Untuk Kegunaan UKM sahaja

For UKM use only

Curriculum Vitae


MAKLUMAT ASAS

DR. NOR SAMSIAH BINTI SANI

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

Nor Samsiah Sani received her bachelor’s degree in Information Technology from Universiti Tenaga Nasional (UNITEN), Malaysia. She then continued her PhD at the University of Sheffield, United Kingdom, where her thesis focused on machine learning, deep learning, and evolutionary algorithms. She currently holds the position of Senior Lecturer at the Faculty of Information Science and Technology, Center for Artificial Intelligence Technology (CAIT), Universiti Kebangsaan Malaysia (UKM). She has been invited as a speaker for several seminars on Machine Learning (ML) and Deep Learning (DL). She has also been invited to conduct short courses on similar subjects. Currently, she is leading several projects involving collaboration with Malaysian government sectors and industries at the national and international levels. Her research interests primarily lie in the fields of predictive analytics, machine learning, data analytics, deep learning, evolutionary algorithms, data mining and optimization, and Chemoinformatics

KELAYAKAN AKADEMIK / ACADEMIC QUALIFICATION
(Bidang Pengajian),(Peringkat),(Institusi),(Tahun)
Social Sciences , Doktor Falsafah , UNIVERSITY OF SHEFFIELD, UK , 2016
Sarjana Muda , UNITEN , 2005
KEPAKARAN / EXPERTISE
INFORMATION AND COMMUNICATION TECHNOLOGY - ARTIFICIAL INTELLIGENCE ( Machine Learning, Deep Learning, Evolutionary Algorithm, Chemoinformatics, Data Analytics, Data Mining and Optimization)
PENERBITAN TERKINI / LATEST PUBLICATION

Penerbitan Berimpak Tinggi

Peizhen Xing, Hui Zhang, Morched Derbali, Shebnam M. Sefat D, Amal H. Alharbi, Doaa Sami Khafaga, Nor Samsiah Sani.  (2023).  An Efficient Algorithm For Energy Harvesting In Iiot Based On Machine Learning And Swarm Intelligence.  - Heliyon.  1-19. 
Milos Dobrojevic, Miodrag Zivkovic, Amit Chhabra, Nor Samsiah Sani, Nebojsa Bacanin And Maifuza Mohd Amin.  (2023).  Addressing Internet Of Things Security By Enhanced Sine Cosine Metaheuristics Tuned Hybrid Machine Learning Model And Results Interpretation Based On Shap Approach.  - Peer J Computer Science.  1-47. 
Ali Mohsin Al-juboori, Ali Hakem Alsaeedi, Riyadh Rahef Nuiaa, Zaid Abdi Alkareem Alyasseri, Nor Samsiah Sani, Suha Mohammed Hadi, Husam Jasim Mohammed, Bashaer Abbuod Musawi And Maifuza Mohd Amin.  (2023).  A Hybrid Cracked Tiers Detection System Based On Adaptive Correlation Features Selection And Deep Belief Neural Networks.  - Symmetry.  1-14. 
Esraa Saleh Alomari, Riyadh Rahef Nuiaa, Zaid Abdi Alkareem Alyasseri, Husam Jasim Mohammed, Nor Samsiah Sani, Mohd Isrul Esa And Bashaer Abbuod Musawi.  (2023).  Malware Detection Using Deep Learning And Correlation-based Feature Selection.  - Symmetry.  1-21. 
Hongyuan Wang, Mohammed Dauwed, Imran Khan, Nor Samsiah Sani, Hasmila Amirah Omar, Hirofumi Amano, Samih M. Mostafa.  (2023).  Mec-iot-healthcare: Analysis And Prospects.  - Computers, Materials & Continua.  6219-6250. 
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. 
Waleed Shahjehan, Abid Ullah, Syed Waqar Shah, Imran Khan, Nor Samsiah Sani, Ki-il Kim.  (2022).  A Sparse Optimization Approach For Beyond 5g Mmwave Massive Mimo Networks.  - Cmc-computers Materials & Continua.  2797-2810. 
Abdallah Abdallah, Mohamad Khairi Ishak, Nor Samsiah Sani, Imran Khan, Fahad R. Albogamy, Hirofumi Amano, Samih M. Mostafa.  (2022).  An Optimal Framework For Sdn Based On Deep Neural Network.  - Cmc-computers Materials & Continua.  1125-1140. 
Illa Iza Suhana Shamsuddin, Zalinda Othman, Nor Samsiah Sani.  (2022).  Water Quality Index Classification Based On Machine Learning: A Case From The Langat River Basin Model.  - Water.  1-20. 
Ali Sabah Abdulameer, Sabrina Tiun, Nor Samsiah Sani, Masri Ayob, Adil Yaseen Taha.  (2022).  Enhanced Clustering Models With Wiki-based K-nearest Neighbors-based Representation For Web Search Result Clustering.  - Journal Of King Saud University - Computer And Information Sciences.  840-850. 
Ahmad Fikri Mohamed Nafuri, Nor Samsiah Sani, Nur Fatin Aqilah Zainudin, Abdul Hadi Abd Rahman And Mohd Aliff.  (2022).  Clustering Analysis For Classifying Student Academic Performance In Higher Education.  - Applied Sciences.  1-22. 
Majid Hameed Ahmed, Sabrina Tiun, Nazlia Omar , Nor Samsiah Sani.  (2022).  Short Text Clustering Algorithms, Application And Challenges: A Survey.  - Applied Sciences.  1-39. 
Atheer Bassel, Amjed Basil Abdulkareem, Zaid Abdi Alkareem Alyasseri, Nor Samsiah Sani And Husam Jasim Mohammed.  (2022).  Automatic Malignant And Benign Skin Cancer Classification Using A Hybrid Deep Learning Approach.  - Diagnostics.  1-15. 
Ammar Nasif, Zulaiha Ali Othman And Nor Samsiah Sani.  (2021).  The Deep Learning Solutions On Lossless Compression Meth-ods For Alleviating Data Load On Iot Nodes In Smart Cities.  - Sensors.  1-26. 
Mariah Abdul Rahman, Nor Samsiah Sani, Rusnita Hamdan, Zulaiha Ali Othman, Azuraliza Abu Bakar.  (2021).  A Clustering Approach To Identify Multidimensional Poverty Indicators For The Bottom 40 Percent Group.  - Plos One.  1-25. 
Abdullah Muhammad, Salwani Abdullah, Nor Samsiah Sani.  (2021).  Optimization Of Sentiment Analysis Using Teaching-learning Based Algorithm.  - Computers, Materials & Continua.  1783-1799. 
Ali Sabah, Sabrina Tiun, Nor Samsiah Sani, Masri Ayob, Adil Yaseen Taha.  (2021).  Enhancing Web Search Result Clustering Model Based On Multiview Multirepresentation Consensus Cluster Ensemble (mmcc) Approach.  - Plos One.  1-22. 
Ying He, Habib Ullah Khan, Kai Zhang, Wei Wang, Bong Jun Cho, Ayman A. Aly, Bassem F. Felemban, Nor Samsiah Sani, Qazwan A. Tarbosh, And Ömer Aydogdu.  (2021).  D2d-v2x-sdn: Taxonomy And Architecture Towards 5g Mobile Communication System.  - Ieee Access.  15550-15552. 
Norashikin Mustafa, Nik Shanita Safii, Aida Jaffar, Nor Samsiah Sani, Mohd Izham Mohamad, Abdul Hadi Abd Rahman, Sherina Mohd Sidik.  (2021).  Malay Version Of The Mhealth App Usability Questionnaire (m-mauq): Translation, Adaptation, And Validation Study.  - Jmir Mhealth And Uhealth.  1-11. 
Afzan Adam, Abdul Hadi Abd Rahman, Nor Samsiah Sani, Zaid Abdi Alkareem Alyessari, Nur Jumaadzan Zaleha Mamat, Basela Hasan.  (2021).  Epithelial Layer Estimation Using Curvatures And Textural Features For Dysplastic Tissue Detection.  - Computers, Materials And Continua.  761-777. 
Mustafa Tareq, Elankovan A. Sundararajan, Masnizah Mohd, And Nor Samsiah Sani.  (2020).  Online Clustering Of Evolving Data Streams Using A Density Grid-based Method.  - Ieee Access.  66472-66490. 
John D. Holliday, Nor Sani & Peter Willett.  (2018).  Ligand Based Virtual Screening Using A Genetic Algorithm With Data Fusion.  - Match Communications In Mathematical And In Computer Chemistry. 
John D. Holliday, Nor Sani And Peter Willett.  (2015).  Calculation Of Substructural Analysis Weights Using A Genetic Algorithm.  - Journal Of Chemical Information And Modeling. 

