Untuk Kegunaan UKM sahaja

For UKM use only

Curriculum Vitae


MAKLUMAT ASAS

PROF. MADYA DR. MOHD ZAKREE BIN AHMAD NAZRI

PENSYARAH UNIVERSITI
PUSAT KAJIAN TEKNOLOGI KECERDASAN BUATAN (CAIT)
zakree@ukm.edu.my
No.rasmi UKM : 03 8921 5555
BIOGRAFI /BIOGRAPHY

Mohd Zakree memperoleh MSc dan Phd dari Universiti Teknologi Malaysia dalam bidang Sokongan Keputusan Cerdas (MSc) dan Pembelajaran Mesin (PhD) dengan membangunkan algoritma pengelompokan (clustering) berasaskan algoritma diinspirasikan alam dan biologi seperti Auto-Immune System dan Rangkaian Neural Buatan. Beliau mengajar kursus RIsikan Bisnes dan Analitik di peringkat sarjana dan kursus Sistem Sokongan Keputusan di peringkat sarjanamuda. Aktif dalam pengajaran dan pembelajaran berkaitan sains data. Bidang penyelidikan yang menjadi tumpuan beliau kini ialah pembangunan algoritma dan kaedah untuk pemprosesan data tidak berstruktur khususnya Bahasa Melayu dan bahasa rojak.
Mohd Zakree obtained his MSc and Phd from Universiti Teknologi Malaysia in the field of Intelligent Decision Support (MSc) and Machine Learning (PhD) by developing clustering algorithms based on algorithms inspired by nature and biology such as Auto-Immune System and Artificial Neural Networks. He teaches the Business Intelligence and Analytics course at the undergraduate level and the Decision Support System course at the undergraduate level. Active in teaching and learning related to data science. The area of ​​research that he is currently focusing on is the development of algorithms and methods for unstructured data processing, especially Malay and Rojak languages.

KELAYAKAN AKADEMIK / ACADEMIC QUALIFICATION
(Bidang Pengajian),(Peringkat),(Institusi),(Tahun)
SAINS KOMPUTER , Doktor Falsafah , UNIVERSITI TEKNOLOGI MALAYSIA , 2011
SAINS KOMPUTER , Sarjana , UTM , 2002
TEKNOLOGI MAKLUMAT , Sarjana Muda , UKM , 1999
KEPAKARAN / EXPERTISE
INFORMATION AND COMMUNICATION TECHNOLOGY - ARTIFICIAL INTELLIGENCE (Predictive Analytics)
INFORMATION AND COMMUNICATION TECHNOLOGY - INFORMATION SYSTEM (Decision Support Systems)
PENERBITAN TERKINI / LATEST PUBLICATION

Penerbitan Berimpak Tinggi

Musatafa Abbas Abbood Albadr, Sabrina Tiun, Masri Ayob, Mohd Zakree Ahmad Nazri, Fahad Taha Al-dhief.  (2023).  Grey Wolf Optimization-extreme Learning Machine For Automatic Spoken Language Identification.  - Multimedia Tools And Applications.  27165-27191. 
Jiashen Tang, Shuping Dang, Salwani Abdullah, Mohd Zakree Ahmad Nazri, Nasser R. Sabar.  (2023).  Enabling Combined Relay Selection In Stochastic Wireless Networks By Recurrent Neural Computing.  - Ieee Transactions On Mobile Computing.  6410-6426. 
Abubaker Jumaah Rabash, Mohd Zakree Ahmad Nazri, Azrulhizam Shapii1, And Mohammad Kamrul Hasan.  (2023).  Non-dominated Sorting Genetic Algorithm-based Dynamic Feature Selection For Intrusion Detection System.  - Ieee Access.  25080-25093. 
Salam Salameh Shreem, Mohd Zakree Ahmad Nazri, Salwani Abdullah And Nor Samsiah Sani.  (2022).  Hybrid Symmetrical Uncertainty And Reference Set Harmony Search Algorithm For Gene Selection Problem.  - Mathematics.  1-26. 
Salwani Abdullah, Ayad Turky, Mohd Zakree Ahmad Nazri, And Nasser R. Sabar.  (2021).  An Evolutionary Variable Neighbourhood Search For The Unrelated Parallel Machine Scheduling Problem.  - Ieee Access.  42857-42867. 
Hossam M. J. Mustafa, Masri Ayob, Mohd Zakree Ahmad Nazri,graham Kendall.  (2019).  An Improved Adaptive Memetic Differential Evolution Optimization Algorithms For Data Clustering Problems.  - Plos One.  1-17. 
Esam Taha Yassen, Masri Ayob, Mohd Zakree Ahmad Nazri, Nasser R. Sabar.  (2017).  An Adaptive Hybrid Algorithm For Vehicle Routing Problems With Time Windows.  - Computers & Industrial Engineering.  382-391. 
Wathiq Laftah Al-yaseen, Zulaiha Ali Othman And Mohd Zakree Ahmad Nazri.  (2017).  Real-time Multi-agent System For An Adaptive Intrusion Detection System.  - Pattern Recognition Letters.  56-64. 
Salam Salameh Shreem, Salwani Abdullah And Mohd Zakree Ahmad Nazri.  (2016).  Hybrid Feature Selection Algorithm Using Symmetrical Uncertainty And A Harmony Search Algorithm.  - International Journal Of Systems Science.  1312-1329. 
Esam Taha Yassen, Masri Ayob, Mohd Zakree Ahmad Nazri And Nasser R. Sabar.  (2015).  Meta-harmony Search Algorithm For The Vehicle Routing Problem With Time Windows.  - Information Sciences.  140-158. 
Salam Salameh Shreem, Salwani Abdullah, Mohd Zakree Ahmad Nazri.  (2014).  Hybridising Harmony Search With A Markov Blanket For Gene Selection Problems.  - Information Sciences.  258(2014) 108-121. 
Salwani Abdullah, Nasser R. Sabar, Mohd Zakree Ahmad Nazri, Masri Ayob.  (2014).  An Exponential Monte-carlo Algorithm For Feature Selection Problems.  - Computers & Industrial Engineering.  67(2014):160-167. 
Ahmed Mohammed Abbas, Azuraliza Abu Bakar, Mohd Zakree Ahmad.  (2014).  Fast Dynamic Clustering Soap Messages Based Compression And Aggregation Model For Enhanced Performance Of Web Services.  - Journal Of Network And Computer Applications.  41:80-88. 

Penerbitan WOS

Najmeh Sadat Jaddi, Salwani Abdullah, Mohd Zakree Ahmad Nazri.  (2021).  A Recurrence Population-based Great Deluge Algorithm With Independent Quality Estimation For Feature Selection From Academician Data.  - Applied Artificial Intelligence.  1081-1105. 
Hossam M. J. Mustafa, Masri Ayob, Mohd Zakree Ahmad Nazri, Sawsan Abu-taleb.  (2019).  Multi-objectives Memetic Discrete Differential Evolution Algorithm For Solving The Container Pre-marshalling Problem.  - Journal Of Information And Communication Technology.  77-96. 
Zulaiha Ali Othman, Noraini Ismail, Mohd Zakree Ahmad Nazri, Hamidah Jantan.  (2019).  Development Of Talent Model Based On Publication Performance Using Apriori Technique.  - International Journal Of Advanced Computer Science And Applications.  631-640. 
S. N. H. S Abdullah, Farah Aqilah Bohani, Mohd Zakree Ahmad Nazri, Yasmin Jeffri, Mohammed Ariff Abdullah, Md Nawawi Junoh, Zainal Abidin Kasim.  (2018).  Amenities Surrounding Commercial Serial Crime Prediction At Greater Valley And Kuala Lumpur Using K-means Clustering.  - Jurnal Teknologi. 
Mohd Zakree Ahmad Nazri, Tri Basuki Kurniawan, Abdul Razak Hamdan, Salwani Abdullah, Mohammed Azlan Mis.  (2018).  Pembangunan Taksonomi Dari Teks Melayu Menggunakan Algoritma Kunang-kunang Pembahagi Dua Sama.  - Gema Online Journal Of Language Studies. 
Hani A.k. Ihlayyel, Nurfahdlina Mohd Sharef, Mohd Zakree Ahmad Nazri And Azuraliza Abu Bakar.  (2018).  An Enhanced Feature Representation Based On Linear Regression Model For Stock Market Prediction.  - Intelligent Data Analysis.  45-76. 
Muslihah Wook, Zawiyah M. Yusof, Mohd Zakree Ahmad Nazri.  (2017).  Educational Data Mining Acceptance Among Undergraduate Studens.  - Education And Information Technologies.  1195-1216. 
Esam Taha Yassen, Anas Arram, Masri Ayob, Mohd Zakree Ahmad Nazri.  (2017).  A Constructive Heuristic For Police Patrol Routing Problems.  - Pertanika Journal Science And Technology.  87-96. 
Mohammad Naim Rastgoo, Bahareh Nakisa And Mohd Zakree Ahmad Nazri.  (2015).  A Hybrid Of Modified Pso And Local Search On A Multi-robot Search System.  - International Journal Of Advanced Robotic Systems.  1-9. 
Esam Taha Yassen, Masri Ayob, Mohd Zakree Ahmad Nazri And Nasser R. Sabar.  (2015).  A Hybrid Meta-heuristic Algorithm For Vehicle Routing Problem With Time Windows.  - International Journal On Artificial Intelligence Tools.  1550021-1-23. 
Siti Sakira Kamaruddin, Azuraliza Abu Bakab, Abdul Razak Hamdan, Fauzias Mat Nor, Mohd Zakree Ahmad Nazri, Zulaiha Ali Othman And Ghassan Saleh Hussein.  (2015).  A Text Mining System For Deviation Detection In Financial Documents.  - Intelligent Data Analysis.  19-44. 
Mohd Zakree Ahmad Nazri , Siti Mariyam Shamsuddin, Azuraliza Abu Bakar Dan Salwani Abdullah.  (2011).  A Hybrid Approach For Learning Concept Hierarchy From Malay Text Using Artificial Immune Network.  - Natural Computing : An International Journal. Volume 10, Issue 1 (2011), Page 275.  11047-010-9. 

