GRANT(PI & MEMBERS)
52
PUBLICATIONS
138
INDEXED PUBLICATION
86
TOTAL STUDENTS
H-INDEXED (SCOPUS)
CITATIONS (SCOPUS)
Grant (PI)
INDUSTRY GRANTS
3
NATIONAL GRANTS
5
UNIVERSITY FUND
5
TOTAL
Publications
INDEXED PUBLICATION
86
NON-INDEXED PUBLICATION
31
OTHERS PUBLICATION
21
TOTAL
Supervisions
MASTER
23
PHD
11
TOTAL
Legend : SPONSOR TYPE OF GRANT
Grant Name | Year |
---|---|
Improved Swish Activation Function and Differentiable Neural Computers in Gated Recurrent Unit for Cybersecurity Prediction RUG OF UTM UTM Encouragement Research |
2024 |
A New Dynamic Pruning Approach in EFSM-based Test Case Generation to Address State Explosion RUG OF UTM UTM Encouragement Research |
2024 |
F4+ 3.2: Animated Data Visualization and Extended Reality Simulator of Human Circulatory System RUG OF UTM Geran Penyelidikan Hi-Tech(F4) |
2024 |
Continuous Learning Code-Mixed Embeddings with Recurrent Neural Networks to Solve Code Mixing in Malay Chatbot MINISTRY OF EDUCATION Fundamental Research Grant Scheme |
2024 |
Augmented Fine-Grained Multimodal User Interaction with Proximal Policy Optimization for Prioritizing Android Application Test Cases MINISTRY OF EDUCATION Fundamental Research Grant Scheme |
2024 |
F4+ 3.0: Human Digital Twin for Al-Driven Treatments of Circulatory System Diseases RUG OF UTM Geran Penyelidikan Hi-Tech(F4) |
2024 |
New Malay Polysemy Word Sense Disambiguation Method based on Fuzzy Hypergraph for Malay Text Summarization MINISTRY OF EDUCATION Fundamental Research Grant Scheme |
2023 |
Attention-Based Bidirectional Long Short Term Memory Network for Early Major Depression Disorder Detection in social media Text. RUG OF UTM UTM Fundamental Research |
2023 |
Reliable Topology Deployment Scheme of IoT Nodes Suitable for the Monitoring of Key Pollution Sources of Smog QIANNAN NORMAL UNIVERSITY FOR NATIONALITIES International Grant |
2023 |
MG1-14.0 : Reliable Topology Deployment Scheme of IoT Nodes Suitable for the Monitoring of Key Pollution Sources of Smog QIANNAN NORMAL UNIVERSITY FOR NATIONALITIES International Grant |
2023 |
MG1-14.1 : A Semi-Supervised Framework For Image Air Pollution Monitoring Leveraging Simulated Abnormal Images And Classification Hyperplanes RUG OF UTM Matching Grant |
2023 |
Comprehensive Analysis of Wearable Sensor Data for Sleep Quality and Daily Step Count Estimation and Prediction Using Deep Learning (Walk More Save More (WMSM)) Etiqa Digital Solutions Sdn. Bhd. Contract |
2023 |
Analytical Study and prototype on driver behavior analysis using vehicular data (Drive Less Save More (DLSM)) Etiqa Digital Solutions Sdn. Bhd. Contract |
2023 |
A NEW SEGMENTATION AND LOCALIZATION METHOD FOR IMPROVING IRIS RECOGNITION IN LESS COOPERATIVE ENVIRONMENTS RUG OF UTM UTM Encouragement Research |
2022 |
Conditional Bayesian Sentence Level Emotion Tagging of Malay Language RUG OF UTM UTM Fundamental Research |
2022 |