Penerbitan WOS

Nur Afyfah Suwadi, Morched Derbali, Nor Samsiah Sani, Meng Chun Lam, Haslina Arshad, Imran Khan, And Ki-il Kim.  (2022).  An Optimized Approach For Predicting Water Quality Features Based On Machine Learning.  - Wireless Communications & Mobile Computing.  1-20. 
Amit Chhabra, Sudip Kumar Sahana, Nor Samsiah Sani, Ali Mohammadzadeh And Hasmila Amirah Omar.  (2022).  Energy-aware Bag-of-tasks Scheduling In The Cloud Computing System Using Hybrid Oppositional Differential Evolution-enabled Whale Optimization Algorithm.  - Energies.  1-36. 
Rabiatul Adawiyah Ali, Nik Nor Liyana Nik Ibrahim, Wan Azlina Wan Abdul Karim Ghani, Hon Loong Lam, Nor Samsiah Sani.  (2022).  Utilization Of Process Network Synthesis And Machine Learning As Decision Making Tools For Municipal Solid Waste Management.  - International Journal Of Environmental Science And Technology.  1985-1996. 
Amjed Basil Abdulkareem, Nor Samsiah Sani, Shahnorbanun Sahran, Zaid Abdi Alkareem Alyessari, Afzan Adam, Abdul Hadi Abd Rahman, Abdulkarem Basil Abdulkarem.  (2021).  Predicting Covid-19 Based On Environmental Factors With Machine Learning.  - Intelligent Automation And Soft Computing.  305-320. 
Azuraliza Abu Bakar, Rusnita Hamdan, Nor Samsiah Sani.  (2020).  Ensemble Learning For Multidimensional Poverty Classification.  - Sains Malaysiana.  447-459. 
Zulaiha Ali Othman, Azuraliza Abu Bakar, Nor Samsiah Sani, Jamaludin Sallim.  (2020).  Household Overspending Model Amongst B40, M40 And T20 Using Classification Algorithm.  - (ijacsa) International Journal Of Advanced Computer Science And Applications.  392-399. 
Fayyad Banihani, Salwani Abdullah, Nor Samsiah Sani, Zalinda Othman.  (2019).  Reinitiate Great Deluge With Composite Neighbourhood Structures For Rough Set Attribute Reduction.  - International Journal Of Computer Science And Network Security.  165-171. 
Mohd Aliff, Mi Yusof, Nor Samsiah Sani, Azavitra Zainal.  (2019).  Development Of Fire Fighting Robot (qrob).  - International Journal Of Advanced Computer Science And Applications.  142-147. 
Abdul Hadi Abd Rahman, Rossilawati Sulaiman, Nor Samsiah Sani, Afzan Adam, Roham Amini.  (2019).  Evaluation Of Peer Robot Communications Using Cryptoros.  - International Journal Of Advanced Computer Science And Applications.  658-663. 
Mohd Aliff, Nor Samsiah Sani.  (2019).  Robot Arm Analysis Based On Master Device Pneumatic Actuators.  - International Journal Of Advanced Computer Science And Applications.  199-204. 
Gadeer Mahmood Alathamneh, Salwani Abdullah, Nor Samsiah Sani.  (2019).  Genetic Algorithm Selection Strategies Based Rough Set For Attribute Reduction.  - International Journal Of Computer Science And Network Security.  187-194. 
Tara Khairiyah Md Zali, Nor Samsiah Sani, Abdul Hadi Abd Rahman, Mohd Aliff.  (2019).  Attractiveness Analysis Of Quiz Games.  - International Journal Of Advanced Computer Science And Applications.  205-210. 