Penerbitan SCOPUS/ERA

Jiashen Tang, Shuping Dang, Salwani Abdullah, Mohd Zakree Ahmad Nazri, Nasser R. Sabar.  (2023).  Enabling Combined Relay Selection In Stochastic Wireless Networks By Recurrent Neural Computing.  - Ieee Transactions On Mobile Computing.  6410-6426. 
Musatafa Abbas Abbood Albadr, Sabrina Tiun, Masri Ayob, Mohd Zakree Ahmad Nazri, Fahad Taha Al-dhief.  (2023).  Grey Wolf Optimization-extreme Learning Machine For Automatic Spoken Language Identification.  - Multimedia Tools And Applications.  27165-27191. 
Abubaker Jumaah Rabash, Mohd Zakree Ahmad Nazri, Azrulhizam Shapii, Abdulmajeed Al-jumaily.  (2023).  Stream Learning Under Concept And Feature Drift: A Literature Survey.  - Journal Of Autonomous Intelligence.  1-16. 
Fiftin Noviyanto, Rozilawati Razali, Mohd Zakree Ahmad Nazri.  (2023).  Understanding Requirements Dependency In Requirements Prioritization: A Systematic Literature Review.  - International Journal Of Advances In Intelligent Informatics.  249-272. 
Abubaker Jumaah Rabash, Mohd Zakree Ahmad Nazri, Azrulhizam Shapii1, And Mohammad Kamrul Hasan.  (2023).  Non-dominated Sorting Genetic Algorithm-based Dynamic Feature Selection For Intrusion Detection System.  - Ieee Access.  25080-25093. 
Mayas Aljibawi, Mohd Zakree Ahmad Nazri, Nor Samsiah Sani.  (2022).  An Enhanced Mudi-stream Algorithm For Clustering Data Stream.  - Journal Of Theoretical And Applied Information Technology.  3012-3021. 
Salam Salameh Shreem, Mohd Zakree Ahmad Nazri, Salwani Abdullah And Nor Samsiah Sani.  (2022).  Hybrid Symmetrical Uncertainty And Reference Set Harmony Search Algorithm For Gene Selection Problem.  - Mathematics.  1-26. 
Najmeh Sadat Jaddi, Salwani Abdullah, Mohd Zakree Ahmad Nazri.  (2021).  A Recurrence Population-based Great Deluge Algorithm With Independent Quality Estimation For Feature Selection From Academician Data.  - Applied Artificial Intelligence.  1081-1105. 
Salwani Abdullah, Ayad Turky, Mohd Zakree Ahmad Nazri, And Nasser R. Sabar.  (2021).  An Evolutionary Variable Neighbourhood Search For The Unrelated Parallel Machine Scheduling Problem.  - Ieee Access.  42857-42867. 
Mohd Zakree Ahmad Nazri, Rahmad Kurniawan, Siti Norul Huda Sheikh Abdullah, Zulaiha Ali Othman, Salwani Abdullah.  (2020).  Bayesian Network And Dempster-shafer Theory For Early Diagnosis Of Eye Diseases.  - Compusoft.  3642-3651. 
Nor Samsiah Sani, Ahmad Fikri Mohamed Nafuri, Zulaiha Ali Othman, Mohd Zakree Ahmad Nazri, Khairul Nadiyah Mohamad.  (2020).  Drop-out Prediction In Higher Education Among B40 Students.  - International Journal Of Advanced Computer Science And Applications (ijacsa).  550-559. 
K Jamal, Rahmad Kurniawan, A S Batubara, Mohd Zakree Ahmad Nazri, F Lestari And P Papilo.  (2020).  Text Classification On Islamic Jurisprudence Using Machine Learning Techniques.  - Journal Of Physics: Conference Series.  1-6. 
Shamsan Gaber, Mohd Zakree Ahmad Nazri, Nazlia Omar, Salwani Abdullah.  (2020).  Part-of-speech (pos) Tagger For Malay Language Using Naive Bayes And K-nearest Neighbor Model.  - Journal Of Critical Reviews.  248-257. 
B S Negara, R Kurniawan, M Z A Nazri, S N H S Abdullah, R W Saputra And A Ismanto.  (2020).  Riau Forest Fire Prediction Using Supervised Machine Learning.  - Journal Of Physics: Conference Series.  1-7. 
Mohd Zakree Bin Ahmad Nazri, Rohayu Abd Ghani, Salwani Abdullah, Mas Ayu, R Nor Samsiah.  (2019).  Predicting Academician Publication Performance Using Decision Tree.  - International Journal Of Recent Technology And Engineering.  180-185. 
Esam Taha Yassen, Masri Ayob, Alaa Abdalqhar Jihad, Mohd Zakree Ahmad Nazri.  (2019).  Hyper Heuristic For Solving Quay Crane Scheduling Problem.  - Journal Of Southwest Jiaotong University.  1-14. 
Mayas Aljibawi, Mohd Zakree Ahmad Nazri, Zalinda Othman.  (2019).  Mdss-stream: A Data Stream Clustering Algorithm For Multi-dimensional Density Data.  - Aus Journal.  159-167. 
Zulaiha Ali Othman, Noraini Ismail, Mohd Zakree Ahmad Nazri, Hamidah Jantan.  (2019).  Development Of Talent Model Based On Publication Performance Using Apriori Technique.  - International Journal Of Advanced Computer Science And Applications.  631-640. 
Hossam M. J. Mustafa, Masri Ayob, Mohd Zakree Ahmad Nazri, Sawsan Abu-taleb.  (2019).  Multi-objectives Memetic Discrete Differential Evolution Algorithm For Solving The Container Pre-marshalling Problem.  - Journal Of Information And Communication Technology.  77-96. 
Rahmad Kurniawan, Mohd Zakree Ahmad Nazri, Siti Norul Huda Abdullah, Jemaima Che Hamzah, Rado Yendra, Westi Oktaviana.  (2019).  Automatic Rule Generator Via Fp-growth For Eye Diseases Diagnosis.  - International Journal On Advanced Science, Engineering And Information Technology.  960-966. 
Hossam M. J. Mustafa, Masri Ayob, Mohd Zakree Ahmad Nazri,graham Kendall.  (2019).  An Improved Adaptive Memetic Differential Evolution Optimization Algorithms For Data Clustering Problems.  - Plos One.  1-17. 
Mayas Aljibawi, Mohd Zakree Ahmaf Nazri, Zalinda Othman.  (2018).  A Survey On Clustering Density Based Data Stream Algorithm.  - International Journal Of Engineering & Technology.  147-153. 
Mohammed S. Ibrahem, Mohd Zakree Ahmad Nazri, Zalinda Othman.  (2018).  A Multi-objective Particle Swarm Optimization For Wireless Sensor Network Deployment.  - International Journal Of Engineering And Technology. 
Rahmad Kurniawan, Akbarizan, Khairunnas Jamal, Afrizal Nur, Mohd Zakree Ahmad Nazri, Deby Kholilah.  (2018).  Advise-giving Expert Systems Based On Islamic Jurisprudence For Treating Drugs And Substance Abuse.  - Journal Of Theoretical And Applied Information Technology. 
Bahareh Nakisa, Mohammad Naim Rastgoo, Mohd Zakree Ahmad Nazri, Md. Jan Nordin.  (2018).  Target Searching In Unknown Environment Of Multi-robot System Using A Hybrid Particle Swarm Optimization.  - Journal Of Theoretical And Applied Information Technology. 
S. N. H. S Abdullah, Farah Aqilah Bohani, Mohd Zakree Ahmad Nazri, Yasmin Jeffri, Mohammed Ariff Abdullah, Md Nawawi Junoh, Zainal Abidin Kasim.  (2018).  Amenities Surrounding Commercial Serial Crime Prediction At Greater Valley And Kuala Lumpur Using K-means Clustering.  - Jurnal Teknologi. 
Mohd Zakree Ahmad Nazri, Tri Basuki Kurniawan, Abdul Razak Hamdan, Salwani Abdullah, Mohammed Azlan Mis.  (2018).  Pembangunan Taksonomi Dari Teks Melayu Menggunakan Algoritma Kunang-kunang Pembahagi Dua Sama.  - Gema Online Journal Of Language Studies. 
Hani A.k. Ihlayyel, Nurfahdlina Mohd Sharef, Mohd Zakree Ahmad Nazri And Azuraliza Abu Bakar.  (2018).  An Enhanced Feature Representation Based On Linear Regression Model For Stock Market Prediction.  - Intelligent Data Analysis.  45-76. 
Esam Taha Yassen, Anas Arram, Masri Ayob, Mohd Zakree Ahmad Nazri.  (2017).  A Constructive Heuristic For Police Patrol Routing Problems.  - Pertanika Journal Science And Technology.  87-96. 
Muslihah Wook, Zawiyah M. Yusof, Mohd Zakree Ahmad Nazri.  (2017).  Educational Data Mining Acceptance Among Undergraduate Studens.  - Education And Information Technologies.  1195-1216. 
Esam Taha Yassen, Masri Ayob, Mohd Zakree Ahmad Nazri, Nasser R. Sabar.  (2017).  An Adaptive Hybrid Algorithm For Vehicle Routing Problems With Time Windows.  - Computers & Industrial Engineering.  382-391. 
Wathiq Laftah Al-yaseen, Zulaiha Ali Othman And Mohd Zakree Ahmad Nazri.  (2017).  Real-time Multi-agent System For An Adaptive Intrusion Detection System.  - Pattern Recognition Letters.  56-64. 
