIR ALAKARI Dr. Mohd Zainuri Saringat Study on Schema Table Design Based on Entity Relationship Diagram and Class Diagram 7 MOSTAFA NSRE BRKA Dr. Noraini Ibrahim Comparative Study on Correctness of Test Case Generation Techniques for GUI Application 8 BESHAR DHAYA NOR Prof. Dr. Rosziati Ibrahim Comparative Analysis of Reusability Factors in Web and Mobile Applications 9 ZAINAB HASSAN MUHAMAD Prof. Dr. Rosziati Ibrahim Comparative Analysis of Testing : Mobile Applications Versus Web Applications 10 DHAFER ABDULAMEER ABDULMONIM Assoc.Prof. Dr. Mohd Najib Mohd Salleh A Comparative Analysis of Web-Based GIS Applicaton Using Usability Metric 11 IDA ARYANIE BINTI BAHRUDIN Dr. Noraini Ibrahim A Comparative Study on Testing Between Modified Waterfall Model and Extreme Programming In Small-Scale Project 12 KHALED ALHADI MEFTAH Dr. Mohd Zainuri Saringat Assesing Reusability Open Source 7/15

13 AHMED ESHTEWI S. GIUMA Dr. Mohd Zainuri Saringat Comparative Study on Database Speed Searching using linked list and B-TREE techniques 14 ABDOASSALAM HATAB M. KATY Pn. Ruhaya Ab Aziz Evaluating Usability of Open Source Using (QuIM) Model 15 ZEYAD ADNAN ABBAS Prof. Dr. Mustafa Mat Deris 16 OMRAN MAKI ABDELSALAM ALSSAHELI Pn. Siti Mahfuzoh Wasikon Comparative Study on Load Testing In Loadrunner and Loadui 17 ANWAR NASER FARK - - 8/15

MASTER OF COMPUTER SCIENCE (INFORMATION SECURITY) - MIXED MODE (CII) NO. NAME MAIN SUPERVISOR RESEARCH TITLE 1 LAU WEI KHANG Dr. Kamaruddin Malik Mohamad A Robust Android Based Watermaking with Micro QR Code 2 MOHAMED ABDISALAN SAID En. Shamsul Kamal Ahmad Khalid A Comparison Of Discrete Cosine Transform (DCT) And Discrete Wavelet Transform (DWT) Algorithm In Watermarking 3 ABDULLAHI MOHAMUD HASSAN En. Shamsul Kamal Ahmad Khalid A Robust Digital Image Watermarking Using Repetition Codes 9/15

MASTER OF COMPUTER SCIENCE (WEB TECHNOLOGY) - MIXED MODE (CIW) NO. NAME MAIN SUPERVISOR RESEARCH TITLE 1 MUHAMAD RAIS BIN ABD HALIM Dr. Hairulnizam Mahdin Web Transcript Verification Using Check Digit as Secure Number 2 SALMAN ABDULLAHI ALI Dr. Hairulnizam Mahdin Comparison of Web Development Technologies between ASP. NET and PHP using Customer Forum 3 HASIMAHWATI BINTI ABU YAMIN - - 4 MOHAMUD MOHAMED HASSAN Dr. Mohd Farhan Mohd Fudzee A Quality of Service (Qos) Analysis of Web Content Adaptation Services 5 TAN MEE TING Assoc. Prof. Dr. Rathiah Hashim Consistent Representation of Family Ontology 10/15

LIST OF GRADUATES Doctor Of Philosophy In Technology (Graduated) NO. NAME MAIN SUPERVISOR RESEARCH AREA YEAR OF GRADUATION 1 Dr. Mohd Zainuri bin Saringat Prof. Dr. Rosziati Ibrahim Engineering 2014 2 Dr. Nurul Azma binti Abdullah Prof. Dr. Rosziati Ibrahim / Dr. Kamaruddin Malik Mohamad Security 2014 3 Dr. Muhammad Imran Prof. Madya Dr. Rathiah Hashim / Dr. Noor Elaiza Abdul Khalid Content Based Image Retrieval 2014 4 Dr. Rabiei b. Mamat Prof. Dr. Mustafa Mat Deris / Dr. Tutut Herawan Data Mining 2014 5 Dr. Habib Shah Prof. Madya Dr. Rozaida Ghazali Neural Network 2014 6 Dr. Adeshina Adekunle Micheal Prof. Madya Dr. Rathiah Hashim Medical Volume Visualization 2014 7 Dr. Bana Handaga Prof. Dr. Mustafa Mat Deris Data Mining 2013 8 Dr. Noraini Binti Ibrahim Prof. Dr. Rosziati Ibrahim Engineering (Model Driven Development) 2013 9 Dr. Norhalina Binti Senan Prof. Dr. Rosziati Ibrahim Data Mining and Multimedia 2013 10 Dr. Zarina Binti Mohamad Prof. Dr. Mustafa Mat Deris Grid Computing 2013 11 Dr. Ahmad Shukri Bin Mohd Noor Prof. Dr. Mustafa Mat Deris Grid Computing 2013 12 Dr. Zailani Bin Abdullah Prof. Dr. Mustafa Mat Deris Data Mining 2012 11/15

