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FACULTY OF COMPUTER SYSTEMS & SOFTWARE ENGINEERING (FSKKP)

zuriani
Staff Information
Dr. Zuriani Mustaffa
Lecturer
09-5492259
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zuriani@ump.edu.my
http://fskkp.ump.edu.my/index.php/en/cb-profile/userprofile
Cabin Level 1, LE-1019

Educational Background

PhD (Computer Science)
School of Computing,
Universiti Utara Malaysia,
Sintok, Kedah

Master of Science (Information Technology)
Universiti Utara Malaysia,
Sintok, Kedah

Bachelor's Degree of Computer Science (Software Engineering)
Universiti Teknologi Malaysia, Skudai, Johor

Research

Computational Intelligence (CI) algorithm, specifically in Swarm Intelligence (SI) and machine learning techniques.
Her research area focuses on hybrid algorithms which involves optimization and machine learning techniques with particular attention
for time series predictive analysis.
Period : Nov 25 2015 -24 Nov 2017
Grant : Research Grant Universiti Malaysia Pahang
Title : RDU150393Flood Forecasting and Early Warning System using Least Squares Support Vector Machines - ACTIVE
Position : Head researcher
Amount/Cost : RM 37, 450.00

Period : Dec 1, 2015 – Nov 30, 2017
Dana Pembudayaan Penyelidikan (RAGS) Universiti Malaysia Pahang
RDU 151408 Optimization of Least Squares Support Vector Machines based on Grey Wolf Optimizer for Time Series Predictive Analysis - ACTIVE
Grant :
Title :

Position : Head researcher
Amount/Cost : RM 35, 900.00
Dec 25 2014 - Dec 24 2016 Research Grant Universiti Malaysia Pahang RDU1403168 Computational Intelligence Techniques for Price Forecasting Head researcher RM 12, 500

Supervision

Nur Asyikin Zainal (Master by coursework) - Completed (2016)
Vivine Nurcahyawati

Publications

Mohd Herwan Sulaiman, Zuriani Mustaffa, Belajar Least Squares Support Vector Machines Dalam Masa Seminggu, Penerbit Universiti Malaysia Pahang, 2017
Mustaffa, Z., Yusof, Y., and Kamaruddin, S. S. An Enhanced Artificial Bee Colony Optimizer for Predictive Analysis of Heating Oil Prices using Least Squares Support Vector Machines. Alam. S, Koh. Y. S., and Dobbie. G (Ed.), Biologically-Inspired Techniques for Knowledge Discovery and Data Mining
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~ 2016 ~

Zuriani Mustaffa, Mohd Herwan Sulaiman, Yuhanis Yusof and Syafiq Fauzi Kamarulzaman. Hybrid Metaheuristic Algorithm for Short Term Load Forecasting. Proceedings of the 10th International Power Engineering and Optimization Conference 2016, Shah Alam, Malaysia, 26-27 March 2016.

Zuriani Mustaffa, Mohd Herwan Sulaiman, Bariah Yusob, Ferda Ernawan, Integration of GWO-LSSVM for Time Series Predictive Analysis, The 4th IET Clean Energy and Technology Conference (CEAT), 14-15 Nov 2016, Bangsar, Kuala Lumpur

Nurul Asyikin Zainal, Zuriani Mustaffa, Developing A Gold Price Predictive Analysis Using Grey Wolf Optimizer, The IEEE Student Conference on Research and Development, SCOReD 2016, 13-14 Dec 2016, Kuala Lumpur

~ 2015 ~

Zuriani Mustaffa, Mohd Herwan Sulaiman, and Mohamad Nizam Mohmad Kahar. (2015, August 19-21). LS-SVM Hyper-Parameters Optimization based on GWO Algorithm for Time Series Forecasting. Proceedings of 4th International Conference on Software Engineering & Computer Systems (ICSECS), Kuantan, Pahang, Malaysia.

Nur Asyikin Zainal and Zuriani Mustaffa. (2015, August 19-21). A Literature Review on Gold Price Predictive Techniques. Proceedings of 4th International Conference on Software Engineering & Computer Systems (ICSECS), Kuantan, Pahang, Malaysia.

Zuriani Mustaffa, Mohd Herwan Sulaiman, and Mohamad Nizam Mohmad Kahar. (2015, June 15-18). Training LSSVM with GWO for Price Forecasting. Proceedings of 4th International Conference on Informatics, Electronics and Vision (ICIEV’15), Fukuoka, Japan.

Mohd Herwan Sulaiman, Zuriani Mustaffa, Mohd Rusllim Mohamed and Nor Rul Hasma Abdullah. (2015, June 15-18). An Application of Cuckoo Search Algorithm for Solving Combined Economic and Emission Dispatch Problem. Proceedings of 4th International Conference on Informatics, Electronics and Vision (ICIEV’15), Fukuoka, Japan.

Zuriani Mustaffa, Mohd Herwan Sulaiman, M.H., and Yuhanis Yusof (2015, March 18-19). An Application of Grey Wolf Optimizer for Commodity Price Forecasting. Proceedings of the 9th International Power Engineering and Optimization Conference (PEOCO), Malacca, Malaysia.