Salam Salameh Shreem, Salwani Abdullah And Mohd Zakree Ahmad Nazri.  (2016).  Hybrid Feature Selection Algorithm Using Symmetrical Uncertainty And A Harmony Search Algorithm.  - International Journal Of Systems Science.  1312-1329. 
Wathiq Laftah Al-yaseen, Zulaiha Ali Othman, Mohd Zakree Ahmad Nazri.  (2016).  A Large Data Exchange Method For Multi-agent In Java Agent Development Framework.  - International Review Of Management And Marketing.  27-32. 
Siti Sakira Kamaruddin, Azuraliza Abu Bakab, Abdul Razak Hamdan, Fauzias Mat Nor, Mohd Zakree Ahmad Nazri, Zulaiha Ali Othman And Ghassan Saleh Hussein.  (2015).  A Text Mining System For Deviation Detection In Financial Documents.  - Intelligent Data Analysis.  19-44. 
Mohammad Naim Rastgoo, Bahareh Nakisa And Mohd Zakree Ahmad Nazri.  (2015).  A Hybrid Of Modified Pso And Local Search On A Multi-robot Search System.  - International Journal Of Advanced Robotic Systems.  1-9. 
Esam Taha Yassen, Masri Ayob, Mohd Zakree Ahmad Nazri And Nasser R. Sabar.  (2015).  Meta-harmony Search Algorithm For The Vehicle Routing Problem With Time Windows.  - Information Sciences.  140-158. 
Nakisa B., Rastgoo M.n., Nasrudin M.f., Nazri M.z.a..  (2015).  A Multi-swarm Particle Swarm Optimization With Local Search On Multi-robot Search System.  - Journal Of Theoretical And Applied Information Technology.  129-136. 
Esam Taha Yassen, Masri Ayob, And Mohd Zakree Ahmad Nazri.  (2015).  The Effect Of Hybridizing Local Search Algorithms With Harmony Search For The Vehicle Routing Problem With Time Windows.  - Journal Of Theoretical And Applied Information Technology.  43-58. 
Laftah Al-yaseen W., Ali Othman Z., Ahmad Nazri M.z..  (2015).  Hybrid Modified K -means With C4.5 For Intrusion Detection Systems In Multiagent Systems.  - Scientific World Journal. 
Esam Taha Yassen, Masri Ayob, Mohd Zakree Ahmad Nazri And Nasser R. Sabar.  (2015).  A Hybrid Meta-heuristic Algorithm For Vehicle Routing Problem With Time Windows.  - International Journal On Artificial Intelligence Tools.  1550021-1-23. 
Salam Salameh Shreem, Salwani Abdullah, Mohd Zakree Ahmad Nazri.  (2014).  Hybridising Harmony Search With A Markov Blanket For Gene Selection Problems.  - Information Sciences.  258(2014) 108-121. 
Mohammad Naim Rastgoo, Bahareh Nakisa, Mohammad Faidzul Nasrudin, Mohd Zakree Ahmad Nazri.  (2014).  A Critical Evaluation Of Literature On Robot Path Planning In Dynamic Environment.  - Journal Of Theoretical And Applied Information Technology.  177-185. 
Musliha Wook, Zawiyah M. Yusof And Mohd Zakree Ahmad Nazri.  (2014).  Data Mining Technology Adoption In Institutions Of Higher Learning: A Conceptual Framework Incorporating Technology Readiness Index Model And Technology Acceptance Model 3.  - Journal Of Applied Sciences.  2014:1-10. 
Ahmed Mohammed Abbas, Azuraliza Abu Bakar, Mohd Zakree Ahmad.  (2014).  Fast Dynamic Clustering Soap Messages Based Compression And Aggregation Model For Enhanced Performance Of Web Services.  - Journal Of Network And Computer Applications.  41:80-88. 
Masri Ayob, Mohd Zakree Ahmad Nazri, Tri Basuki Kurniawan, Yang Xiao Fei, Esam Taha Yassen.  (2014).  A Constructive Heuristic For Discreet Berth Allocation Problems.  - International Journal Of Advancements In Computing Technology.  6(2):31-36. 
Salwani Abdullah, Nasser R. Sabar, Mohd Zakree Ahmad Nazri, Masri Ayob.  (2014).  An Exponential Monte-carlo Algorithm For Feature Selection Problems.  - Computers & Industrial Engineering.  67(2014):160-167. 
Bahareh Nakisa, Mohd Zakree Ahmad Nazri, Mohammad Naim Rastgoo And Salwani Abdullah.  (2014).  A Survey: Particle Swarm Optimization Based Algorithms To Solve Premature Convergence Problem.  - Journal Of Computer Science.  1758-1765. 
Azuraliza Abu Bakar, Zulaiha Ali Othman, Mohd Zakree Ahmad Nazri, Abdul Razak Hamdan, Hafiz Mohd Sarim, Khairatul Alyani Badari, Farah Natasyah Abdul Hanan.  (2013).  Classification Of Halal Status For Food Product Using Data Mining Approach.  - Advances In Information Sciences And Service Sciences.  5(15):42-59. 
Musliha Wook, Zawiyah M. Yusof And Mohd Zakree Ahmad Nazri.  (2013).  Preliminary Overview Of Data Mining Technology For Knowledge Management System In Institutions Of Higher Learning.  - World Academy Of Science, Engineering And Technology.  74:80-85. 
Norlela Samsudin, Mazidah Puteh, Abdul Razak Hamdan, Mohd Zakree Ahmad Nazri.  (2013).  Normalization Of Noisy Texts In Malaysian Online Reviews.  - Journal Of Information And Communication Technology.  147-159. 
Yang Xiao Fei, Masri Ayob, Mohd Zakree Ahmad Nazri And Zulkifli Ahmad.  (2013).  A Hierarchical Approach For Assigning Examinations To Timeslots And Rooms: A Case Study.  - Journal Of Engineering And Applied Sciences.  8(2):69-72. 
Masri Ayob, Mohd Zakree Ahmad Nazri, Yang Xiao Fei.  (2013).  Local Search Heuristics For The One Dimensional Bin Packing Problems.  - Journal Of Applied Sciences.  13(6):919-923. 
Masri Ayob, Mohammed Hadwan, Mohd Zakree Ahmad Nazri And Zulkifli Ahmad.  (2013).  Enhanced Harmony Search Algorithm For Nurse Rostering Problems.  - Journal Of Applied Sciences.  13(6):846-853. 
Masri Ayob, Mohd Zakree Ahmad Nazri, Suhaila Zainuddin And Tri Basuki Kurniawan.  (2013).  Component Pick And Place Scheduling For Surface Mount Device Placement Device Placement Machine.  - International Journal Of Soft Computing.  8(1):29-41. 
Esam Taha Yassen, Masri Ayob, Mohd Zakree Ahmad Nazri And Zulkifli Ahmad.  (2013).  Harmony Search Algorithm For Vehicle Routing Problem With Time Windows.  - Journal Of Applied Sciences.  13(4):633-638. 
Othman, Z., Bakar, A.a., Abdullah, S., Zakree, M., Nazri, A., Sengalang, N.a..  (2012).  Dynamic Tabu Search For Dimensionality Reduction In Rough Set.  - Wseas Transactions On Computers.  11(4):89-100. 
Salam Salameh Shreem, Salwani Abdullah, Mohd Zakree Ahmad Nazri, Malek Alzaqebah.  (2012).  Hybridizing Relieff, Mrmr Filters And Ga Wrapper Approaches For Gene Selection.  - Journal Of Theoretical And Applied Information Technology.  46(2):1034-1039. 
Mohd Zakree Ahmad Nazri, Nor Emizan Abdul Majid, Azuraliza Abu Bakar And Hafiz Mohd Sarim.  (2012).  Network Intrusion Prediction Using Associative Classification Method.  - Asian Journal Of Information Technology.  11(5):153-159. 
Masri Ayob And Mohd Zakree Ahmad Nazri.  (2012).  Improving The Throughput Of Component Placement Machines By Nozzle Optimisation.  - International Journal Of Systems Signal Control And Engineering Application.  5(2):31-46. 
Masri Ayob, Mohd Zakree Ahmad Nazri, Abdul Razak Hamdan, Erna Budhiarti Nababan And Hafiz Mohd Sarim.  (2011).  State-of-the-art On Reactive Search.  - Journal Of Computer Science And Network Security.  11(10):196-200. 
Mohd Zakree Ahmad Nazri , Siti Mariyam Shamsuddin, Azuraliza Abu Bakar Dan Salwani Abdullah.  (2011).  A Hybrid Approach For Learning Concept Hierarchy From Malay Text Using Artificial Immune Network.  - Natural Computing : An International Journal. Volume 10, Issue 1 (2011), Page 275.  11047-010-9. 
Kharrousheh, A., Abdullah, S., Zakree, M., Nazri, A..  (2011).  A Modified Tabu Search Approach For The Clustering Problem.  - Journal Of Applied Sciences.  11(19):3447-3453. 
Abdullah S., Golafshan L., Nazri M.z.a..  (2011).  Re-heat Simulated Annealing Algorithm For Rough Set Attribute Reduction.  - International Journal Of Physical Sciences.  6(8):2083-2089. 