SOFTWARE TESTING AND SOFTWARE MAINTENANCE OF JOHOR STATE LEGISLATIVE ASSEMBLY MANAGEMENT INFORMATION SYSTEM (e-ADUN) GATES IT SOLUTION SDN. BHD. Contract Research DTD |
2021 |
INDEPENDENT VALIDATION AND VERIFICATION (IV & V) MAINTENANCE TESTING OF SMALL AND MEDIUM ENTERPRISE HIGH IMPACT PROGRAMME 1 (SME HIP 1) INTEGRATION PROJECT GATES IT SOLUTION SDN. BHD. Contract Research DTD |
2021 |
A segmented-based representation of the fuzzy relations and tolerance in mixed emotion recognition MINISTRY OF EDUCATION Fundamental Research Grant Scheme |
2020 |
ENSEMBLE ADAPTIVE WEIGHTING AND INTEGRATION-BASED FUZZY INFERENCE SYSTEMS RUG OF UTM UTM Encouragement Research |
2020 |
AN ENHANCED GREEDY-BASED CAT SWARM OPTIMIZATION FOR DYNAMIC TASK SCHEDULING IN CLOUD COMPUTING SYSTEMS RUG OF UTM UTM Encouragement Research |
2020 |
A NEW AGILITY HYBRID MODEL FOR SECURED IOT-BASED HEALTHCARE PLATFORM. RUG OF UTM UTM Encouragement Research |
2020 |
PELAKSANAAN KAJIAN PENAMBAHBAIKAN PROSES PERNIAGAAN UNTUK JABATAN KEHAKIMAN MAHKAMAH SYARIAH MALAYSIA NEGERI JOHOR GATES IT SOLUTION SDN. BHD. Contract Research DTD |
2020 |
PELAKSANAAN KAJIAN PENAMBAHBAIKAN PROSES PERNIAGAAN UNTUK BADAN KAWAL SELIA AIR JOHOR (BAKAJ) GATES IT SOLUTION SDN. BHD. Contract Research DTD |
2020 |
DENGUE OUTBREAK PREVENTION THROUGH SUSTAINABLE COMMUNITY EMPOWERMENT PROGRAM USING IR4.0 TECHNOLOGY ADOPTION RUG OF UTM UTM High Impact Research |
2020 |
ADAPTIVE LEARNING FRAMEWORK USING EDUCATIONAL ROBOTICS FOR COMPUTATIONAL THINKING EDUCATION RUG OF UTM UTM High Impact Research |
2020 |
AN IMPROVED PENALIZED MACHINE LEARNING ALGORITHM WITH TOPOLOGY-BASED FEATURE SELECTION FOR BIOMARKERS DISCOVERY MINISTRY OF EDUCATION Fundamental Research Grant Scheme |
2019 |
REQUIREMENTS ANALYSIS MATRIX ANALYSIS OF SME HIP1 PORTAL GATES IT SOLUTION SDN. BHD. Contract Research DTD |
2019 |
The Design Of A Service Oriented Architecture (Soa) For Integration Of Various Hospital Management System Modules RUG OF UTM Industry-International Incentive Grant |
2019 |
A new deductive reasoning of mutant generation in metamorphic testing MINISTRY OF EDUCATION Fundamental Research Grant Scheme |
2019 |
UTM-TDR 7.1 (T1): Innovation Architecture for Patient Navigation Program Using Software Reuse Approach RUG OF UTM UTM Transdiciplinary Research Grant |
2018 |
MICROSERVICES-ORIENTED APPLICATION FOR HOSPITAL MANAGEMENT SYSTEM EFFRON SDN. BHD. Contract |
2018 |
A NEW CASE-BASED ENSEMBLE INTEGRATOR METHOD IN FUZZY INFERENCE SYSTEM MINISTRY OF EDUCATION Fundamental Research Grant Scheme |
2017 |
Requirement Analysis Process using Role-based Goal Modeling RUG OF UTM Tier 1 |
2017 |
AN INTEGRATED POVERTY MEASUREMENT BASED ON INTELLIGENCE COMPUTATIONAL METHOD FOR WELFARE DISTRIBUTION RUG OF UTM Tier 1 |
2016 |
ANALYSIS OF MULTI-STAKEHOLDER REQUIREMENTS USING REQUIREMENTS INTERACTION MATRIX GATES IT SOLUTION SDN. BHD. Contract |
2016 |