13 Dr. Sapi'ee Bin Hj Jamel Prof. Dr. Mustafa Mat Deris Security 2012 14 Dr. Kamaruddin Malik Bin Mohamad Prof. Dr. Mustafa Mat Deris Digital Forensics 2011 15 Dr. Tutut Herawan Prof. Dr. Mustafa Mat Deris Data Mining 2010 12/15

Master Of Technology - By Research (Graduated) NO. NAME MAIN SUPERVISOR RESEARCH AREA YEAR OF GRADUATION 1 Ashikin binti Ali Prof. Madya Dr. Rozaida Ghazali Neural Network 2014 2 Saima Anwar Lashari Prof. Dr. Rosziati Ibrahim Engineering 2013 3 Saadi Younes Prof. Madya Dr. Rathiah Hashim Engineering 2013 4 Syed Muhammad Zubair Rehman Gillani Prof. Madya Dr. Nazri Mohd Nawi Neural Networks 2012 5 Noor Aida Binti Husaini Prof. Madya Dr. Rozaida Ghazali Neural Network 2012 6 Norhamreeza Binti Abdul Hamid Prof. Madya Dr. Nazri Mohd Nawi Neural Networks 2012 7 Abdullah Omar Abdullah Bamatraf Prof. Dr. Rosziati Ibrahim Watermarking 2012 8 Iwan Tri Riyadi Yanto Prof. Dr. Mustafa Mat Deris Rough Set & Mathematics 2011 9 Helmi Adly Bin Mohd Noor Prof. Dr. Rosziati Ibrahim Image Processing 2011 10 Nurul Huda Binti Ahmad Zahari Prof. Madya Dr. Mohd Najib Mohd Salleh System Electronic Commerce 2011 11 Siti Mahfuzoh Binti Wasikon Prof. Dr. Mustafa Mat Deris Data Management 2010 12 Darenna Syahida Binti Suib Prof. Dr. Mustafa Mat Deris Cluster Computing 2008 13/15

Master of Computer Science Mixed Mode (Graduated) NO. NAME MAIN SUPERVISOR RESEARCH AREA YEAR OF GRADUATION 1 ZAMZAM MOHAMED AHMED Dr. Kamaruddin Malik Mohamad CII 2014 2 ABDULADHIM MOHAMAD ALI ALAMARI Dr. Kamaruddin Malik Mohamad CII 2014 3 ABUBAKER ALI MOFTAH YAKHLEF Dr. Noraini Ibrahim CIE 2014 4 MUHD HANIS BIN HARUN Prof. Dr. Mustafa Mat Deris CIE 2014 5 SITI HALIMAH BAKORI@BAKRI Prof. Dr. Rosziati Ibrahim CIE 2014 6 MAISARAH BINTI YAMAN Prof. Dr. Rosziati Ibrahim CIE 2014 7 HAMIJAH MOHD RAHMAN Dr. Nureize Arbaiy CIS 2014 8 ABDULKADIR HASSAN DISINA Dr. Sapi'ee Jamel CII 2014 9 ZAHRADDEEN ABUBAKAR PINDAR Dr. Sapi'ee Jamel CII 2014 10 ELHADI ELFITORY ALGARAI Dr. Noraini Ibrahim CIE 2014 11 SENAN A MAWLOOD Dr. Sapi'ee Jamel CIE 2014 12 ABDULGADER A.B SINUSI Dr. Sapi'ee Jamel CIE 2014 14/15

13 ABDULRAHMAN AHMED KHUDHUR Prof. Dr. Rosziati Ibrahim CIE 2014 14 ZAID QAYS ABDULLAH Dr. Sapi'ee Jamel CIE 2014 15 AMJED KHALEEL IBRAHEEM Prof. Madya Dr. Rozaida Ghazali CIS 2014 16 Mohammad Rabiul Islam En. Azizul Azhar Ramli CIS 2013 17 Walid Hasen Muftah Atomi Prof. Madya Dr. Nazri Mohd Nawi CIS 2013 update : february 2015 / ummu. 15/15