Prosiding Terindeks

Rahmad Kurniawan; Fitra Lestari; Abdul Somad Batubara; Mohd Zakree Ahmad Nazri; Khairunnas Rajab; Rinaldi Munir.  (2021).  Indonesian Lexicon-based Sentiment Analysis Of Online Religious Lectures Review.  - 2021 International Congress Of Advanced Technology And Engineering (icoten).  1-7. 
Afrizal Nur; Rahmad Kurniawan; Mohd Zakree Ahmad Nazri; Khairunnas Rajab; Petir Papilo; Ahmad Masari.  (2021).  Solution To Traveling Freelance Teacher Problem Using The Simple K Means Clustering.  - International Conference Of Computer And Informatics Engineering (ic2ie) Proceeding.  112-116. 
Rahmad Kurniawan; Wirdatul Hasana; Benny Sukma Negara; Mohd Zakree Ahmad Nazri; Fitra Lestari; Iwan Iskandar.  (2021).  Prediction Model For Diagnosis Of Pulpitis Diseases Using Learning Vector Quantization 3.  - 2021 4th International Conference Of Computer And Informatics Engineering (ic2ie).  9-12. 
Rahmad Kurniawan, Siti Norul Huda Sheikh Abdullah, Fitra Lestari , Mohd Zakree Ahmad Nazri, Akhmad Mujahidin, Noridayu Adnan.  (2020).  Clustering And Correlation Methods For Predicting Coronavirus Covid 19 Risk Analysis In Pandemic Countries.  - The 8th International Conference On Cyber And It Service Management (citsm 2020).  1-5. 
S.n.h.s. Abdullah, W.f. Fauzi, M.n. Sudin, N.n. Zahari, Z. A. Rahman, A.ismail, N. R. M. Suradi, A.s. Rambely, N. Sarnon, A. H. Shaari, S. Samrun, N. Arsad, M.h.m. Saad, M. Mohd, M. Ayob, K.v. Jyn, K. A. Z. Nazri, R. Yaakub, Ariffin,m.z.a.na.  (2018).  Assessment Of Self-identity Among Teens Towards Self-crime Prevention Program.  - Cyber Resilience Conference 2018. 
Xiao Fei Yang, Masri Ayob & Mohd Zakree Ahmad Nazri.  (2018).  An Investigation Of Timetable Satisfaction Factors For A Practical University Course Timetabling Problem.  - Proceedings Of The 2017 6th International Conference On Electrical Engineering And Informatics. 
Norlela Samsudin, Mazidah Puteh, Abdul Razak Hamdan, & Mohd Zakree Ahmad Nazri.  (2013).  Immune Based Feature Selection For Opinion Mining.  - Proceedings Of The World Congress On Engineering 2013 (wce 2013). 
Norlela Samsudin, Mazidah Puteh, Abdul Razak Hamdan Dan Mohd Zakree Ahmad Nazri,.  (2012).  Is Artificial Immune System Suitable For Opinion Mining?.  - 2012 4th Conference On Data Mining And Optimization, Dmo 2012;langkawi. 
Esam Taha Yassen, Masri Ayob, Mohd Zakree Ahmad Nazri And Nasser R. Sabar.  (2012).  Multi-parent Insertion Crossover For Vehicle Routing Problem With Time Windows.  - 2012 4th Conference On Data Mining And Optimization, Dmo 2012;langkawi. 
Azuraliza Abu Bakar, Nurfathehah Idris, Abdul Razak Hamdan, Zalinda Othman, Mohd Zakree Ahmad Nazari, Suhaila Zainudin.  (2011).  Classification Models For Outbreak Detection In Oil And Gas Pollution Area..  - International Conference On Electrical Engineering And Informatics (iceei), 2011 Bandung. 
Masri Ayob, Ghaith M. Jaradat, Abdul Razak Hamdan, Hafiz Mohd Sarim; Mohd Zakree Ahmad Nazri.  (2011).  Solving The Viva Presentations Timetabling Problem: A Case Study At Ftsm-ukm.  - 2011 International Conference On Electrical Engineering And Informatics, Iceei 2011; Bandung. 
Othman, Z.a., Hamdan, A.r., Abu Bakar, A., Zainudin, S., Sarim, H.m., Nazri, M.z.a., Othman, Z., (...), Abdul Ghani, A.t..  (2011).  Mynda - An Intelligent Data Mining Application Generator.  - 2nd International Visual Informatics Conference, Ivic 2011; Selangor (lecture Notes In Computer Science). 
Masri Ayob!, Abdul Razak Hamdan, Salwani Abdullah, Zalinda Othman, Mohd Zakree Ahmad Nazri, Kiftiah Abd Razak, Rohana Tan, Norashikin Baharom, Hilmiah Abd Ghafar, Rashidah Md Dali And Nasser R.  (2011).  Intelligent Examination Timetabling Software.  - Procedia Social And Behavioral Sciences -kongres Pengajaran Dan Pembelajaran Ukm, 2010. 
Mohammed Albared, Nazlia Omar, Mohd. Juzaiddin Ab Aziz, Mohd Zakree Ahmad Nazri,.  (2010).  Automatic Part Of Speech Tagging For Arabic: An Experiment Using Bigram Hidden Markov Model.  - Lecture Notes In Artificial Intelligence. 
Abdullah, Salwani ; Sabar, Nasser R. ; Nazri, Mohd Zakree Ahmad ; Turabieh, Hamza ; Mccollum, Barry ;.  (2010).  A Constructive Hyper-heuristics For Rough Set Attribute Reduction.  - 2010 10th International Conference On Intelligent Systems Design And Applications (isda). 
Misinem, Azuraliza Abu Bakar, Abdul Razak Hamdan
and Mohd Zakree Ahmad Nazri.  (2010).  A Rough Set Outlier Detection Based On Particle Swarm Optimization.  - 2010 10th International Conference On Intelligent Systems Design And Applications. 
Mohd Zakree Ahmad Nazri, Siti Mariyam Hj. Shamsuddin, Azuraliza Abu Bakar:.  (2010).  Clonal Selection Algorithm For Learning Concept Hierarchy From Malay Text.  - Lecture Notes In Artificial Intelligence (rskt 6401) Springer. 

Buku Penyelidikan

Mohd Zakree Ahmad Nazri, Nor Samsiah Sani & Salwani Abdullah.  (2022).  Inovasi Dalam Pengurusan Minyak Sawit Malaysia Mendepani Cabaran Globalisasi.  - 177. 
Chong Yu Jie, Nor Samsiah Sani, Mohd Zakree Ahmad Nazri, Salwani Abdullah.  (2022).  Inovasi Dalam Pengurusan Minyak Sawit Malaysia Mendepani Cabaran Globalisasi.  - 7. 
Mohd Zakree Ahmad Nazri, Tri Basuki Kurniawan & Abdul Razak Hamdan.  (2018).  Sains Data Penerokaan Pengetahuan Dari Data Raya.  - 26. 
Abdul Razak Hamdan, Mohd Zakree Ahmad Nazri & Azuraliza Abu Bakar.  (2018).  Sains Data Penerokaan Pengetahuan Dari Data Raya.  - 25. 
Abdul Razak Hamdan, Azuraliza Abu Bakar & Mohd Zakree Ahmad Nazri.  (2018).  Sains Data Penerokaan Pengetahuan Dari Data Raya.  - 290. 

Bab Dalam Buku

Mohd Zakree Ahmad Nazri, Nor Samsiah Sani & Salwani Abdullah.  (2022).  Inovasi Dalam Pengurusan Minyak Sawit Malaysia Mendepani Cabaran Globalisasi.  - 177. 
Chong Yu Jie, Nor Samsiah Sani, Mohd Zakree Ahmad Nazri, Salwani Abdullah.  (2022).  Inovasi Dalam Pengurusan Minyak Sawit Malaysia Mendepani Cabaran Globalisasi.  - 7. 
Abdul Razak Hamdan, Mohd Zakree Ahmad Nazri & Azuraliza Abu Bakar.  (2018).  Sains Data Penerokaan Pengetahuan Dari Data Raya.  - 25. 
Mohd Zakree Ahmad Nazri, Tri Basuki Kurniawan & Abdul Razak Hamdan.  (2018).  Sains Data Penerokaan Pengetahuan Dari Data Raya.  - 26. 

Penulisan Dalam Bahasa Melayu

Abdul Razak Hamdan, Azuraliza Abu Bakar & Mohd Zakree Ahmad Nazri.  (2018).  Sains Data Penerokaan Pengetahuan Dari Data Raya.  - 290. 
Abdul Razak Hamdan, Mohd Zakree Ahmad Nazri, Mohammad Faidzul Nasrudin, Hafiz Mohd Sarim, Mohd Shanudin Zakaria, Yazrina Yahya Dan Mohd Zamri Murah.  (2004).  Teknologi Maklumat & Komunikasi.  - 384. 