Penerbitan SCOPUS/ERA

Milos Dobrojevic, Miodrag Zivkovic, Amit Chhabra, Nor Samsiah Sani, Nebojsa Bacanin And Maifuza Mohd Amin.  (2023).  Addressing Internet Of Things Security By Enhanced Sine Cosine Metaheuristics Tuned Hybrid Machine Learning Model And Results Interpretation Based On Shap Approach.  - Peer J Computer Science.  1-47. 
Esraa Saleh Alomari, Riyadh Rahef Nuiaa, Zaid Abdi Alkareem Alyasseri, Husam Jasim Mohammed, Nor Samsiah Sani, Mohd Isrul Esa And Bashaer Abbuod Musawi.  (2023).  Malware Detection Using Deep Learning And Correlation-based Feature Selection.  - Symmetry.  1-21. 
Peizhen Xing, Hui Zhang, Morched Derbali, Shebnam M. Sefat D, Amal H. Alharbi, Doaa Sami Khafaga, Nor Samsiah Sani.  (2023).  An Efficient Algorithm For Energy Harvesting In Iiot Based On Machine Learning And Swarm Intelligence.  - Heliyon.  1-19. 
Hongyuan Wang, Mohammed Dauwed, Imran Khan, Nor Samsiah Sani, Hasmila Amirah Omar, Hirofumi Amano, Samih M. Mostafa.  (2023).  Mec-iot-healthcare: Analysis And Prospects.  - Computers, Materials & Continua.  6219-6250. 
Ali Mohsin Al-juboori, Ali Hakem Alsaeedi, Riyadh Rahef Nuiaa, Zaid Abdi Alkareem Alyasseri, Nor Samsiah Sani, Suha Mohammed Hadi, Husam Jasim Mohammed, Bashaer Abbuod Musawi And Maifuza Mohd Amin.  (2023).  A Hybrid Cracked Tiers Detection System Based On Adaptive Correlation Features Selection And Deep Belief Neural Networks.  - Symmetry.  1-14. 
Atheer Bassel, Amjed Basil Abdulkareem, Zaid Abdi Alkareem Alyasseri, Nor Samsiah Sani And Husam Jasim Mohammed.  (2022).  Automatic Malignant And Benign Skin Cancer Classification Using A Hybrid Deep Learning Approach.  - Diagnostics.  1-15. 
Ahmad Fikri Mohamed Nafuri, Nor Samsiah Sani, Nur Fatin Aqilah Zainudin, Abdul Hadi Abd Rahman And Mohd Aliff.  (2022).  Clustering Analysis For Classifying Student Academic Performance In Higher Education.  - Applied Sciences.  1-22. 
Ashraf Abdelhadi, Suhaila Zainudin, Nor Samsiah Sani.  (2022).  A Regression Model To Predict Key Performance Indicators In Higher Education Enrollments.  - International Journal Of Advanced Computer Science And Applications (ijacsa).  454-460. 
Illa Iza Suhana Shamsuddin, Zalinda Othman, Nor Samsiah Sani.  (2022).  Water Quality Index Classification Based On Machine Learning: A Case From The Langat River Basin Model.  - Water.  1-20. 
Majid Hameed Ahmed, Sabrina Tiun, Nazlia Omar , Nor Samsiah Sani.  (2022).  Short Text Clustering Algorithms, Application And Challenges: A Survey.  - Applied Sciences.  1-39. 
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. 
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. 
Ali Sabah Abdulameer, Sabrina Tiun, Nor Samsiah Sani, Masri Ayob, Adil Yaseen Taha.  (2022).  Enhanced Clustering Models With Wiki-based K-nearest Neighbors-based Representation For Web Search Result Clustering.  - Journal Of King Saud University - Computer And Information Sciences.  840-850. 
Nur Afyfah Suwadi, Morched Derbali, Nor Samsiah Sani, Meng Chun Lam, Haslina Arshad, Imran Khan, And Ki-il Kim.  (2022).  An Optimized Approach For Predicting Water Quality Features Based On Machine Learning.  - Wireless Communications & Mobile Computing.  1-20. 
Amit Chhabra, Sudip Kumar Sahana, Nor Samsiah Sani, Ali Mohammadzadeh And Hasmila Amirah Omar.  (2022).  Energy-aware Bag-of-tasks Scheduling In The Cloud Computing System Using Hybrid Oppositional Differential Evolution-enabled Whale Optimization Algorithm.  - Energies.  1-36. 
Abdallah Abdallah, Mohamad Khairi Ishak, Nor Samsiah Sani, Imran Khan, Fahad R. Albogamy, Hirofumi Amano, Samih M. Mostafa.  (2022).  An Optimal Framework For Sdn Based On Deep Neural Network.  - Cmc-computers Materials & Continua.  1125-1140. 
Waleed Shahjehan, Abid Ullah, Syed Waqar Shah, Imran Khan, Nor Samsiah Sani, Ki-il Kim.  (2022).  A Sparse Optimization Approach For Beyond 5g Mmwave Massive Mimo Networks.  - Cmc-computers Materials & Continua.  2797-2810. 
Rabiatul Adawiyah Ali, Nik Nor Liyana Nik Ibrahim, Wan Azlina Wan Abdul Karim Ghani, Hon Loong Lam, Nor Samsiah Sani.  (2022).  Utilization Of Process Network Synthesis And Machine Learning As Decision Making Tools For Municipal Solid Waste Management.  - International Journal Of Environmental Science And Technology.  1985-1996. 
Ying He, Habib Ullah Khan, Kai Zhang, Wei Wang, Bong Jun Cho, Ayman A. Aly, Bassem F. Felemban, Nor Samsiah Sani, Qazwan A. Tarbosh, And Ömer Aydogdu.  (2021).  D2d-v2x-sdn: Taxonomy And Architecture Towards 5g Mobile Communication System.  - Ieee Access.  15550-15552. 
Norsuhada Mansor, Nor Samsiah Sani, Mohd Aliff.  (2021).  Machine Learning For Predicting Employee Attrition.  - International Journal Of Advanced Computer Science And Applications.  435-445. 
Afzan Adam, Abdul Hadi Abd Rahman, Nor Samsiah Sani, Zaid Abdi Alkareem Alyessari, Nur Jumaadzan Zaleha Mamat, Basela Hasan.  (2021).  Epithelial Layer Estimation Using Curvatures And Textural Features For Dysplastic Tissue Detection.  - Computers, Materials And Continua.  761-777. 
Norashikin Mustafa, Nik Shanita Safii, Aida Jaffar, Nor Samsiah Sani, Mohd Izham Mohamad, Abdul Hadi Abd Rahman, Sherina Mohd Sidik.  (2021).  Malay Version Of The Mhealth App Usability Questionnaire (m-mauq): Translation, Adaptation, And Validation Study.  - Jmir Mhealth And Uhealth.  1-11. 
Ammar Nasif, Zulaiha Ali Othman And Nor Samsiah Sani.  (2021).  The Deep Learning Solutions On Lossless Compression Meth-ods For Alleviating Data Load On Iot Nodes In Smart Cities.  - Sensors.  1-26. 
Amjed Basil Abdulkareem, Nor Samsiah Sani, Shahnorbanun Sahran, Zaid Abdi Alkareem Alyessari, Afzan Adam, Abdul Hadi Abd Rahman, Abdulkarem Basil Abdulkarem.  (2021).  Predicting Covid-19 Based On Environmental Factors With Machine Learning.  - Intelligent Automation And Soft Computing.  305-320. 
Abdullah Muhammad, Salwani Abdullah, Nor Samsiah Sani.  (2021).  Optimization Of Sentiment Analysis Using Teaching-learning Based Algorithm.  - Computers, Materials & Continua.  1783-1799. 
Mariah Abdul Rahman, Nor Samsiah Sani, Rusnita Hamdan, Zulaiha Ali Othman, Azuraliza Abu Bakar.  (2021).  A Clustering Approach To Identify Multidimensional Poverty Indicators For The Bottom 40 Percent Group.  - Plos One.  1-25. 
Azuraliza Abu Bakar, Rusnita Hamdan, Nor Samsiah Sani.  (2020).  Ensemble Learning For Multidimensional Poverty Classification.  - Sains Malaysiana.  447-459. 
Mustafa Tareq, Elankovan A. Sundararajan, Masnizah Mohd, And Nor Samsiah Sani.  (2020).  Online Clustering Of Evolving Data Streams Using A Density Grid-based Method.  - Ieee Access.  66472-66490. 
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. 
Nor Samsiah Sani, Abdul Hadi Abd Rahman, Afzan Adam, Israa Shlash, Mohd Aliff.  (2020).  Ensemble Learning For Rainfall Prediction.  - International Journal Of Advanced Computer Science And Applications (ijacsa).  153-162. 
Aliff, M., Saiful Amry, I., Yusof, M. I., Zainal, A. And Rohanim, A.,sani, N. S..  (2020).  Development Of Smart Rescue Robot With Image Processing (irob-ip).  - International Journal Of Electrical Engineering And Technology.  8-19. 
Norashikin Mustafa, Abdul Hadi Abd Rahman, Nor Samsiah Sani, Mohd Izham Mohamad, Ahmad Zawawi Zakaria, Azimah Ahmad, Noor Hafizah Yatiman, Ruzita Abd Talib, Poh Bee Koon, Nik Shanita Safii.  (2020).  Idietscoretm: Meal Recommender System For Athletes And Active Individuals.  - (ijacsa) International Journal Of Advanced Computer Science And Applications.  269-276. 
Wong Soon Fook, Abdul Hadi Abd Rahman, Nor Samsiah Sani, Afzan Adam.  (2020).  Resource Optimisation Using Multithreading In Support Vector Machine.  - International Journal Of Advanced Computer Science And Applications.  356-359. 
Zulaiha Ali Othman, Azuraliza Abu Bakar, Nor Samsiah Sani, Jamaludin Sallim.  (2020).  Household Overspending Model Amongst B40, M40 And T20 Using Classification Algorithm.  - (ijacsa) International Journal Of Advanced Computer Science And Applications.  392-399. 
Shafaizal Shabudin, Nor Samsiah Sani, Khairul Akram Zainal Ariffin, Mohd Aliff.  (2020).  Feature Selection For Phishing Website Classification.  - International Journal Of Advanced Computer Science And Applications.  587-595. 
Mohd Aliff, Fitri Danieal, Mohd Firdaus Mohamed, Ahmad Athif, Tetsuya Akagi, Nor Samsiah.  (2020).  Development Of Flexible Pneumatic Rehabilitation Actuator For Knee Injury.  - Test Engineering & Management Magazine.  12849-12855. 
Mohd Aliff, Mohamed Alif Dinie, Ismail Yusof, Nor Samsiah.  (2019).  Development Of Smart Glove Rehabilitation Device (sgrd) For Parkinson's Disease.  - International Journal Of Innovative Technology And Exploring Engineering (ijitee).  4512-4511. 
Mohamed Rafique Othman, Zulaiha Ali Othman, Ayman Ibraheem Srour, Nor Samsiah Sani.  (2019).  A Hybrid Water Flow-like Algorithm And Variable Neighbourhood Search For Traveling Salesman Problem.  - International Journal On Advanced Science, Engineering And Information Technology.  1505-1511. 
Mohd Aliff, Abdul Halim Hamdi, Ismail Yusof, Nor Samsiah.  (2019).  Development Of Control System For Dual Nc Machine With Single 6-axis Robot.  - International Journal Of Innovative Technology And Exploring Engineering (ijitee).  4505-4511. 
Tara Khairiyah Md Zali, Nor Samsiah Sani, Abdul Hadi Abd Rahman, Mohd Aliff.  (2019).  Attractiveness Analysis Of Quiz Games.  - International Journal Of Advanced Computer Science And Applications.  205-210. 
Mohd Aliff, Nor Samsiah Sani.  (2019).  Robot Arm Analysis Based On Master Device Pneumatic Actuators.  - International Journal Of Advanced Computer Science And Applications.  199-204. 
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. 
Abdul Hadi Abd Rahman, Rossilawati Sulaiman, Nor Samsiah Sani, Afzan Adam, Roham Amini.  (2019).  Evaluation Of Peer Robot Communications Using Cryptoros.  - International Journal Of Advanced Computer Science And Applications.  658-663. 
Mohd Aliff, Mi Yusof, Nor Samsiah Sani, Azavitra Zainal.  (2019).  Development Of Fire Fighting Robot (qrob).  - International Journal Of Advanced Computer Science And Applications.  142-147. 
Fayyad Banihani, Salwani Abdullah, Nor Samsiah Sani, Zalinda Othman.  (2019).  Reinitiate Great Deluge With Composite Neighbourhood Structures For Rough Set Attribute Reduction.  - International Journal Of Computer Science And Network Security.  165-171. 
Mohd Aliff, Nur Raihan, Ismail Yusof, Nor Samsiah.  (2019).  Development Of Remote Operated Vehicle (rov) Control System Using Twincat At Main Control Pod (mcp).  - International Journal Of Innovative Technology And Exploring Engineering (ijitee).  5606-5610. 
Mohd Aliff, Noor Firdaus, Nasyuha Rosli, Mi Yusof, Nor Samsiah, Shahrul Effendy.  (2019).  Remotely Operated Unmanned Underwater Vehicle For Inspection.  - International Journal Of Innovative Technology And Exploring Engineering (ijitee).  4644-4649. 
Gadeer Mahmood Alathamneh, Salwani Abdullah, Nor Samsiah Sani.  (2019).  Genetic Algorithm Selection Strategies Based Rough Set For Attribute Reduction.  - International Journal Of Computer Science And Network Security.  187-194. 
John D. Holliday, Nor Sani & Peter Willett.  (2018).  Ligand Based Virtual Screening Using A Genetic Algorithm With Data Fusion.  - Match Communications In Mathematical And In Computer Chemistry. 
Nor Samsiah Sani , Mariah Abdul Rahman , Azuraliza Abu Bakar , Shahnorbanun Sahran , Hafiz Mohd Sarim.  (2018).  Machine Learning Approach For Bottom 40 Percent Households (b40) Poverty Classification.  - International Journal On Advanced Science, Engineering And Information Technology. 
Nor Samsiah Sani, Illa Iza Suhana Shamsuddin, Shahnorbanun Sahran, Abdul Hadi Abd Rahman, Ereena Nadjimin Muzaffar.  (2018).  Redefining Selection Of Features And Classification Algorithms For Room Occupancy Detection.  - International Journal On Advanced Science, Engineering And Information Technology. 
Nor Samsiah Sani, Mariah Abdul Rahman, Azuraliza Abu Bakar, Shahnorbanun Sahran, Hafiz Mohd Sarim.  (2018).  Machine Learning Approach For Bottom 40 Percent Households (b40) Poverty Classification.  - International Journal On Advanced Science, Engineering And Information Technology. 
Abdul Hadi Abd Rahman, Khairul Akram Zainol Ariffin, Nor Samsiah Sani, Hairi Zamzuri.  (2017).  Pedestrian Detection Using Triple Laser Range Finders.  - International Journal Of Electrical And Computer Engineering. 
John D. Holliday, Nor Sani And Peter Willett.  (2015).  Calculation Of Substructural Analysis Weights Using A Genetic Algorithm.  - Journal Of Chemical Information And Modeling. 