DETERMINING POVERTY LINE INDEX USING ALKIRE FOSTER MULTI-LAYER FUZZY LOGIC APPROACH RUG OF UTM Tier 1 |
2015 |
A New Template-based Case-Based Reasoning in Fuzzy Logic MINISTRY OF EDUCATION Fundamental Research Grant Scheme |
2015 |
DETERMINATION OF URBAN HOUSE-HOLD POVERTY USING INTELLIGENCE COMPUTATIONAL METHODS GATES IT SOLUTION SDN. BHD. Contract |
2015 |
DESIGNING EFFICIENT FUSION ALGORITHMS FOR NON-IDEAL IRIS AND FACE MULTIMODAL BIOMETRICS RECOGNITION SYSTEMS RUG OF UTM Tier 1 |
2014 |
REDUCING AMBIGUITIES IN REQUIREMENTS SPECIFICATIONS OF E-TANAH APPLICATION GATES IT SOLUTION SDN. BHD. Contract |
2013 |
THE INTEGRATED ENTERPRISE FRAMEWORK WITH EMBEDDED ECOLOGICAL NICHE MODEL BY USING GEOGRAPHIC AND TAXONOMIC HERBS DATA TO SUPPORT HERBARIUM PORTAL RUG OF UTM Tier 1 |
2012 |
FUZZY CLASSIFIER FOR CLASSIFICATION OF PATIENTS SURVIVAL DATA RUG OF UTM Tier 2 |
2012 |
A WEB-SEMANTIC APPROACH TO KNOWLEDGE MANAGEMENT FOR INTEGRATION OF HETEROGENEOUS HERBS DATA RUG OF UTM Tier 2 |
2011 |
Intelligent Mixed-Land Classifier for Change Detection in Coastal Zone Using LiDAR Point Cloud Data RUG OF UTM Tier 1 |
2011 |
ENHANCEMENT OF THE ACCURACY AND PRIVACY OF THE IRIS BIOMETRICS RECOGNITION SYSTEM RUG OF UTM Tier 2 |
2011 |
Symbolic data Structure and lumping Techniques Representation of large Markov Models MINISTRY OF EDUCATION Fundamental Research Grant Scheme |
2007 |
Legend : PUBLICATION CATEGORY TYPE OF AUTHORS
Publication Name | Year |
---|---|
Robustness Evaluations Of Pathway Activity Inference Methods On Gene Expression Data
BMC BIOINFORMATICS Publication In Web Of Science UTM FIRST AUTHOR |
2024 |
Adaptive Learning Framework For Learning Computational
Thinking Using Educational Robotics
COMPUTER APPLICATIONS IN ENGINEERING EDUCATION Publication In Web Of Science CO-AUTHOR |
2024 |
Hand Gesture Recognition With Deep Residual Network Using Semg Signal
BIOMEDICAL ENGINEERING-BIOMEDIZINISCHE TECHNIK Publication In Web Of Science CO-AUTHOR |
2024 |
Breast Cancer Prediction Using Support Vector Machine Ensemble With Pca Feature Selection Method
INTERNATIONAL JOURNAL OF INNOVATIVE COMPUTING Journal Article Non Citation-Indexed CO-AUTHOR |
2024 |
Real-Time Smart Driver Sleepiness Detection By Eye Aspect Ratio Using Computer Vision
INDONESIAN JOURNAL OF ELECTRICAL ENGINEERING AND COMPUTER SCIENCE Publication In Scopus CO-AUTHOR |
2024 |
Classifying Virus Strain Using A Machine Learning Model Based On Subcellular Localization Data
INTERNATIONAL JOURNAL OF INNOVATIVE COMPUTING Journal Article Non Citation-Indexed UTM FIRST AUTHOR |
2024 |
Transformer In Mrna Degradation Prediction
INTERNATIONAL JOURNAL ON INFORMATICS VISUALIZATION Publication In Scopus CO-AUTHOR |
2023 |
An Entropy-Based Directed Random Walk For Cancer Classification Using Gene Expression Data Based On Bi-Random Walk On Two Separated Networks
GENES Publication In Web Of Science UTM FIRST AUTHOR |