Penerbitan Lain-lain

Masri Binti Ayob;raha Binti Abdul Rahman;mohd Zakree Bin Ahmad Nazri;razman Bin Jarmin;muhammad Bin Maaya;nor Samsiah Binti Sani;liu Chian Yong;sabrina Binti Tiun.  (2022).  Discrete Differential Evolution Algorithm Enhancement Using Self-adaptive Learning Mechanism For Solving Surgery Scheduling Problems.  -
Salwani Binti Abdullah;abdul Razak Bin Hamdan;mohd Zakree Bin Ahmad Nazri.  (2021).  Adaptive Metaheuristic Methods In Dynamically Changing Environments.  -
Mohd Zakree Bin Ahmad Nazri;seri Manja Bte Abdul Wahab;rohayu Bt. Abdul Ghani;nor Liza Bt. Abdullah;fatimah Binti Othman;norizwati Binti Ibrahim;farizan Binti Othman;sazura Binti Ramli;siti Hajar Binti Jamaluddin;rozilawati Binti Razali;mohd Najib Bin Adu.  (2020).  Pembangunan Model Analitik Dan Alat Risikan Bisnes Untuk Pengurusan Staf Ukm.  -
Mohd Zakree Bin Ahmad Nazri;seri Manja Bte Abdul Wahab;zulaiha Binti Ali Othman;salwani Binti Abdullah;hafiz Bin Mohd Sarim;farizan Binti Othman;sazura Binti Ramli;zalinda Binti Othman;nor Samsiah Binti Sani.  (2020).  Pembangunan Model Ramalan Produktiviti Penyelidikan Ukm Menggunakan Pendekatan Pembelajaran Mesin.  -
Afzan Adam, Norsamsiah Sani, Siti Norul Huda Sheikh Abdullah, Abdul Razak Hamdan, Mohd Zakre Ahmad Nazri, Mohd Ridzwan Yaakob.  (2020).  Knowledge Representation (ai): Semantic.  - 1. 
Masri Binti Ayob;mohd Zakree Bin Ahmad Nazri.  (2020).  Optimizing Port And Logistic Solutions For Container Terminal: A Simulation Study On Westports.  -
Afzan Adam, Norsamsiah Sani, Siti Norul Huda Sheikh Abdullah, Abdul Razak Hamdan, Mohd Zakre Ahmad Nazri, Mohd Ridzwan Yaakob.  (2020).  Knowledge Representation (ai): Rules.  - 1. 
Masri Binti Ayob;abdul Razak Bin Hamdan;mohd Zakree Bin Ahmad Nazri.  (2019).  Solving Combinatorial Optimisation With Aoristic Problems Using Hyper-heuristic Approaches.  - 1-9. 
Haslina Binti Arshad;hanilah Binti Hasan;norleyza Binti Jailani;siti Aishah Bt. Hanawi;elankovan A/l A Sundararajan;tengku Siti Meriam Binti Tengku Wook;nur Fazidah Binti Elias;mohd Zakree Bin Ahmad Nazri;ruzzakiah Binti Jenal;mohammad Faidzul Bin Nasrudi.  (2019).  Ukm Mobile App.  - 1-6. 
Abdul Razak Bin Hamdan;mohd Zakree Bin Ahmad Nazri;azuraliza Binti Abu Bakar.  (2018).  Danger Theory Based Algorithms For Abrupt Change Detection.  -
Hossam M. J. Mustafa, Masri Ayob, Mohd Zakree Ahmad Nazri & Sawsan Abu-taleb.  (2018).  Multi-objectives Memetic Discrete Differential Evolution Algorithm For Solving The Container Pre-marshalling Problem.  - The 4 Th International Multi-conference On Artificial Intelligence Technology (m-cait 2018). 
Xiao Fei Yang, Masri Ayob & Mohd Zakree Ahmad Nazri.  (2017).  An Investigation Of Timetable Satisfaction Factors For A Practical University Course Timetabling Problem.  - Reactive Research For Sol. 
Esam Taha Yassen, Anas Arram, Masri Ayob & Mohd Zakree Ahmad Nazri.  (2016).  A Constructive Heuristic For Police Patrol Routing Problems.  - Negative Associative Clas. 
Esam Taha Yassen, Masri Ayob & Mohd Zakree Ahmad Nazri.  (2016).  The Effectiveness Of Selection Mechanisms On Multi Parent Crossover Operator In Solving Vehicle Routing Problem With Time Windows.  - Reactive Research For Sol. 
Esam Taha Yassen, Anas Arram, Masri Ayob & Mohd Zakree Ahmad Nazri.  (2016).  A Constructive Heuristic For Police Patrol Routing Problems.  - Multi-conference On Artificial Intelligence Technology (m-cait 2016). 
Anas Arram, Masri Ayob & Mohd Zakree Ahmad Nazri.  (2016).  Multi-parent Order Crossover In Genetic Algorithm For Combinatorial Optimization Problems.  - Negative Associative Clas. 
Muslihah Wook, Zawiyah M. Yusof And Mohd Zakree Ahmad Nazri.  (2015).  The Acceptance Of Educational Data Mining Technology Among Students In Public Institutions Of Higher Learning In Malaysia.  - 2015 4th International Conference On Network And Computer Science (icncs 2015). 
Siti Sakira Kamaruddin, Azuraliza Abu Bakar, Abdul Razak Hamdan, Mohd Zakree Ahmad Nazri, Zulaiha Ali Othman.  (2011).  Dfind : An Intelligent System For Financial Statement Deviation Detection.  - International Conference On Business Intelligence And Financial Engineering. Icbife 2011, Dec 12-13, 2011. Hong Kong. 
PROJEK PENYELIDIKAN / RESEARCH PROJECT
(Tajuk),(Peranan),(Tempoh),(Tahap)

Aktif

Enhanced Harmony Search Algorithm to Optimize Recurrent Neural Network for Detecting Misinformation Content Embedded with Fake Hadith on Social Networks , Ketua Projek , 01-09-2022 sehingga 31-08-2025 , Kebangsaan
A Federated Learning System Using Artificial Intelligence of Things Topology for Distributed Load Forecasting in Smart Grid Networks , Penyelidik Bersama , 01-10-2023 sehingga 30-09-2025 , Universiti
ezRonda2: Smart Patrolling System Advancing by Artificial Intelligent and IR4.0 Technology , Penyelidik Bersama , 01-01-2023 sehingga 30-06-2024 , Universiti
Multimodal Deep Neural Networks (DNN) for Fake Property Listings Prediction based on Multi-source Data Fusion , Penyelidik Bersama , 01-10-2022 sehingga 30-09-2024 , Universiti
POPULATION BASED HYPER-HEURISTIC SCHEDULER FOR REDUCING CANCELLATION RATE IN ELECTIVE SURGICAL OPERATIONS , Penyelidik Bersama , 01-12-2019 sehingga 31-05-2024 , Kebangsaan