~ 2014 ~

Zuriani Mustaffa, Yuhanis Yusof, & Siti Sakira Kamaruddin (2014, March 24-25). Application of LSSVM by ABC in Energy Commodity Price Forecasting. Proceedings of the IEEE 8th International Power Engineering and Optimization Conference (PEOCO), Langkawi, Kedah, Malaysia.

~ 2013 ~

Zuriani Mustaffa, Yuhanis Yusof, & Siti Sakira Kamaruddin (2013, September 22-23). Gasoline Price Forecasting: An Application of LSSVM. Proceedings of the International Conference on Innovation, Management and Technology Research (ICIMTR), Seremban, Negeri Sembilan, Malaysia.

Zuriani Mustaffa, Yuhanis Yusof, & Siti Sakira Kamaruddin (2013, August 20-22). Mutation Approach in Artificial Bee Colony Algorithm for Gold Price Prediction. Proceedings of the International Conference on Software Engineering and Computer Systems (ICSECS), Kuantan, Pahang, Malaysia.

Zuriani Mustaffa, Yuhanis Yusof, & Siti Sakira Kamaruddin (2013, June 24-26). Heating Oil Price Prediction utilizing hybrid eABC-LSSVM. Proceedings of the 2013 IEEE Symposium on Humanities, Science and Engineering Research (SHUSER), Penang, Malaysia.

Zuriani Mustaffa, Yuhanis Yusof, & Siti Sakira Kamaruddin (2013, March 15-17). Gold Price Prediction using Artificial Bee Colony Algorithm. Proceedings of the 2nd International Conference on Engineering and Applied Science (ICEAS), Tokyo, Japan.

~ 2012 ~

Zuriani Mustaffa & Yuhanis Yusof (2012, July 4-6). Levy Mutation in Artificial Bee Colony Algorithm for Gasoline Price Prediction. Proceedings of the Knowledge Management International Conference (KMICe), Johor Bahru, Johor, Malaysia.
Indexed by Thomson Reuters

Zuriani Mustaffa & Yuhanis Yusof (2012, June 12-14). Inter Related Metal Price Prediction based on eABC-LSSVM. Proceedings of the International Conference on Computer & Information Science (ICCIS), Kuala Lumpur, Malaysia.
Indexed by Scopus


~ 2010 ~

Zuriani Mustaffa & Yuhanis Yusof (2010, November 26-28). A Comparison of Normalization
Techniques in Predicting Dengue Outbreak. Proceedings of the International Conference on Business and Economics, Kuala Lumpur, Malaysia.
~ 2016 ~

Zuriani Mustaffa, Mohd Herwan Sulaiman, Yuhanis Yusof, Syafiq Fauzi Kamarulzaman, Hybrid Metaheuristic Algorithm for Short Term Load Forecasting, International Journal of Simulation, Systems, Sciece & Technology. (ISSN: 1473-804x)
Click: (http://ijssst.info/Vol-17/No-41/cover-17-41.htm)
Scopus Index

Yuhanis Yusof & Zuriani Mustaffa, A Review on Optimizing Least Squares Support Vector Machines for Time Series Forecasting, International Journal of Artificial Intelligence & Applications (IJAIA), Vol 7, No 2, March 2016

Ferda Ernawan, Zuriani Mustaffa and Luhur Bayuaji, An Efficient Image Compression Using Bit Allocation based on Psychovisual Threshold, INFORMATION JOURNAL, Vol.19, No.9, pp.4177-4182, Scopus Index

Ferda Ernawan, Mritha Ramalingam, Ali Safa Sadiq, Zuriani Mustaffa, An Improved Imperceptibility and Robustness of 4x4 DCT-SVD Image Watermarking Using Modified Entropy, Journal of Telecommunication, Electronic and Computer Engineering (JTEC) "Special Issue ARECAS 2016" - Scopus Index

~ 2015 ~

Rebecca Ng Shin Mei, Mohd Herwan Sulaiman and Zuriani Mustaffa, Ant Lion Optimizer for Optimal Reactuve Power Dispatch Solution, Journal of Electrical Systems “Special Issue AMPE2015” Scopus Index
ISSN 1112-5209


Mohd Herwan Sulaiman, Zuriani Mustaffa, Hamdan Daniyal, Mohd Rusllim Mohamed and Omar Aliman (2015). Solving Optimal Reactive Power Planning Problem Utilizing Nature Inspired Computing Techniques. ARPN Journal of Engineering and Applied Sciences VOL. 10, NO. 21, NOVEMBER 2015, pp.9779-9785.Abs./Ind.: SCOPUS

Mohd Herwan Sulaiman, Wong Lo Ing, Zuriani Mustaffa and Mohd Rusllim Mohamed (2015). Grey Wolf Optimizer for Solving Economic Dispatch Problem with Valve-Loading Effects, ARPN Journal of Engineering and Applied Sciences VOL. 10, NO. 21, NOVEMBER 2015, pp. 9796-9801. Abs./Ind.: SCOPUS