2023 |
Workampus Mobile Application
FINAL YEAR PROJECT OF SOFTWARE ENGINEERING 1ST EDITION Book Chapter UTM FIRST AUTHOR |
2023 |
Comparative Studies Of Facial Emotion Detection In Online Learning
AIP CONFERENCE PROCEEDINGS Publication In Scopus FIRST UTM CORRESPONDING AUTHOR |
2023 |
A Review Of Random Walk-Based Method For The Identification Of Disease Genes And Disease Modules
IEEE ACCESS Publication In Web Of Science UTM FIRST AUTHOR |
2023 |
Code Annotation Mutation Operators For Android Application
AIP CONFERENCE PROCEEDINGS Publication In Scopus CO-AUTHOR |
2023 |
The Implementation Of Clustering Algorithm In Mutation Testing
AIP CONFERENCE PROCEEDINGS Publication In Scopus CO-AUTHOR |
2023 |
Design Thinking-Oriented Projects In Artificial Intelligence Course
NALI 2023 PROCEEDING Proceedings FIRST UTM CORRESPONDING AUTHOR |
2023 |
Graph-Based Extractive Text Summarization Method For Hausa Text
PLOS ONE Publication In Web Of Science CO-AUTHOR |
2023 |
The Investigation Of Java Mutation Testing Tools
INTERNATIONAL JOURNAL ON INFORMATICS VISUALIZATION Publication In Scopus UTM FIRST AUTHOR |
2022 |
Automatic Construction Of Generic Stop Words List For Hausa Text
INDONESIAN JOURNAL OF ELECTRICAL ENGINEERING AND COMPUTER SCIENCE Publication In Scopus CO-AUTHOR |
2022 |
Mangrove Accretion And Depletion Monitoring Using Remote Sensing Application In Ramsar Conventionsite Of Tanjung Piai, Malaysia
ACADEMIA OF INFORMATION COMPUTING RESEARCH Journal Article Non Citation-Indexed UTM FIRST AUTHOR |
2022 |
A Review On Search-Based Mutation Testing
ACADEMIA OF INFORMATION COMPUTING RESEARCH Journal Article Non Citation-Indexed UTM FIRST AUTHOR |
2022 |
Design Thinking Approach In Artificial Intelligence Project
E-PROCEEDINGS OF HITEL TEACHING & LEARNING INNOVATION (TEACHING AND LEARNING PRACTICES) Proceedings CO-AUTHOR |
2022 |
A Microarray Data Pre-Processing Method For Cancer Classification
INTERNATIONAL JOURNAL ON INFORMATICS VISUALIZATION Publication In Scopus UTM FIRST AUTHOR |
2022 |
Entropy Based Method For Malicious File Detection
INTERNATIONAL JOURNAL ON INFORMATICS VISUALIZATION Publication In Scopus CO-AUTHOR |
2022 |
Graph-Based Extractive Text Summarization Models: A Systematic Review
JOURNAL OF INFORMATION TECHNOLOGY MANAGEMENT Publication In Scopus CO-AUTHOR |
2022 |
Constructive Alignment By Implementing Design Thinking Approach In Artificial Intelligence Course: Learners' Experience
AIP CONFERENCE PROCEEDINGS Publication In Scopus CORRESPONDING AUTHOR |
2022 |
Conceptual Model Of Computational Thinking Through Educational Robotic
AIP CONFERENCE PROCEEDINGS Publication In Scopus CO-AUTHOR |
2022 |
User Identification System For Inked Fingerprint Pattern Based On Central Moments
INDONESIAN JOURNAL OF ELECTRICAL ENGINEERING AND COMPUTER SCIENCE Publication In Scopus UTM FIRST AUTHOR |
2021 |