Tamat

Kerangka Kerja Pembantu Maya Berasaskan Hibrid Neural-Biogeografi untuk Pengoptimuman Penjadualan Kursus Universiti , Ketua Projek , 15-12-2020 sehingga 14-12-2022 , Universiti
Transformasi Kampus Pintar Melalui Chatbot Pengoptimuman Penjadualan Kursus Universiti , Ketua Projek , 01-12-2020 sehingga 31-08-2022 , Universiti
Pembangunan Model Ramalan Produktiviti Penyelidikan UKM Menggunakan Pendekatan Pembelajaran Mesin , Ketua Projek , 16-04-2018 sehingga 15-01-2020 , Universiti
Pembangunan Model Analitik dan Alat Risikan Bisnes Untuk Pengurusan Staf UKM , Ketua Projek , 16-04-2018 sehingga 15-01-2020 , Universiti
Crime Prediction Using Spatio-Temporal Pattern with Rough Fuzzy Sets Based Ensemble Learning , Ketua Projek , 01-12-2014 sehingga 31-05-2017 , Kebangsaan
EXPLORING PREDICTIVE METHODS FOR SHARE PRICE REACTION PREDICTIONS USING THE MERGER AND ACQUISITION DOCUMENTS , Ketua Projek , 20-05-2013 sehingga 18-11-2016 , Kebangsaan
The Hybridization of Symmetrical Uncertainty Filter and Harmony Search Algorithm Wrapper to Improve Gene Selection from the Microarray Data , Ketua Projek , 04-04-2012 sehingga 03-04-2014 , Kebangsaan
Hybrid Approach For Semantic Taxonomy Induction From Malay Text Using Firefly-Inspired Algorithm And Enhanced Google Based Malay Text Miner , Ketua Projek , 01-04-2012 sehingga 31-03-2014 , Universiti
iQuest: Innovative Information Query System 2.0 , Penyelidik Bersama , 01-09-2021 sehingga 31-05-2023 , Universiti
An Adaptive Intrusion Detection System based Ensemble Classifier with Dynamic Neural Networks and Modified Cuttlefish. , Penyelidik Bersama , 01-08-2020 sehingga 31-01-2024 , Universiti
PROGRAM HUMAN RESOURCE CONSORTIUM (HR Consortium) , Penyelidik Bersama , 01-03-2020 sehingga 31-03-2021 , Kebangsaan
Discrete Differential Evolution Algorithm Enhancement Using Self-Adaptive Learning Mechanism For Solving Surgery Scheduling Problems , Penyelidik Bersama , 01-01-2019 sehingga 30-09-2021 , Kebangsaan
MyXScan iOS: A Cloud Based Image Target Recognition SDK for iOS Platform , Penyelidik Bersama , 01-06-2017 sehingga 31-05-2018 , Universiti
UKM MOBILE APP , Penyelidik Bersama , 01-05-2016 sehingga 31-10-2018 , Universiti
Adaptive metaheuristic methods in dynamically changing environments , Penyelidik Bersama , 02-11-2015 sehingga 30-04-2018 , Kebangsaan
Hyper-heuristic Approaches For Crime Data-Mining , Penyelidik Bersama , 15-06-2015 sehingga 30-09-2016 , Universiti
Solving Combinatorial Optimisation with Aoristic Problems Using Hyper-Heuristic Approaches , Penyelidik Bersama , 01-02-2015 sehingga 31-01-2019 , Universiti
Danger Theory Based Algorithms for Abrupt Change Detection , Penyelidik Bersama , 01-07-2014 sehingga 30-06-2017 , Kebangsaan
PENGUKURAN KEBERKESANAN INTERVENSI DALAM MEMPENGARUHI KUALITI PENYELIAAN SISWAZAH DI KALANGAN PENSYARAH DAN KAKITANGAN SOKONGAN , Penyelidik Bersama , 01-04-2014 sehingga 31-12-2017 , Universiti
Hyper-Heuristic Approaches for Crime Data Mining, Polis Patrol Routing and Rostering Problems , Penyelidik Bersama , 01-04-2014 sehingga 31-03-2015 , Universiti
Pembangunan Program Lonjakan Penerbitan Penyelidikan, Penerbitan dan Pendidikan FTSM , Penyelidik Bersama , 01-04-2014 sehingga 31-03-2015 , Universiti
HYPER-HEURISTICS APPROACHES FOR POLICE PATROL ROUTING AND ROSTERING PROBLEMS , Penyelidik Bersama , 20-05-2013 sehingga 19-05-2016 , Kebangsaan
CLIMATE MODELLING USING NATURE-BASED HYBRID OPTIMISATION APPROACH FOR TIME-SERIES PREDICTION , Penyelidik Bersama , 20-05-2013 sehingga 19-05-2016 , Kebangsaan
Optimizing Port and Logistic Solutions for Container Terminal: A Simulation Study on Westports , Penyelidik Bersama , 10-05-2013 sehingga 09-11-2014 , Kebangsaan
Swarm Based Algorithms for Anomalous Rules Discovery in Temporal Data Streams , Penyelidik Bersama , 01-04-2013 sehingga 31-03-2016 , Kebangsaan
NATURE INSPIRED APPROACHES IN OPTIMIZATION AND DATA MINING PROBLEMS , Penyelidik Bersama , 01-01-2013 sehingga 31-03-2014 , Universiti
A Biogeography Based Method for Resources Optimization in Hospital Admission Planning , Penyelidik Bersama , 04-04-2012 sehingga 01-04-2015 , Kebangsaan
Nature-Inspired Cooperative Hyper-Heuristics Based on Honey-Bee Mating Algorithm: A New Hyper-Heuristic Framework , Penyelidik Bersama , 04-04-2012 sehingga 03-04-2014 , Kebangsaan
Searching For Solutions Methods: Cartesian Genetic Programming Hyper-heuristics , Penyelidik Bersama , 08-08-2011 sehingga 07-08-2012 , Universiti
An Adaptive Hybrid Optimization Based Timber Harvest Planning Model , Penyelidik Bersama , 21-06-2011 sehingga 20-12-2013 , Kebangsaan
SISTEM PENILAIAN PRESTASI UNIVERSITI SIRI 2 , Penyelidik Bersama , 01-06-2011 sehingga 30-06-2015 , Universiti
An Ontology-based Decison Support System for Halal Determination using Ingredient Mining Approach , Penyelidik Bersama , 01-10-2010 sehingga 31-05-2013 , Universiti
An Electromagnetic-like Mechanism Classification Model and Algorithm for Biomedicine Application , Penyelidik Bersama , 20-08-2010 sehingga 19-08-2012 , Kebangsaan
An Affective (Emotional) Real-Time Decision-Making for Software Agents , Penyelidik Bersama , 15-03-2010 sehingga 14-09-2012 , Kebangsaan
Intelligent Medical Data Miner , Penyelidik Bersama , 01-10-2007 sehingga 31-03-2011 , Universiti
An Improvement Of Data Mining Process Using Agent , Penyelidik Bersama , 01-12-2006 sehingga 30-11-2008 , Kebangsaan
Development Of Jawi Optical Character Recognition System , Penyelidik Bersama , 01-12-2006 sehingga 30-09-2008 , Kebangsaan
USING STEM DATA THROUGH SMART SELF-CRIME PREVENTION AT SCHOOLS FOR OPEN DATA READINESS TAJUK PROGRAM : Fusion Technologies For Stem Education In Schools To Enhance Open Data Readiness In An Innovative Digital Economy , Ketua Sub Projek , 01-09-2017 sehingga 31-08-2020 , Kebangsaan
ANUGERAH DAN PENGURUSAN / AWARD AND STEWARDSHIP
(Nama Anugerah/Pentadbiran),(Institusi Penganugerahan),(Tahun)

Anugerah UKM

Anugerah Perkhidmatan Cemerlang , 2005
Anugerah Perkhidmatan Cemerlang / Anugerah Perkhidmatan Cemerlang , 2014
Anugerah Perkhidmatan 20 Tahun / Anugerah Perkhidmatan 20 Tahun , 2022
PENYELIAAN PELAJAR / SUPERVISION

Pelajar Sarjana

Sistem Maklumat Eksekutif: Kajian Kes di Kolej Universiti Islam Antarabangsa Selangor., NURUL IBTISAM BINTI YAACOB, Sarjana
MAHMUD BIN ABD RAHMAN, Sarjana
AN EFFICIENT QOS-AWARE SERVICE SELECTION MODEL FOR WEB SERVICE, OMID ABOALI ALIASGHAR, Sarjana
A FRAMEWORK FOR COMPOSITE WEB SERVICES USING PATTERN MINING AND SERVICE DEPENDENCY GRAPH, KHATEREH NOEI MOHAMMAD, Sarjana
REKABENTUK JUJUKAN DNA BUATAN BERASASKAN SISTEM IMUN BUATAN, M. DAMAN HURI, Sarjana
robot motion planning using partitioned heuristic depression avoidance technique in dynamic environment, MOHAMMAD NAIM RASTGOO, Sarjana
Predicting Patient Diagnosed Status Priority for Surgery Using Neural Network Logistic Regression Model, ALYAA GHAZI MOHAMMED, Sarjana
FAST DYNAMIC CLUSTERING XML WEB MESSAGES BASED HUFFMAN AGGREGATION MODEL USING TF-IDF WITH EUCLIDEAN DISTANCE METHOD, AHMED MOHAMMED ABBAS, Sarjana
ALHAMMAD AESHAH HUSSAIN M, Sarjana
simple diversity guided particle swarm optimization with local search on multi-robot system, BAHAREH NAKISA, Sarjana
PART OF SPEECH (POS) TAGGING FOR MALAY LANGUAGE USING, SHAMSAN KHALED SALEM GABER, Sarjana
FARHA BINTI JAMALUDDIN, Sarjana
OPTIMIZING ADAPTIVE NEURO-FUZZY INFERENCE SYSTEM USING BEES, MOHAMMAD MAHDIANI, Sarjana
COMPARISON OF EXPERT SYSTEM TO DIAGNOSE EYE DISEASES USING BAYESIAN NETWORK AND DEMPSTER-SHAFER, RAHMAD KURNIAWAN, Sarjana
SUHAIMI BIN DERIS, Sarjana
WISAM WALEED KHALID AL-NUAIMI, Sarjana