Zuriani Mustaffa & Mohd Herwan Sulaiman (2015). Price Predictive Analysis Mechanism utilizing Grey Wolf Optimizer-Least Squares Support Vector Machines, ARPN Journal of Engineering and Applied Sciences VOL. 10, NO. 23, DECEMBER 2015, pp. 17486-17491. Abs./Ind.: SCOPUS

Mohd Herwan Sulaiman, Zuriani Mustaffa, Mohd Rusllim Mohamed, Omar Aliman (2015). Using the Gray Wolf Optimizer for Solving Optimal Reactive Power Dispatch Problem. Applied Soft Computing, 32, 286-292.
Impact Factor: 2.679


Zuriani Mustaffa, Mohd Herwan Sulaiman, Yuhanis Yusof (2015). An Application of Grey Wolf Optimizer for Commodity Price Forecasting. Applied Mechanics and Materials, 785, 473-478.

~ 2014 ~

Zuriani Mustaffa & Yuhanis Yusof (2014). LSSVM Parameters Tuning with Enhanced Artificial Bee Colony. The International Arab Journal of Information Technology, 11(3).
Impact Factor: 0.127
Indexed by Thomson Reuters and Scopus


~ 2013 ~

Zuriani Mustaffa, Yuhanis Yusof, & Siti Sakira Kamaruddin (2013). Enhanced Artificial Bee Colony for Training Least Squares Support Vector Machines in Commodity Price Forecasting. Journal of Computational Science, 5(2014), 196-205.
Indexed by Thomson Reuters


Zuriani Mustaffa, Yuhanis Yusof, & Siti Sakira Kamaruddin (2013). Enhanced ABC-LSSVM for Energy Fuel Price Prediction. Journal of Information and Communication Technology, 12(2013), 73-101.

Yuhanis Yusof, Siti Sakira Kamaruddin, Husniza Husni, Ku Ruhana Ku-Mahamud, & Zuriani Mustaffa (2013). Forecasting Model Based on LSSVM and ABC for Natural Resource Commodity. International Journal of Computer Theory and Engineering, 5(6), 906-909.

~ 2012 ~

Zuriani Mustaffa & Yuhanis Yusof (2012). Hybrid eABC-LSSVM for Correlated Metal Price Prediction. International Review on Computer and Software (I.R.E.C.O.S.) 7(3), 1070-1077.
Indexed by Scopus


Zuriani Mustaffa & Yuhanis Yusof (2012). A Hybridization of Enhanced Artificial Bee Colony-Least Squares Support Vector Machines for Price Forecasting. Journal of Computer Science 8(10), 1680-1690.
Indexed by Thomson Reuters and Scopus
Impact Factor: 1.35


~ 2011 ~

Zuriani Mustaffa & Yuhanis Yusof (2011). Optimizing LSSVM using ABC for Non-Volatile Financial Prediction. Australian Journal of Basic and Applied Sciences 5(11), 549-556.
Indexed by Thomson Reuters


Yuhanis Yusof, & Zuriani Mustaffa (2011) Dengue Outbreak Prediction: A Least Squares Support Vector Machines Approach, International Journal of Computer Theory and Engineering(IJCTE), 3(4), 489-493.

Others

2016-Present: Managing Editor, International Journal of Software Engineering & Computer System, Faculty of Computer Systems & Software Engineering, Universiti Malaysia Pahang ~~ 2015: Assistant Editor for International Journal of Software Engineering and Computer Systems (IJSECS) ~~ 2015-2016: Coordinator of Entrepreneurship for Fakulti Sistem Komputer dan Kejuruteraan Perisian (FSKKP) ~~ 2015: Head of Proceedings Committee for 2015 4th International Conference on Software Engineering and Computer Systems (ICSECS ~~ 2017: Head of Proceedings Committee for 2017 5th International Conference on Software Engineering and Computer Systems (ICSECS
~ Diploma ~

DCS2143 Web Programming Semester 2 2014/2015

DCS1053 Programming Technique Semester 2 2015/2016

~ Degree ~

BCS2203 Web Application Development Semester 1 2015/2016, Semester 2 2015/2016, Semester 1 2016/2017, Semester 2 2016/2017
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~ May 2016 ~

Anugerah Perkhidmatan Cemerlang (APC) 2015, Fakulti Sistem Komputer dan Kejuruteraan Perisian, Universiti Malaysia Pahang

~ August 2015 ~

Best Paper Award
LS-SVM Hyper-Parameters Optimization based on GWO Algorithm for Time Series Forecasting
Zuriani Mustaffa, Mohd Herwan Sulaiman, Mohamad Nizam Mohmad Kahar
4th International Conference on Software Engineering and Computer Systems ICSECS 2015

~ March 2015 ~

Bronze Medal
Gold Price Prediction Simulator using Computational Intelligence Technique
Creation, Innovation, Technology and Research Exposition 2015
Universiti Malaysia Pahang

~ November 2014 ~

Best Thesis Award PhD (College of Arts and Sciences)
Universiti Utara Malaysia

 

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Universiti Malaysia Pahang
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