A Comparative Analysis Of Metaheuristic Algorithms In Fuzzy Modelling For Phishing Attack Detection
INDONESIAN JOURNAL OF ELECTRICAL ENGINEERING AND COMPUTER SCIENCE Publication In Scopus CO-AUTHOR |
2021 |
Video Steganography Using 3d Distance Calculator Based On Ycbcr Color Components
INDONESIAN JOURNAL OF ELECTRICAL ENGINEERING AND COMPUTER SCIENCE Publication In Scopus UTM FIRST AUTHOR |
2021 |
Conceptual Model Of Learning Computational Thinking Through Educational Robotic
INTERNATIONAL JOURNAL OF EMERGING TECHNOLOGIES IN LEARNING (IJET) Publication In Scopus CO-AUTHOR |
2021 |
Hdg-Select: A Novel Gui Based Application For Gene Selection And Classification In High Dimensional Datasets
PLOS ONE Publication In Web Of Science UTM FIRST AUTHOR |
2021 |
A Review Of Graph-Based Extractive Text
Summarization
LECTURE NOTES ON DATA ENGINEERING AND COMMUNICATIONS TECHNOLOGIES Publication In Scopus CO-AUTHOR |
2021 |
Adaptive Learning Management System For Nurturing Computational Thinking Concepts Through Educational Robotic
PROCEEDING OF NEW ACADEMIA LEARNING INNOVATION (NALI) 2021 EXHIBITION & COMPETITION Proceedings CO-AUTHOR |
2021 |
Significant Directed Walk Framework To Increase The Accuracy Of Cancer Classification Using Gene Expression Data
JOURNAL OF AMBIENT INTELLIGENCE AND HUMANIZED COMPUTING Publication In Web Of Science UTM FIRST AUTHOR |
2021 |
A Systematic Literature Review Of Machine Learning Methods In Predicting Court Decisions
IAES INTERNATIONAL JOURNAL OF ARTIFICIAL INTELLIGENCE (IJ-AI) Publication In Scopus CO-AUTHOR |
2021 |
Usability Requirements Extraction Method From Software Document
INTERNATIONAL JOURNAL OF SOFTWARE ENGINEERING AND KNOWLEDGE ENGINEERING Publication In Web Of Science UTM FIRST AUTHOR |
2020 |
Comparison Of Term Weighting Method To Classify Hypertension Documents
ACADEMIA OF INFORMATION COMPUTING RESEARCH Journal Article Non Citation-Indexed UTM FIRST AUTHOR |
2020 |
Comparative Study In Classifying Fake Fingerprint Images
ACADEMIA OF FUNDAMENTAL COMPUTING RESEARCH Journal Article Non Citation-Indexed UTM FIRST AUTHOR |
2020 |
Experimental Result Using K-Means Clustering In Incorporation Local Protein Structure Information
ACADEMIA OF DATA SCIENCE Journal Article Non Citation-Indexed UTM FIRST AUTHOR |
2020 |
Comparative Study On Statistical Data Value Technique For Fake Fingerprint Classification
ACADEMIA OF INFORMATION COMPUTING RESEARCH Journal Article Non Citation-Indexed UTM FIRST AUTHOR |
2020 |
Integration Of Artificial Intelligence In Adaptive Learning Model
THE 12TH INTERNATIONAL CONFERENCE ON INTERNET (ICONI 2020) Conference Paper CO-AUTHOR |
2020 |
Adaptive Learning In Computing Education: A Systematic Mapping Study
IOP CONFERENCE SERIES: MATERIALS SCIENCE AND ENGINEERING Publication In Scopus CO-AUTHOR |
2020 |
Website Quality Of Malaysian Technical University (Mtun)