Pelajar Doktor Falsafah

MULTI-OBJECTIVE UNSUPERVISED FEATURE SELECTION AND CLUSTER USING DYNAMIC SYMBIOTIC ORGANISMS SEARCH WITH HYBRIDIZE K-MEANS FOR TEXT CLUSTERING, ABBAS FADHIL JASIM AL-GBURI, Doktor Falsafah
A SEQUENCE-BASED SELECTION HYPER-HEURISTIC APPROACH USING A Q-LEARNING FOR DYNAMIC EMERGENCY SURGICAL RESCHEDULING PROBLEMS, OUSSAMA S. A. ENSHASSI, Doktor Falsafah
ASTRIED, Doktor Falsafah
ALYUSUF, SATTAM ABDULLAH A, Doktor Falsafah
MUHAMMAD FAHEEM BIN MOHD EZANI, Doktor Falsafah
PENGECAMAN HADIS PALSU DALAM MEDIA SOSIAL MENGGUNAKAN GRAF PENGETAHUAN, NORHAFIZA BINTI HAMZAH, Doktor Falsafah
BORHAN BIN AB RAHMAN, Doktor Falsafah
ZHAO XIAOYAN, Doktor Falsafah
WALEED KAREEM AWAD AL KUBAISI, Doktor Falsafah
PENGESANAN PENCEROBOHAN TRAFIK PENEROWONGAN IPV6 BERASASKAN, NAZRULAZHAR BIN BAHAMAN, Doktor Falsafah
PEMILIHAN FETUR BERASASKAN IMUN BUATAN BAGI PERLOMBONGAN, NORLELA SAMSUDIN, Doktor Falsafah
Algoritma Kelip-Kelip Dengan Penambahbaikan Pengekstrak Fitur Untuk Pembelajaran Taksonomi Dari Teks Melayu, TRI BASUKI KURNIAWAN, Doktor Falsafah
HYBRID HARMONY SEARCH ALGORITHMS FOR GENE SELECTION PROBLEMS, SALAM SALAMEH MAHMOUD SHREEM, Doktor Falsafah
An Approach ti Data Quality Improvement Using Feedback Intervension Theory., NIK ABDULLAH BIN NIK ABDUL KADIR, Doktor Falsafah
HARMONY SEARCH ALGORITHM FOR VEHICLE ROUTING PROBLEM WITH TIME WINDOWS, ESAM TAHA YASSEN, Doktor Falsafah
Model Penerimaan Perlombongan Data Pendidikan Dalam Kalangan Pelajar Universiti Awam Di Malaysia, MUSLIHAH BINTI WOOK, Doktor Falsafah
ALGORITHM PENCARIAN TEMPATAN UNTUK MENYELESAIKAN MASALAH SEBENAR PENJADUALAN KURSUS PENGAJIAN UNIVERSITI, YANG XIAO FEI, Doktor Falsafah
DYNAMIC FEATURE SELECTION TECHNIQUE WITH CONCEPT DRIFT DETECTION USING GENETIC OPTIMIZATION FOR INTRUSION DETECTION, ABUBAKER JUMAAH RABASH, Doktor Falsafah
Sistem Pengesanan Pencerobohan Masa Nyata Yang Adaptif Berasaskan Multi-Agen, WATHIQ LAFTAH ABD-ALI, Doktor Falsafah
A Framework of Requirements Prioritization of The Incremental Development Using Machine Learning, FIFTIN NOVIYANTO, Doktor Falsafah
HENDRI HIMAWAN T, Doktor Falsafah
WOKMOU GHISLAIN VINCENT, Doktor Falsafah
ALA' SALAMEH FALAH ALSARDIA, Doktor Falsafah
Pembaikan Perwakilan Dan Pemilihan Fitur Dengan Sentimen Untuk Ramalan Pasaran Saham, HANI A.K. IHLAYYEL, Doktor Falsafah
HIBRID PENGOPTIMUMAN BERPACUKAN ANGIN DAN SIMULASI PENYEPUHLINDAPAN SEBAGAI KAEDAH PEMILIHAN FITUR UNTUK PENGELASAN TEKS, AHMAD ZUHAIR IBRAHIM FRAIJ, Doktor Falsafah
Pengoptima Burung Mengawan Untuk Masalah Pengoptimuman Kombinatorik, ANAS W.A. ARRAM, Doktor Falsafah
MAHDI MOLLAHASANI, Doktor Falsafah
Algoritma Gelintaran Harmoni Terubahsuai Untuk Masalah Pendaratan Pesawat, OMAR SALIM ABDULLAH, Doktor Falsafah
ALGORITMA PENGOPTIMUMAN KERUMUNAN ZARAH MULTI-OBJEKTIF UNTUK MASALAH PENGATURAN KEDUDUKAN PENDERIA WAYARLES, MOHAMMED S. IBRAHEM, Doktor Falsafah
Mekanisme Pasaran Dua Sisi Untuk Merekabentuk Model Bisnes Berpacukan Data Raya Bagi Pengendali Rangkaian Mudah Alih, ALADEEN YOUSEF RASHID HMOUD, Doktor Falsafah
HISHAM N. A. MOUSA, Doktor Falsafah
Algoritma Pengoptimuman Evolusi Pembezaan Memetic Dipertingkat Untuk Masalah Penggugusan Data, HOSSAM MOH'D JABR MUSTAFA, Doktor Falsafah
KAEDAH PENGELOMPOKAN BERASASKAN GRID MIKRO MULTI KEPADATAN DIPERTINGKATKAN UNTUK PENGELOMPOKAN STRIM DATA BEREVOLUSI, MAYAS MOHAMMED MAHDI ABD ALI ALJIBAWI, Doktor Falsafah
Pemerolehan Pengetahuan Dan Enjin Inferens Rangkaian Bayesian Menggunakan Pendekatan Hibrid Untuk Sistem Pakar Mata, RAHMAD KURNIAWAN, Doktor Falsafah
SISTEM SOKONGAN KEPUTUSAN TRIAJ CERDAS UNTUK PENGURUSAN WABAK, ROSHAYATI BINTI OSMAN, Doktor Falsafah
KERANGKA KERJA PENGOPTIMUMAN JADUAL WAKTU KOLEJ BERORIENTASIKAN KEBOLEHGUNAAN BERASASKAN EJEN, AZLINDA BINTI ARSHAD, Doktor Falsafah
TANG JIASHEN, Doktor Falsafah
KHIDMAT SOSIAL / SOCIAL @ PUBLIC ENGAGEMENT
(Sumbangan),(Tempoh),(Peringkat)

Khidmat Luar

Applied Computing and Informatics , 08-08-2014 sehingga 30-09-2014 , Antarabangsa
2013 2nd International Conference on Informatics, Electronics & Vision (ICIEV) Proceeding , 03-04-2014 sehingga 30-05-2014 , Antarabangsa
SEMINAR ON ARTIFICIAL INTELLIGENCE RESEARCH AND ISSUES: COMPUTATIONAL CRIMINOLOGY , 14-09-2014 sehingga 14-09-2014 , Kebangsaan
ENTREPRENEURSHIP ICT TRAINING PROGRAM FOR SMALL MEDIUM INDUTSRY IN NORTHERN CORRIDOR ECONOMIC REGION (NCER) , 20-02-2013 sehingga 01-01-1970 , Kebangsaan
SISTEM BALANCED SCORECARD DAN KEY PERFORMANCE INDICATOR POLIS DIRAJA MALAYSIA , 16-03-2015 sehingga 01-01-1970 , Kebangsaan
The Journal of Information and Communication Technology (JICT) , 28-12-2016 sehingga 15-01-2017 , Antarabangsa
Informatics in Medicine Unlocked , 22-09-2016 sehingga 30-11-2016 , Antarabangsa
Panel Penasihat Pengurusan Pengetahuan Polis DiRaja Malaysia (PDRM) , 22-03-2016 sehingga 01-01-1970 , Kebangsaan
Jawatankuasa Teknikal Sistem Kenaikan Pangkat Akademik , 05-02-2018 sehingga 04-02-2020 , Daerah / Jajahan
Jawatankuasa Audit Dalaman, SPKP , 27-11-2018 sehingga 31-05-2019 , Negeri
Jawatankuasa Teknikal Sistem Kenaikan Pangkat Akademik , 05-02-2018 sehingga 04-02-2020 , Kebangsaan
Jawatankuasa Pembangunan Portfolio Penilaian Kendiri UKM 2015-2020 , 07-11-2018 sehingga 31-12-2020 , Kebangsaan
External Evaluator for YUTP-FRG Project , 27-11-2018 sehingga 27-11-2023 , Antarabangsa
Jawatankuasa Teknikal Sistem Penilaian Prestasi Universiti (SPPU) , 01-07-2019 sehingga 01-01-1970 , Kebangsaan
Universiti Teknologi Petronas , 05-12-2019 sehingga 05-12-2019 , Kebangsaan
JAWATANKUASA TASKFORCE SIJIL PROFESIONAL PENGAJARAN PENDIDIKAN TINGGI , 26-08-2019 sehingga 25-08-2022 , Kebangsaan
Comprehensive Analysis and Recommendation of Feature Evaluation Measures for Intrusion Detection , 09-11-2019 sehingga 02-01-0400 , Antarabangsa
A Hybrid Cultural Harmony Search Algorithm for Constrained Optimization Problem of Diesel Blending , 03-12-2019 sehingga 07-01-0400 , Antarabangsa
Comprehensive Analysis and Recommendation of Feature Evaluation Measures for Intrusion Detection , 09-11-2019 sehingga 16-12-0399 , Antarabangsa
Panel Temuduga Program Biasiswa Hadiah Latihan Persekutuan KPT , 22-03-2021 sehingga 01-01-0400 , Kebangsaan
Pakar Rujuk Projek Data Warehouse Institut Jantung Negara , 15-01-2021 sehingga 01-01-0400 , Kebangsaan
Prediction of Discharge Coefficient of the Trapezoidal Broad Crested Weir Flow using Soft Computing Techniques , 21-04-2022 sehingga 31-08-2022 , Antarabangsa
A Novel Based Digital Twin ANN to Cash In Transit Problem , 01-06-2022 sehingga 28-07-2022 , Antarabangsa
Pakar Bidang Kecerdasan Buatan , 17-08-2022 sehingga 01-08-2025 , Kebangsaan
Ahli Jawatankuasa Kamus Kecerdasan Buatan Dewan Bahasa dan Pustaka , 17-08-2022 sehingga 01-08-2025 , Kebangsaan
International Guest Lecture Program Universiti Islam Negeri Sultan Syarif Kasim Riau, Indonesia , 04-01-2022 sehingga 04-01-2022 , Antarabangsa
Visiting IT Consultant , 19-10-2022 sehingga 18-10-2024 , Kebangsaan