Prosiding Terindeks

Ali Lamjid, Khairul Akram Zainol Ariffin, Mohd Juzaiddin Ab Aziz, Nor Samsiah Sani.  (2023).  Determine The Optimal Hidden Layers And Neurons In The Generative Adversarial Networks Topology For The Intrusion Detection Systems.  - 2022 International Conference On Cyber Resilience (iccr).  1-7. 
Rusnita Isnin@hamdan, Azuraliza Abu Bakar, Nur Samsiah Sani.  (2020).  Does Artificial Intelligence Prevail In Poverty Measurement?.  - Journal Of Physics: Conference Series.  1-13. 
Izwan Azmi, Mohamad Syazwan Shafei, Mohammad Faidzul Nasrudin, Nor Samsiah Sani, Abdul Hadi Abd Rahman.  (2019).  Arucorsv: Robot Localisation Using Artificial Marker.  - The 6th International Conference For Robotics Intelligence And Applications (rita 2018).  189-198. 

Buku Penyelidikan

Rusnita Hamdan@isnin, Azuraliza Abu Bakar, Nor Samsiah Sani.  (2024).  Kaedah Penyatuan Fitur Dan Pembelajaran Mesin Bergabung Untuk Model Klasifikasi Kemiskinan Pelbagai Dimensi.  - 145. 
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. 
Nor Samsiah Mohd Sani, Zulaiha Ali Othman, Mariah Abdul Rahman.  (2021).  Kajian Sains Data Dalam Analitik Kesejahteraan Rakyat.  - 46. 
Nor Samsiah Binti Hj Sani, Muhammad Yusri Bin Rosli.  (2021).  Kampus Digital: Ke Arah Kampus Yang Lestari.  - 27. 
Azuraliza Abu Bakar & Nor Samsiah Sani.  (2018).  Sains Data Penerokaan Pengetahuan Dari Data Raya.  - 22. 

Bab Dalam Buku

Mohd Aliff Afira Sani, Mohamaad Amirullah Rozidi, Mohd Usairy Syafiq Samain, Nor Samsiah Sani.  (2022).  Advanced Transdisciplinary Engineering And Technology.  - 398. 
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. 
Nor Samsiah Binti Hj Sani, Muhammad Yusri Bin Rosli.  (2021).  Kampus Digital: Ke Arah Kampus Yang Lestari.  - 27. 
Nor Samsiah Mohd Sani, Zulaiha Ali Othman, Mariah Abdul Rahman.  (2021).  Kajian Sains Data Dalam Analitik Kesejahteraan Rakyat.  - 46. 
Azuraliza Abu Bakar & Nor Samsiah Sani.  (2018).  Sains Data Penerokaan Pengetahuan Dari Data Raya.  - 22. 
Azizi Abdullah & Nor Samsiah Sani.  (2017).  Penyelidikan Komputeran Dalam Era Revolusi Industri 4.0.  - 7. 

Penulisan Dalam Bahasa Melayu

Rusnita Hamdan@isnin, Azuraliza Abu Bakar, Nor Samsiah Sani.  (2024).  Kaedah Penyatuan Fitur Dan Pembelajaran Mesin Bergabung Untuk Model Klasifikasi Kemiskinan Pelbagai Dimensi.  - 145. 
Zulaiha Ali Othman, Hafiz Mohd Sarim, Nor Samsiah Sani.  (2021).  Data Analytics And Optimization Seminar 2021.  - 125. 