Khidmat Dalam

PENILAI GERAN GUP PERINGKAT FTSM , 01-04-2020 sehingga 04-05-2020 , Fakulti / Institut / Pusat Perkhidmatan
Ahli Jawatankuasa Taskforce Sijil Profesional Pengajaran Pendidikan Tinggi (SPPPT) , 26-08-2019 sehingga 25-08-2022 , Universiti
JAWATANKUASA DOKUMENTASI SPKP UKM , 01-01-2017 sehingga 31-12-2017 , Universiti
JAWATANKUASA INDUK ANALITIK DATA KEWANGAN , 01-11-2022 sehingga 31-10-2024 , Fakulti / Institut / Pusat Perkhidmatan
JAWATANKUASA PELAKSANA ANALITIK DATA KEWANGAN , 01-11-2022 sehingga 31-10-2024 , Fakulti / Institut / Pusat Perkhidmatan
JAWATANKUASA PEMBANGUNAN PROFIL BAKAT UKM , 01-10-2020 sehingga 30-09-2021 , Universiti
JAWATANKUASA PENAMBAHBAIKAN SEMAKAN SEMULA GRED PEPERIKSAAN PELAJAR DI UNIVERSITI KEBANGSAAN MALAYSIA , 24-08-2023 sehingga 23-08-2025 , Universiti
JAWATANKUASA PENGAJARAN SPPU KOMPONEN E , 08-06-2023 sehingga 07-06-2024 , Universiti
JAWATANKUASA PENILAIAN PRGS FASA 1/2019 , 15-01-2019 sehingga 14-01-2020 , Pusat Pengajian / Jabatan / Pusat Penyelidikan / Unit
JAWATANKUASA SISTEM PENILAIAN PRESTASI UNIVERSITI (TEKNIKAL) , 01-01-2023 sehingga 31-12-2024 , Universiti
JAWATANKUASA TEKNIKAL PEMBANGUNAN MODUL KOMPETENSI STAF BUKAN AKADEMIK (FUNGSIAN) SKIM F , 01-10-2020 sehingga 31-08-2021 , Universiti
JK Pemeriksa dan Peperiksaan Lisan Kedoktoran Bil.12/2020 , 11-11-2020 sehingga 11-11-2020 , Fakulti / Institut / Pusat Perkhidmatan
JK Pemeriksa dan Peperiksaan Lisan Kedoktoran Bil.24/2019 , 01-10-2019 sehingga 01-10-2019 , Fakulti / Institut / Pusat Perkhidmatan
JK Pemeriksa dan Peperiksaan Lisan Kedoktoran Bil.9/2019 , 19-04-2019 sehingga 19-04-2019 , Fakulti / Institut / Pusat Perkhidmatan
Jawatakuasa Penilai SPS , 02-02-2021 sehingga 13-08-2021 , Fakulti / Institut / Pusat Perkhidmatan
Jawatankuasa Analitik Data Indeks Kelestarian Program , 01-11-2022 sehingga 31-10-2024 , Universiti
Jawatankuasa Audit Dalaman ISO SPKP , 01-01-2020 sehingga 31-12-2023 , Universiti
Jawatankuasa Bitara Kumpulan Watan , 01-03-2022 sehingga 28-02-2023 , Fakulti / Institut / Pusat Perkhidmatan
Jawatankuasa Kualiti SPKP UKM Profesional-UKM , 01-01-2020 sehingga 31-12-2020 , Fakulti / Institut / Pusat Perkhidmatan
Jawatankuasa Minggu Mesra Mahasiswa 2021 , 04-10-2021 sehingga 04-10-2021 , Fakulti / Institut / Pusat Perkhidmatan
Jawatankuasa MyPortfolio UKM , 08-04-2019 sehingga 07-03-2022 , Universiti
Jawatankuasa Pakar Rujuk Arificial Intelligence (AI)@UKM , 15-01-2020 sehingga 14-01-2021 , Universiti
Jawatankuasa Pelaksanaan UrusBakat (FAQ) , 01-01-2020 sehingga 31-12-2020 , Fakulti / Institut / Pusat Perkhidmatan
Jawatankuasa Penguji UAT Sistem UrusBakat Fasa 1 dan Fasa 2 , 01-01-2020 sehingga 31-12-2020 , Universiti
Jawatankuasa Penilai Program Sijil Profesional Pengajaran Pendidikan Tinggi , 28-10-2020 sehingga 31-12-2021 , Fakulti / Institut / Pusat Perkhidmatan
Jawatankuasa Persediaan COPPA Program Doktor Pendidikan Tinggi , 01-01-2017 sehingga 30-06-2018 , Universiti
Jawatankuasa Program Sarjana , 01-11-2023 sehingga 31-10-2026 , Fakulti / Institut / Pusat Perkhidmatan
Jawatankuasa Teknikal Sistem Kenaikan Pangkat Akademik , 05-02-2018 sehingga 04-02-2020 , Universiti
Jawatankuasa Teknikal Sistem Penilaian Prestasi Universiti (SPPU) , 28-06-2019 sehingga 27-06-2022 , Universiti
Jawatankuasa Teras 5: Pemanfaatan Kepintaran Data , 01-01-2022 sehingga 31-12-2025 , Universiti
LANTIKAN AHLI JAWATANKUASA PENYEDIAAN DOKUMEN COPPA PROGRAM SARJANA PENTADBIRAN AWAM DAN KEPIMPINAN FAKULTI EKONOMI DAN PENGURUSAN , 01-03-2021 sehingga 31-12-2021 , Fakulti / Institut / Pusat Perkhidmatan
LANTIKAN TAMBAHAN AHLI JAWATANKUASA PENYEDIAN DOKUMEN SEMAK SEMULA PROGRAM SARJANA PENTADBIRAN AWAM DAN KEPIMPINAN,FEP , 08-08-2022 sehingga 08-08-2024 , Fakulti / Institut / Pusat Perkhidmatan
MESYUARAT JAWATANKUASA PEMERIKSA SISWAZAH, FAKULTI SAINS KESIHATAN , 25-05-2022 sehingga 25-05-2022 , Fakulti / Institut / Pusat Perkhidmatan
Majlis Pengiktirafan Penyelia dan Pemakaian Jubah Doktor Falsafah 2022 , 28-11-2022 sehingga 28-11-2022 , Fakulti / Institut / Pusat Perkhidmatan
PELANTIKAN SEBAGAI AHLI JAWATANKUASA PENILAIAN DI BAWAH DANA PENYELIDIKAN KEMENTERIAN PENDIDIKAN TINGGI (DP KPT) TAHUN 2023 , 18-03-2023 sehingga 31-12-2023 , Universiti
PELANTIKAN SEBAGAI AHLI JAWATANKUASA PENILAIAN DI BAWAH DANA PENYELIDIKAN KEMENTERIAN PENDIDIKAN TINGGI (DP KPT) TAHUN 2024 , 16-12-2023 sehingga 31-12-2024 , Universiti
Panel Penilai Dana Pendanaan Industri 2023 , 25-01-2023 sehingga 31-01-2023 , Fakulti / Institut / Pusat Perkhidmatan
Panel Penilai Geran Penyelidikan di bawah Dana UP Tahun 2022 , 01-06-2022 sehingga 31-12-2022 , Universiti
Panel Penilai Geran Penyelidikan di bawah Dana UP Tahun 2023 , 26-07-2023 sehingga 31-12-2023 , Universiti
Panel Penilai PRGS , 01-02-2017 sehingga 28-02-2017 , Universiti
Pembangunan Bahan Latihan Dalam Talian (Klinik MayaBestari@UKM) , 15-09-2017 sehingga 31-12-2018 , Fakulti / Institut / Pusat Perkhidmatan
Pengurus UKMFolio , 04-04-2023 sehingga 03-04-2025 , Universiti
Penilai LMCK (Citra Kompentensi) , 02-01-2019 sehingga 31-12-2020 , Fakulti / Institut / Pusat Perkhidmatan
Penilaian Geran Universiti Penyelidikan (GUP dan GGPM) , 13-04-2023 sehingga 19-05-2023 , Fakulti / Institut / Pusat Perkhidmatan
Penilaian LMCK-SIG Sem 1 2020/2021 , 18-01-2021 sehingga 22-01-2021 , Fakulti / Institut / Pusat Perkhidmatan
Penilaian LMCK-SIG Sem 2 2020/2021 , 28-06-2021 sehingga 02-07-2021 , Fakulti / Institut / Pusat Perkhidmatan
Penilaian LMCK-SIG Semester 1 2021/2022 , 17-01-2022 sehingga 21-01-2022 , Fakulti / Institut / Pusat Perkhidmatan
Penilaian LMCK-SIG Semester 2 2021/2022 , 04-07-2022 sehingga 08-07-2022 , Fakulti / Institut / Pusat Perkhidmatan
Penilaian LMCK-SIG Semester I 2022/2023 , 23-01-2023 sehingga 27-01-2023 , Fakulti / Institut / Pusat Perkhidmatan
Penilaian LMCK-SIG Semester II 2022/2023 , 03-07-2023 sehingga 07-07-2023 , Fakulti / Institut / Pusat Perkhidmatan
Program Karnival Latihan Industri dan Kerjaya (KLIK2023) , 10-04-2023 sehingga 10-04-2023 , Fakulti / Institut / Pusat Perkhidmatan
Projek Tahun Akhir Prasiswazah , 01-01-2021 sehingga 31-12-2021 , Fakulti / Institut / Pusat Perkhidmatan
Seminar Pelajar Siswazah CAIT Sesi Jun 2020-Pemeriksa , 22-06-2020 sehingga 26-06-2020 , Fakulti / Institut / Pusat Perkhidmatan
Sesi Mempertahankan Usulan - Abubakar Jumaah Rabash , 04-11-2022 sehingga 04-11-2022 , Pusat Pengajian / Jabatan / Pusat Penyelidikan / Unit
Sesi Mempertahankan Usulan - Mohamad Khairulamirin Md Razali , 13-09-2022 sehingga 13-09-2023 , Pusat Pengajian / Jabatan / Pusat Penyelidikan / Unit
Sesi Mempertahankan Usulan - Safea Yousef Saleh Al-Adwan , 30-11-2022 sehingga 30-11-2022 , Pusat Pengajian / Jabatan / Pusat Penyelidikan / Unit
TERAS 6 : PEMANFAATAN KEPINTARAN DATA , 23-10-2020 sehingga 31-12-2021 , Fakulti / Institut / Pusat Perkhidmatan