Penerbitan Lain-lain

Syaimak Abdul Shukor, Zalinda Othman, Azizi Abdullah, Shahnorbanun Sahran, Mohd Ridzwan Yaakub, Kerk Yi Wen, Norsamsiah Sani, Nuramni Ashikin Anuar, Iqraq Kamal, Sivadas Chandra Sekaran, Mohd Faizzuan Mohammad.  (2024).  Penyelenggaraan Ramalan - Menjamin Kualiti Terbaik.  - Buletin Akses (advancing Knowledge For Success), Ftsm, Ukm.  12-13. 
Azizi Bin Abdullah;shahnorbanun Binti Sahran;afzan Binti Adam;nor Samsiah Binti Sani.  (2024).  Ensemble Of Convolutional Neural Networks Using Multiple Heterogeneous Filter Models For Image Classification..  -
Zulaiha Binti Ali Othman;masri Binti Ayob;nor Samsiah Binti Sani.  (2024).  A Deep Learning Prune Based Algorithm With Compression To Optimise Iot Capability And Communication..  -
Nor Samsiah Binti Sani;zulaiha Binti Ali Othman;azuraliza Binti Abu Bakar;afzan Binti Adam;abdul Hadi Bin Abd Rahman.  (2023).  Analitik Prestasi Dan Tingkah Laku Pelajar B40 Di Pendidikan Tinggi Malaysia Berasaskan Teknik Penyatuan Pembelajaran Mesin.  -
Nor Samsiah Binti Sani;zulaiha Binti Ali Othman;fariza Binti Khalid;hazrati Binti Husnin;abdul Hadi Bin Abd Rahman.  (2023).  Ramalan Penglibatan Pelajar Dalam Sistem Ukmfolio Dan Kesannya Terhadap Keputusan Penilaian Akhir Berasaskan Pembelajaran Mesin .  -
Nor Samsiah Binti Sani;azizi Bin Abdullah;shahnorbanun Binti Sahran;afzan Binti Adam.  (2023).  Adaptive Load Balancing Task Based On Genetic Programming In Mapreduce For Parallel Computing .  -
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.  -
Abdul Hadi Bin Abd Rahman;mohammad Faidzul Bin Nasrudin;noor Faridatul Ainun Binti Zainal;afzan Binti Adam;nor Samsiah Binti Sani.  (2022).  Komuniti Celik Komputer Dan Robotik.  -
Mohd Ridzwan Bin Yaakub;amelia Natasya Binti Abdul Wahab;rossilawati Binti Sulaiman;azrulhizam Bin Shapi`i;afzan Binti Adam;akmal Bin Aris;nor Samsiah Binti Sani.  (2022).  Targeted Online And Social Media Based On Sentiment Analysis For Electoral Boundaries.  -
Ammar Nasif, Zulaiha Ali Othman, Nor Samsiah Sani.  (2022).  Edge Node Data Lossless Huffman Deep Compression For Reducing Iot Network Traffic.  - Laporan Teknik Ftsm.  1-16. 
Khairul Akram Bin Zainol Ariffin;khairuddin Bin Omar;siti Norul Huda Bt. Sheikh Abdullah;nor Samsiah Binti Sani.  (2022).  Malware Detection Model Based On Memory Forensics Analysis Using Factorization Machine Algorithm.  -
Noor Faridatul Ainun Zainal, Afzan Adam, Nor Samsiah Sani, Abdul Hadi Abd Rahman.  (2022).  Memperkasa Nilai Diri Pelajar Melalui Khidmat Komuniti.  - Buletin Akses.  78-79. 
Afzan Adam, Suhairina Sudirman, Nor Samsiah Sani, Hazilah Mohd Amin, Ezahtulsyahreen Ab Rahman, Ili Liyana Othman, Azra Munirah Mat Daud.  (2022).  Big Data Science: Accurate Air Quality Index Prediction With Machine Learning.  - 5th International Conference On Science And Technology Applications In Climate Change.  52. 
Noor Faridatul Ainun Zainal, Afzan Adam, Nor Samsiah Sani, Abdul Hadi Abd Rahman.  (2022).  Pertandingan Robomaster Secara Bersemuka Sempena Minggu Cabaran Digital 2022.  - Buletin Akses.  76-77. 
Mohd Syazwan Baharuddin, Nor Samsiah Sani, Siti Norul Huda Sheikh Abdullah.  (2022).  Pengelasan Kumpulan Pensyarah Ftsm Berdasarkan Bilangan Pengarang Utama, Bilangan Geran Dan Bilangan Penyeliaan Dari Tahun 2017- 2021.  - Lp-ftsm-2022-014.  1-15. 
Nor Azlan Bin Nor Muhammad;zeti Azura Binti Mohamed Hussein;azuraliza Binti Abu Bakar;nor Samsiah Binti Sani;nurul Syakima Binti Ab Mutalib;ang Mia Yang.  (2021).  Developing A Deep Learning Method For Integrating And Identifying Signatures In Multi-omics Data For Ovarian Serous Cystadenocarcinoma.  -
Nor Samsiah Sani, Azwanis Abdosamad, Loo Yong Li.  (2021).  Leveraging Machine Learning For Property Analytics.  - Akses.  32-33. 
Ts Dr Abdul Hadi Bin Abd Rahman, Dr Khairul Akram Zainol Ariffin, Noor Faridatul Ainun Zainal, Ts Dr Nor Samsiah Sani, Ts Dr Afzan Adam.  (2021).  Stem@arvis: Cabaran Robot Kecerdasan Buatan (airc).  - 1-62. 
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. 
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. 
Noor Faridatul Ainun Zainal, Abdul Hadi Abd Rahman, Afzan Adam, Nor Samsiah Sani.  (2020).  Peningkatan Kemahiran Diri Pelajar Menerusi Penyertaan Aktiviti Kelab.  - Knovasi 2020.  1-18. 
Nor Samsiah Binti Sani;zulaiha Binti Ali Othman;azuraliza Binti Abu Bakar.  (2020).  Enhancement Of Substructual Analysis (ssa) Method Using Deep Learning Approach.  -
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.  -
Nur Fatin Aqilah Binti Zainudin, Nor Samsiah Sani.  (2020).  Pengecaman Asas Bahasa Isyarat Malaysia (bim) Dengan Menggunakan Kaedah Pembelajaran Mesin.  - 110-129. 
Khairil Anuar Bin Azman Hisham, Hazura Mohamed, Nor Samsiah Sani.  (2020).  Pengklasifikasian Prestasi Pelajar Menggunakan Pendekatan Pembelajaran Mesin.  - 1-14. 
Nur Adlina Binti Hamzan, Nor Samsiah Sani.  (2020).  Klasifikasi Kategori Kemiskinan Di Malaysia Menggunakan Model Pengelompokan.  - 1-25. 
Dhevisri A/p Amirthalingam, Nor Samsiah Sani.  (2020).  Aplikasi Pengecaman Imej Resit Dan Pengekstrakan Teks Menggunakan Pembelajaran Mendalam.  - 1-16. 
Puteri Nadiah Syahirah Raja Mohd Hafizul, Nor Samsiah Sani.  (2020).  Klasifikasi Keciciran Pelajar Ijazah Sarjana Muda Golongan B40 Menggunakan Kaedah Pembelajaran Mesin.  - 1-23. 
Rathiga A/p Selvam, Nor Samsiah Sani, Zaihosnita Hood.  (2020).  Sistem Pengurusan Acara Bagi Syarikat Marathon My Enterprise.  - 1-21. 
Khaled Sulaiman, Nor Samsiah Sani.  (2020).  Chemical Compound Classification Using Long Short-term Memory (lstm) For Virtual Screening.  - 1-12. 
Nicky Chua Ruey Liang, Nor Samsiah Sani.  (2020).  Realiti Maya Menjelajah Ftsm (vreftsm).  - 1-13. 
Hazura Mohamed, Hairulliza Mohamad Judi, Ruzzakiah Jenal, Nurhizam Safie, Siti Aishah Hanawi, Nor Shamsiah Sani.  (2020).  Penilaian Keberkesanan Program Latihan Industri Berasaskan Model Kirkpatrick.  - Karnival Inovasi P&p 2020.  1. 
Rathiga A/p Selvan, Terry Pattu, Nor Samsiah Sani.  (2020).  Web Application Turno Turbine Engineering.  - Li-ftsm-2020-008.  1. 
Nicky Chua Ruey Liang, Vic Seow Yee Hooi, Nor Samsiah Sani.  (2020).  Setup Dedicated Newtwork Switch.  - Li-ftsm-2020-015.  1. 
Nur Fatin Aqilah Binti Zainudin, Lim Meng Hui, Nor Samsiah Binti Sani.  (2020).  Smartpeep Virtual Ai Patient-sitter System Development.  - Li-ftsm-2020-013.  1. 
Khairul Akram Zainol Ariffin, Siti Norul Huda Sheikh Abdullah, Khairul Azmi Abu Bakar, Wan Fariza Paizi@fauzi, Nurhizam Safie Mohd Satar, Zulaiha Ali Othman, Suhaila Zainudin, Nur Samsiah & Shahrina Shahrani.  (2018).  Cybersecurity, Cyber Heroes.  -
Shahreza Sharani, Hazilah Mohd Amin & Nor Samsiah Sani.  (2017).  Sistem Pengurusan Tempahan Pusat Sukan Berasaskan Web.  - Softam-sis-2017-24. 
Rahmah Hayati Mohd Azali & Nor Samsiah Sani.  (2017).  Sistem Anak-anak Negeri(ukm).  - Cait-dmo-2017-27. 
Almas Nazihah Tengku Kamaludin, Hazilah Mohd Amin & Nor Samsiah Sani.  (2017).  Sistem Lost And Found Berasaskan Web.  - Softam-sis-2017-23. 
Nor Aliah Atiqah Mohd Sharif Budin & Nor Samsiah Sani.  (2017).  Sistem Perkhidmatan Kereta Sewa Ukm.  - Cait-dmo-2017-28. 
Shahnorbanun Sahran, Siti Norul Huda Sheikh Abdullah, Masnizah Mohd, Nor Samsiah Sani, Afzan Adam, Nor Ana Mansor & Wasim Abdulqawi Ahmed Hussein.  (2017).  Laporan Seminar Siswazah Teknologi Kecerdasan Buatan Caitps 2016.  - Laporan Seminar Siswazah Teknologi Kecerdasan Buatan Caitps 2016. 
Nurul Izuwani Nasir & Nor Samsiah Sani.  (2017).  Sistem Pengurusan Kolej Kediaman.  - Cait-dmo-2017-25. 
Mohd Hanaffi Ridzwan Samsudin & Nor Samsiah Sani.  (2017).  Sistem Penyelian Dan Semakan Pelajar.  - Cait-dmo-2017-26. 
Nur Syuhaidah Nor Azni, Azuraliza Abu Bakar, Norshamsiah Sani.  (2016).  Peramalan Lokasi Titik Panas Denggi Menggunakan Model Petua Sekutuan.  - Negative Associative Clas. 
Mohd Fazlan Abd Azis, Afzan Adam, Nor Samsiah Sani.  (2016).  Laman Web Sistem Diagnosis Kesihatan Prostat.  -
Nor Samsiah Sani, John Holliday & Peter Willett.  (2014).  An Upper Bound To The Effectiveness Of Substructural Analysis Methods.  - The 10th International Conference On Chemical Structures (iccs). 
Nor Samsiah Sani, John Holliday & Peter Willett.  (2013).  The Comparison Of Measurement Of Different Weighting Schemes In Ssa.  - Ifutures Conference, University Of Sheffield Information Studies Department. 
PROJEK PENYELIDIKAN / RESEARCH PROJECT
(Tajuk),(Peranan),(Tempoh),(Tahap)

Aktif

Deep Neural Network Fusion with Discriminative Low-Dimensional Features from Multi-Modal Data for Fraudulent Advertisement Classification , Ketua Projek , 01-08-2024 sehingga 31-07-2027 , Kebangsaan
Integrasi Kecerdasan Buatan dan Dron dalam Pertanian Pintar (AGNOSTIC) , Ketua Projek , 01-06-2024 sehingga 31-05-2026 , Universiti
Multimodal Deep Neural Networks (DNN) for Fake Property Listings Prediction based on Multi-source Data Fusion , Ketua Projek , 01-10-2022 sehingga 31-03-2025 , Universiti
Prototyping of a Chronic kidney disease (CKD) optical sensor based on a non-invasive approach for point of care (POC) diagnostic , Penyelidik Bersama , 01-10-2023 sehingga 30-09-2025 , Kebangsaan
Self Supervised Deep Learning Approach for Camera Depth sensor-based Physiotherapy Movements Assessment , Penyelidik Bersama , 01-10-2023 sehingga 30-09-2025 , Universiti
An Ensemble Multimodal Decision Analytics Approach For Collaborative Pandemic Surveillance Model , Penyelidik Bersama , 01-09-2022 sehingga 31-08-2025 , Kebangsaan
Enhanced Harmony Search Algorithm to Optimize Recurrent Neural Network for Detecting Misinformation Content Embedded with Fake Hadith on Social Networks , Penyelidik Bersama , 01-09-2022 sehingga 31-08-2025 , Kebangsaan
3D Virtual Avatars Reconstruction from 2D Images using the improved Generative Adversarial Network (GAN) with Attention Mechanism and Landmark Detection Mechanism , Penyelidik Bersama , 01-09-2022 sehingga 28-02-2025 , Kebangsaan
IMPROVED NON-DOMINATED SORTING DIFFERENTIAL SEARCH ALGORITHM AND FLUX BALANCE ANALYSIS FOR OPTIMIZED BIOFUELS PRODUCTION AND GROWTH RATE , Penyelidik Bersama , 07-09-2021 sehingga 06-03-2025 , Kebangsaan

Tamat

PEMBANGUNAN SISTEM MALAYSIA URBAN OBSERVATORY (MUO) , Ketua Projek , 01-07-2022 sehingga 31-01-2023 , Kebangsaan
Pengesanan dan Kawalan Penyakit Tanaman Kelapa Sawit Berasaskan Model Pembelajaran Mendalam , Ketua Projek , 01-09-2021 sehingga 28-02-2023 , Kebangsaan
ANALITIK PERUBAHAN BAGI PROJEK PEMBANGUNAN SISTEM MALAYSIA URBAN OBSERVATORY (MUO) , Ketua Projek , 02-08-2021 sehingga 31-01-2023 , Kebangsaan
Interpretable Prediction On Heart Disease Datasets Based On Machine Learning And Shap. , Ketua Projek , 22-05-2021 sehingga 03-10-2023 , Kebangsaan
Ramalan Penglibatan Pelajar dalam Sistem UKMFolio dan Kesannya Terhadap Keputusan Penilaian Akhir Berasaskan Pembelajaran Mesin , Ketua Projek , 01-05-2021 sehingga 31-12-2022 , Universiti
Analitik Prestasi dan Tingkah Laku Pelajar B40 Di Pendidikan Tinggi Malaysia Berasaskan Teknik Penyatuan Pembelajaran Mesin , Ketua Projek , 01-10-2019 sehingga 30-09-2022 , Kebangsaan
Adaptive Load Balancing Task based on Genetic Programming in MapReduce for Parallel Computing , Ketua Projek , 01-01-2019 sehingga 31-03-2022 , Kebangsaan
Enhancement of Substructual Analysis (SSA) Method using Deep Learning Approach , Ketua Projek , 16-10-2017 sehingga 15-10-2019 , Antarabangsa
AiRISâ„¢: Robot Kecerdasan Buatan FTSM , Penyelidik Bersama , 01-08-2023 sehingga 31-07-2024 , Universiti
Predictive Maintenance For Tools and Equipment (PRIMATE) , Penyelidik Bersama , 16-04-2023 sehingga 31-05-2024 , Kebangsaan
Teknologi Dron Sebagai Platform Meningkatkan Minat Teknologi Komputer Dan Robotik Kepada Komuniti B40 , Penyelidik Bersama , 01-03-2023 sehingga 28-08-2024 , Universiti
OcularSense: Multiple-Depth Camera for Surrounding Visual , Penyelidik Bersama , 01-10-2021 sehingga 31-12-2022 , Kebangsaan
Development of Smart Optical Sensing Based on Non Invasive Approach for Real Time Covid-19 Detection , Penyelidik Bersama , 01-10-2021 sehingga 30-09-2022 , Universiti
Convolution Neural Network Filter and Adaptive Multi-Layer Perceptron Network Representation for Data Stream Prediction , Penyelidik Bersama , 07-09-2021 sehingga 06-09-2024 , Kebangsaan
Pengaturcaraan Kecerdasan Buatan dalam Robotik (AIRP) , Penyelidik Bersama , 01-02-2021 sehingga 31-01-2023 , Kebangsaan
Blood Cancer Speed Screening , Penyelidik Bersama , 01-01-2021 sehingga 30-06-2023 , Kebangsaan
Model peramalan holistik prestasi pelajar melalui gabungan teknik statistik multipembolehubah dan pembelajaran mesin , Penyelidik Bersama , 15-12-2020 sehingga 14-06-2023 , Universiti
Komuniti Celik Komputer dan Robotik , Penyelidik Bersama , 01-12-2020 sehingga 30-11-2021 , Universiti
Sentiment-based Community Detection Method for Behavioural Learning In Online Social Network. , Penyelidik Bersama , 01-11-2020 sehingga 30-04-2024 , Kebangsaan
Developing Advanced Prediction of Financial Needs for Retirement Planning Based on Current Consumption Patterns , Penyelidik Bersama , 01-11-2020 sehingga 31-10-2023 , Kebangsaan
Targeted Online and Social Media Based on Sentiment Analysis for Electoral Boundaries , Penyelidik Bersama , 01-10-2020 sehingga 30-09-2021 , Kebangsaan
Detecting COVID-19 via Holistic Approach using Convolutional Neural Networks Model , Penyelidik Bersama , 01-08-2020 sehingga 30-04-2022 , Universiti
POPULATION BASED HYPER-HEURISTIC SCHEDULER FOR REDUCING CANCELLATION RATE IN ELECTIVE SURGICAL OPERATIONS , Penyelidik Bersama , 01-12-2019 sehingga 31-05-2024 , Kebangsaan
Meta-evolutionary approach for Solving Combinatorial Optimization Problems in Healthcare , Penyelidik Bersama , 01-10-2019 sehingga 30-09-2022 , Universiti
Malware Detection Model based on Memory Forensics Analysis using Factorization Machine Algorithm , Penyelidik Bersama , 01-10-2019 sehingga 31-03-2022 , Universiti
Combinatorial Testing Strategies based on Swarm Intelligence for Internet of Things , Penyelidik Bersama , 01-09-2019 sehingga 30-11-2022 , Kebangsaan
Ensemble of Convolutional Neural Networks Using Multiple Heterogeneous Filter Models for Image Classification. , Penyelidik Bersama , 01-09-2019 sehingga 30-11-2022 , Kebangsaan
A Deep learning prune based algorithm with compression to optimise IoT capability and communication. , Penyelidik Bersama , 01-09-2019 sehingga 31-05-2022 , 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
Clustering of Evolving Data Streams in the Environment and Climate Change , Penyelidik Bersama , 01-01-2019 sehingga 30-09-2021 , Kebangsaan
Developing a deep learning method for integrating and identifying signatures in multi-omics data for Ovarian Serous Cystadenocarcinoma , Penyelidik Bersama , 15-11-2018 sehingga 14-05-2021 , Kebangsaan
Pembangunan Model Ramalan Produktiviti Penyelidikan UKM Menggunakan Pendekatan Pembelajaran Mesin , Penyelidik Bersama , 16-04-2018 sehingga 15-01-2020 , Universiti
DietScore TM 2.0: Intelligent Menu Planning for Malaysian Athletes and Active Individuals from Various Age Categories. , Penyelidik Bersama , 01-04-2018 sehingga 31-12-2020 , Kebangsaan
Ensemble Machine Learning Approach for Multidimensional Poverty Classification , Penyelidik Bersama , 01-02-2018 sehingga 31-10-2020 , Universiti
Resilience and Regenerative Tropical Smart Building : Smart & Responsive Facade , Penyelidik Bersama , 01-09-2017 sehingga 31-08-2019 , Universiti
ANUGERAH DAN PENGURUSAN / AWARD AND STEWARDSHIP
(Nama Anugerah/Pentadbiran),(Institusi Penganugerahan),(Tahun)

Anugerah UKM

Anugerah Perkhidmatan Cemerlang / Anugerah Perkhidmatan Cemerlang , 2020

Anugerah-anugerah Lain

Anugerah Budaya Kualiti , 2023
Penghargaan PTJ , 2022
The Most Outstanding Innovation Award , 2022
International Research Conference and Innovation Exhibition 2022 , 2022
International Research Conference and Innovation Exhibition 2022 , 2022
ANUGERAH PINGAT EMAS KNOVASI 2021 , 2021
Digitalised International Invention, Innovation and Design Johor 2021 , 2021
Karnival Inovasi Pengajaran & Pembelajaran (K-NOVASI) UKM , 2021
BEST PAPER AWARD , 2021
Anugerah Kertas Terbaik , 2021
KNovasi P&P 2020 , 2020
Anugerah Budaya Kualiti , 1899
PENYELIAAN PELAJAR / SUPERVISION

Pelajar Sarjana

KLASIFIKASI PRESTASI PELAJAR B40 DI INSTITUSI PENGAJIAN TINGGI AWAM BERASASKAN TEKNIK PENGELOMPOKAN, AHMAD FIKRI BIN MOHAMED NAFURI, Sarjana
Kaedah Integrasi Model Pengelompokan dan Teknik Pembelajaran Bergabung XGBoost Bagi Mengelas Penglibatan Pelajar Dalam E-Pembelajaran, NUR FATIN AQILAH BINTI ZAINUDIN, Sarjana
ROBIUL ISLAM, Sarjana
EREENA NADJMIN BT MUZAFFAR, Sarjana

Pelajar Doktor Falsafah

ENHANCING SHORT TEXT CLUSTERING USING TOPIC BASED REPRESENTATION APPROACH, MAJID HAMEED AHMED, Doktor Falsafah
ANALISIS SUBSTRUKTUR MENGGUNAKAN PENDEKATAN ALGORITMA PENGATURCARAAN GENETIK, MOHD ISRUL BIN ESA, Doktor Falsafah
AN ADAPTIVE GENETIC ALGORITHM HYPER-HEURISTIC WITH Q-LEARNING FOR AUTOMATIC HEURISTICS SELECTION AND SOLVING SURGICAL SCHEDULING PROBLEM, DEWAN MAHMUDA ZAMAN, Doktor Falsafah
UNSUPERVISED ANOMALY DETECTION IN TIME SERIES WITH EVOLVING SPIKING NEURAL NETWORKS, RABIA REHAN MKAMIS, Doktor Falsafah
TEKNIK INTERAKSI KETARA DAN KAEDAH PEMILIHAN FITUR BAGI DATA KUALITI AIR YANG DIVISUALISASI DALAM ALIGMENTASI REALITI, NUR AFYFAH BINTI SUWADI, Doktor Falsafah
PENGECAMAN HADIS PALSU DALAM MEDIA SOSIAL MENGGUNAKAN GRAF PENGETAHUAN, NORHAFIZA BINTI HAMZAH, Doktor Falsafah
KAN JICHENG, Doktor Falsafah
GABUNGAN HIBRID DATA HATEROGEN UNTUK RAMALAN PENYENARAIAN HARTANAH PALSU, MAIFUZA BT MOHD AMIN, Doktor Falsafah
LI YUNZE, Doktor Falsafah
LIANG XIAOXI, Doktor Falsafah
FAYYAD TALAL SALEM BANI-HANI, Doktor Falsafah
KAEDAH PENGELOMPOKAN BERASASKAN GRID MIKRO MULTI KEPADATAN DIPERTINGKATKAN UNTUK PENGELOMPOKAN STRIM DATA BEREVOLUSI, MAYAS MOHAMMED MAHDI ABD ALI ALJIBAWI, Doktor Falsafah
NURULHUDA GHAZALI, Doktor Falsafah
PENGKELOMPOKAN KEPUTUSAN CARIAN WEB BERDASAARKAN KAEDAH GABUNGAN PELBAGAI PANDANGAN (MULTIVIEW) DAN PELBAGAI PERWAKILAN (MULTIREPRESENTATION), ALI SABAH ABDULAMEER, Doktor Falsafah
MUHAMMAD REZA PUTRA, Doktor Falsafah
PENDEKATAN PENYATUAN FITUR DALAM PEMBELAJARAN BERGABUNG UNTUK MODEL KLASIFIKASI KEMISKINAN PELBAGAI DIMENSI, RUSNITA BINTI ISNIN @ HAMDAN, Doktor Falsafah
PENGELOMPOKAN DALAM TALIAN ALIRAN DATA YANG BERKEMBANG MELALUI KAEDAH BERDASARKAN GRID KEPADATAN UNTUK INTERNET BENDA, MUSTAFA TAREQ ABD, Doktor Falsafah
PENCARIAN GRID DAN PEMBELAJARAN PENGUKUHAN DALAM PENGOPTIMUMAN PENJADUALAN PENGURUSAN SUMBER SPARK, HASMILA AMIRAH BT. OMAR, Doktor Falsafah
A MODEL TO PREDICT KEY PERFORMANCE INDICATORS (KPIS) IN HIGHER EDUCATION MANAGEMENT USING DATA MINING TECHNIQUE, ASHRAF MAHMOUD SALEH ABDELHADI, Doktor Falsafah
USE OF MACHINE LEARNING ALGORITHMS TO BUILD A SMART INTRUSION DETECTION SYSTEM, ALI LAMJID, Doktor Falsafah
PERMINTAAN PERKHIDMATAN PENGGUNA DENGAN ALGORITMA PEMAMPATAN DALAM HUFFMAN UNTUK MENINGKATKAN PRESTASI RANGKAIAN IOT, AMMAR, Doktor Falsafah
iDietScoreTM: Pembangunan, Validasi dan Penilaian Sistem Pakar Perancang Hidangan untuk Atlet Dan Individu Aktif Malaysia, NORASHIKIN BINTI MUSTAFA, Doktor Falsafah
PENAMBAHBAIKAN TEKNIK PENGEKSTRAKAN DAN PENGOPTIMUMAN PEMILIHAN FITUR BAGI KEGUNAAN ANALISA SENTIMEN, FAZIDAH @ IDAH BINTI WAHIT, Doktor Falsafah
KHIDMAT SOSIAL / SOCIAL @ PUBLIC ENGAGEMENT
(Sumbangan),(Tempoh),(Peringkat)

Khidmat Luar

Jawatankuasa Protokol dan Sambutan Tetamu MOU antara UKM dan 30 Institusi Pendidikan Indonesia , 26-10-2016 sehingga 26-10-2016 , Kebangsaan
CAITPS2016 , 25-11-2016 sehingga 21-12-2016 , Kebangsaan
Machine Learning with Python , 07-11-2020 sehingga 14-11-2020 , Kebangsaan
Seminar RHB-UKM - Understanding Data Analytics for Business Intelligence: Series 1 , 02-03-2020 sehingga 02-03-2020 , Antarabangsa
KNovasi P&P 2020 , 05-02-2020 sehingga 01-01-1970 , Antarabangsa
ORIENTATION AND SCALE BASED WEIGHTS INITIALIZATION SCHEME FOR DEEP CONVOLUTIONAL NEURAL NETWORKS , 19-10-2020 sehingga 16-11-2020 , Antarabangsa
UNDANGAN SEBAGAI PENCERAMAH BAGI BENGKEL LATIHAN ADVANCE PHYTON DATA SCIENTIST , 23-11-2020 sehingga 24-11-2020 , Kebangsaan
KAJIAN KEBOLEHLAKSANAAN (FEASIBILITY STUDY) PELAKSANAAN DATA RAYA (BIG DATA) DAN ANALITIS DATA RAYA (BDA) BENCANA DI PUSAT KAWALAN BENCANA NEGARA (NDCC), AGENSI PENGURUSAN BENCANA NEGARA (NADMA), JABATAN PERDANA MENTERI (JPM) , 23-08-2021 sehingga 30-11-2021 , Antarabangsa
Kolej Komuniti Hulu Langat , 23-11-2021 sehingga 23-11-2021 , Kebangsaan
Technical Committee member of 2021 7th International Conference on Computer Technology Applications (ICCTA 2021), , 13-07-2021 sehingga 15-07-2021 , Antarabangsa
ANUGERAH PINGAT EMAS KNOVASI 2021 , 18-10-2021 sehingga 01-01-1970 , Antarabangsa
RHB-UKM DATA ANALYTICS WORKSHOP SERIES 2021: PYTHON FOR PREDICTIVE ANALYTICS , 16-12-2021 sehingga 17-01-7269 , Antarabangsa
Digitalised International Invention, Innovation and Design Johor 2021 , 02-09-2021 sehingga 01-01-1970 , Antarabangsa
Digitalised International Invention, Innovation and Design Johor 2021 , 02-09-2021 sehingga 01-01-1970 , Antarabangsa
BEST PAPER AWARD , 05-08-2021 sehingga 01-01-1970 , Antarabangsa
RHB-UKM DATA ANALYTICS WORKSHOP SERIES 2021: PYTHON FOR PREDICTIVE ANALYTICS , 16-12-2021 sehingga 17-12-2021 , Antarabangsa
Ts. Dr NOR SAMSIAH SANI , 01-07-2022 sehingga 31-01-2023 , Kebangsaan
Ts. Dr NOR SAMSIAH SANI , 01-07-2022 sehingga 31-01-2023 , Kebangsaan
International Research Conference and Innovation Exhibition 2022 , 23-11-2022 sehingga 01-01-1970 , Antarabangsa
The Most Outstanding Innovation Award , 23-11-2022 sehingga 01-01-1970 , Kebangsaan
International Research Conference and Innovation Exhibition 2022 , 23-11-2022 sehingga 01-01-1970 , Antarabangsa
Karnival Inovasi Pengajaran & Pembelajaran (K-NOVASI) UKM , 18-08-2021 sehingga 01-01-1970 , Kebangsaan
Expert Systems with Applications , 01-09-2023 sehingga 30-09-2023 , Antarabangsa
Neurocomputing , 01-09-2023 sehingga 30-09-2023 , Antarabangsa
PELANTIKAN PANEL PENASIHAT LUAR BAGI BENGKEL SEMAKAN KURIKULUM PROGRAM DIPLOMA IN COMPUTER SCIENCE , 01-08-2023 sehingga 03-08-2023 , Kebangsaan
Ahli Panel Penilai Kertas Cadangan MRUN Research Officer Grant Scheme (MROGS) , 10-10-2023 sehingga 13-10-2023 , Kebangsaan
Review & Assess Research Proposal - 2023/2 INTI IU Seed Grant , 06-11-2023 sehingga 10-11-2023 , Kebangsaan
Development of Cross-Platform Mobile Apps for LRV Data Profiling , 13-12-2022 sehingga 30-04-2024 , Kebangsaan
Anugerah Kertas Terbaik , 05-08-2021 sehingga 01-01-1970 , Antarabangsa
Kolej Professional MARA , 17-01-2024 sehingga 19-01-2024 , Kebangsaan
Kolej Professional MARA , 01-08-2023 sehingga 03-08-2023 , Kebangsaan

Khidmat Dalam

Ahli Jawatankuasa Kluster Penyelidikan UKM: Teknologi Digital dan Terkehadapan , 10-07-2020 sehingga 31-03-2023 , Universiti
Bengkel Pembangunan Rubrik Projek Industri , 30-10-2019 sehingga 30-10-2019 , Fakulti / Institut / Pusat Perkhidmatan
Bengkel Persediaan Latihan Industri 2019 , 21-06-2019 sehingga 22-06-2019 , Fakulti / Institut / Pusat Perkhidmatan
CAITPS 2016 , 20-12-2016 sehingga 21-12-2016 , Fakulti / Institut / Pusat Perkhidmatan
JAWATANKUASA CABARAN DIGITAL 2020 , 01-06-2020 sehingga 24-06-2020 , Fakulti / Institut / Pusat Perkhidmatan
JAWATANKUASA PENILAI APEL (C), FAKULTI TEKNOLOGI DAN SAINS MAKLUMAT (FTSM) , 01-11-2024 sehingga 31-10-2026 , Fakulti / Institut / Pusat Perkhidmatan
JK Pemeriksa dan Peperiksaan Lisan Kedoktoran Bil.16/2019 , 17-05-2019 sehingga 17-05-2019 , Fakulti / Institut / Pusat Perkhidmatan
JK Pemeriksa dan Peperiksaan Lisan Kedoktoran Bil.34/2019 , 28-11-2019 sehingga 28-11-2019 , Fakulti / Institut / Pusat Perkhidmatan
Jawankuasa Penilai Sesi Mempertahan Usulan , 17-12-2020 sehingga 17-12-2020 , Pusat Pengajian / Jabatan / Pusat Penyelidikan / Unit
Jawatakuasa Penilai SPS , 02-02-2021 sehingga 13-08-2021 , Fakulti / Institut / Pusat Perkhidmatan
Jawatankuasa Akademik Prasiswazah , 01-04-2023 sehingga 31-03-2025 , Fakulti / Institut / Pusat Perkhidmatan
Jawatankuasa Bitara Kumpulan iMINDA , 01-02-2022 sehingga 28-02-2023 , Fakulti / Institut / Pusat Perkhidmatan
Jawatankuasa Kecemerlangan FTSM , 02-01-2017 sehingga 31-12-2019 , Fakulti / Institut / Pusat Perkhidmatan
Jawatankuasa Kem Komputeran FTSM 2023 , 18-12-2023 sehingga 21-12-2023 , Fakulti / Institut / Pusat Perkhidmatan
Jawatankuasa Kluster Penyelidikan UKM: Teknologi Digita dan Terkehadapan , 10-07-2020 sehingga 31-03-2023 , Universiti
Jawatankuasa Kumpulan Pengajaran FTSM , 30-10-2023 sehingga 29-10-2025 , Fakulti / Institut / Pusat Perkhidmatan
Jawatankuasa Latihan Industri , 01-01-2020 sehingga 31-12-2020 , Fakulti / Institut / Pusat Perkhidmatan
Jawatankuasa Minggu Cabaran Digital 2023 , 06-06-2023 sehingga 10-06-2023 , Fakulti / Institut / Pusat Perkhidmatan
Jawatankuasa Minggu Mesra Mahasiswa 2021 , 04-10-2021 sehingga 04-10-2021 , Fakulti / Institut / Pusat Perkhidmatan
Jawatankuasa Pakar Rujuk Arificial Intelligence (AI)@UKM , 15-01-2020 sehingga 14-01-2021 , Universiti
Jawatankuasa Pakar Rujuk Artificial Intelligence (AI@UKM) , 15-01-2020 sehingga 14-01-2021 , Universiti
Jawatankuasa Pemilihan Pelajar Baru CAIT , 03-07-2020 sehingga 02-07-2022 , Fakulti / Institut / Pusat Perkhidmatan
Jawatankuasa Penilai APEL C, FTSM , 01-07-2023 sehingga 30-06-2025 , Fakulti / Institut / Pusat Perkhidmatan
Jawatankuasa Penilai Sesi Mempertahan Usulan , 01-09-2020 sehingga 14-10-2020 , Fakulti / Institut / Pusat Perkhidmatan
Jawatankuasa Persidangan MCAIT 2019 , 02-01-2020 sehingga 31-12-2021 , Universiti
Jawatankuasa Program Ijazah Sarjana (Kecerdasan Buatan) , 15-11-2020 sehingga 14-11-2022 , Fakulti / Institut / Pusat Perkhidmatan
Jawatankuasa Program Pengajian Sarjana Muda Sains Komputer , 01-07-2022 sehingga 30-06-2024 , Fakulti / Institut / Pusat Perkhidmatan
Jawatankuasa Program Sarjana , 01-11-2023 sehingga 31-10-2026 , Fakulti / Institut / Pusat Perkhidmatan
Jawwatankuasa Makmal CAIT , 02-01-2020 sehingga 31-12-2023 , Fakulti / Institut / Pusat Perkhidmatan
KNOVASI 2021 (Pemenang Pingat Emas Pertandingan Inovasi) , 17-08-2021 sehingga 18-08-2021 , Universiti
Karnival Latihan Industri dan Kerjaya (KLIK2017) , 24-02-2017 sehingga 24-02-2017 , Fakulti / Institut / Pusat Perkhidmatan
Karnival Latihan Industri dan Kerjaya (KLIK2018) , 17-01-2018 sehingga 18-01-2018 , Fakulti / Institut / Pusat Perkhidmatan
Karnival Latihan Industri dan Kerjaya (KLIK2019) , 30-01-2019 sehingga 30-01-2019 , Fakulti / Institut / Pusat Perkhidmatan
Kelab Kakitangan FTSM , 01-04-2020 sehingga 31-03-2021 , Fakulti / Institut / Pusat Perkhidmatan
Ketua & Penasihat SIG , 01-02-2020 sehingga 31-01-2022 , Fakulti / Institut / Pusat Perkhidmatan
Minggu Apresiasi Watan@FTSM 2023 , 02-10-2023 sehingga 02-10-2023 , Fakulti / Institut / Pusat Perkhidmatan
PEMBANGUNAN RUBRIK PROJEK INDUSTRI (TT4076) , 18-09-2019 sehingga 31-12-2020 , Fakulti / Institut / Pusat Perkhidmatan
PROGRAM 3M FTSM 2018 , 02-09-2018 sehingga 03-09-2018 , Fakulti / Institut / Pusat Perkhidmatan
PROGRAM MINGGU JALINAN MESRA (MJM) 2018 - JOM TEROKAI & RAI , 07-09-2018 sehingga 13-09-2018 , Fakulti / Institut / Pusat Perkhidmatan
PROGRAM RESEARCH DAY @ FTSM 2018 , 20-09-2018 sehingga 20-09-2018 , Fakulti / Institut / Pusat Perkhidmatan
Program Karnival Latihan Industri dan Kerjaya (KLIK2020) , 21-02-2020 sehingga 21-02-2020 , Fakulti / Institut / Pusat Perkhidmatan
Projek Tahun Akhir Prasiswazah , 01-01-2021 sehingga 31-12-2021 , Fakulti / Institut / Pusat Perkhidmatan
SEMAKAN PROGRAM SARJANA SAINS DATA , 08-08-2019 sehingga 08-08-2019 , Fakulti / Institut / Pusat Perkhidmatan
SIG (Special Intertest Group) , 01-01-2020 sehingga 31-12-2022 , Fakulti / Institut / Pusat Perkhidmatan
SIG CyberEthics , 01-01-2016 sehingga 31-12-2018 , Fakulti / Institut / Pusat Perkhidmatan
STUDENT PROGRESS SEMINAR 2017 (SPS2017) , 03-07-2017 sehingga 07-07-2017 , Fakulti / Institut / Pusat Perkhidmatan
Sesi Mempertahankan Usulan - Abdul Ariff Abdul Jalal , 30-09-2022 sehingga 30-09-2022 , Pusat Pengajian / Jabatan / Pusat Penyelidikan / Unit
Special Interest Group (SIG) FTSM , 01-01-2017 sehingga 31-12-2019 , Fakulti / Institut / Pusat Perkhidmatan
Special Interest Group (SIG) FTSM , 01-02-2021 sehingga 31-12-2023 , Fakulti / Institut / Pusat Perkhidmatan
Special Interest Group (SIG) FTSM , 01-10-2023 sehingga 31-12-2025 , Fakulti / Institut / Pusat Perkhidmatan
TERAS 6 : PEMANFAATAN KEPINTARAN DATA , 08-02-2020 sehingga 31-12-2021 , Fakulti / Institut / Pusat Perkhidmatan
The 4th International MultiConference on Artificial Intelligence Technology (M-CAIT 2018) , 25-10-2018 sehingga 02-11-2018 , Fakulti / Institut / Pusat Perkhidmatan