INDONESIAN JOURNAL OF ELECTRICAL ENGINEERING AND COMPUTER SCIENCE Publication In Scopus UTM FIRST AUTHOR |
2020 |
Supplier Selection Antecedents In Furniture Manufacturing Industry Using Analytic Hierarchy Process
TEST ENGINEERING AND MANAGEMENT Publication In Scopus UTM FIRST AUTHOR |
2020 |
Aligning And Mapping Skills Of 21st Century Learning And Software Engineering Professional Via Collaborative Projects
NEW ACADEMIA LEARNING INNOVATION (NALI 2019) Conference Paper CO-AUTHOR |
2019 |
Non-Functional Requirement Template For Usability Aspect Based On Nimsad Evaluation Engineering
INTERNATIONAL JOURNAL OF ADVANCED TRENDS IN COMPUTER SCIENCE AND ENGINEERING Publication In Scopus UTM FIRST AUTHOR |
2019 |
Enzyme Sub-Functional Class Prediction Based On Sequence-Structure Knowledge
INTERNATIONAL JOURNAL OF ADVANCED TRENDS IN COMPUTER SCIENCE AND ENGINEERING Publication In Scopus CORRESPONDING AUTHOR |
2019 |
Fusion Iris And Periocular Recognitions In Non-Cooperative Environment
INDONESIAN JOURNAL OF ELECTRICAL ENGINEERING AND INFORMATICS Publication In Scopus CO-AUTHOR |
2019 |
Fake Fingerprint Detection Approaches: A Systematic Review
INTERNATIONAL JOURNAL OF INNOVATIVE TECHNOLOGY AND EXPLORING ENGINEERING Publication In Scopus UTM FIRST AUTHOR |
2019 |
Comparison Of Feature Selection Techniques In Classifying Stroke Documents
INDONESIAN JOURNAL OF ELECTRICAL ENGINEERING AND COMPUTER SCIENCE Publication In Scopus CORRESPONDING AUTHOR |
2019 |
Improved Metaheuristic Algorithms For Metabolic Network Optimization
IOP CONFERENCE SERIES: MATERIALS SCIENCE AND ENGINEERING Publication In Scopus CO-AUTHOR |
2019 |
Bab 5 Sistem Pencarian Tajuk Psm Menggunakan Platform
Android
PEMBANGUNAN SISTEM APLIKASI AMATUR (KOLEKSI 2) Book Chapter UTM FIRST AUTHOR |
2019 |
Bab 4 Sistem Jual Beli Aksesori Barang Kemas Secara Atas
Talian
PEMBANGUNAN SISTEM APLIKASI AMATUR (KOLEKSI 2) Book Chapter UTM FIRST AUTHOR |
2019 |
Bab 3 Aplikasi Rumah Sewa Parit Raja 21-34
PEMBANGUNAN SISTEM APLIKASI AMATUR (KOLEKSI 2) Book Chapter UTM FIRST AUTHOR |
2019 |
Bab 2 Sistem Pengurusan Cuci Kenderaan Bahakhi Car Wash
PEMBANGUNAN SISTEM APLIKASI AMATUR (KOLEKSI 2) Book Chapter UTM FIRST AUTHOR |
2019 |
Topologically Significant Directed Random Walk With Applied Walker Network In Cancer Environment
PAKISTAN JOURNAL OF PHARMACEUTICAL SCIENCES Publication In Web Of Science UTM FIRST AUTHOR |
2019 |
A Non-Dominated Sorting Differential Search Algorithm Flux Balance Analysis (Ndsdsafba) For In Silico Multiobjective Optimization In Identifying Reactions Knockout
COMPUTERS IN BIOLOGY AND MEDICINE Publication In Web Of Science CO-AUTHOR |
2019 |
Optimized Bio-Inspired Kernels With Twin Support Vector Machine Using Low Identity Sequences To Solve Imbalance Multiclass Classification
JOURNAL OF ENVIRONMENTAL BIOLOGY Publication In Web Of Science UTM FIRST AUTHOR |
2019 |
Re-Engineering In Confinement Method
ENGINEERING HERITAGE JOURNAL (GWK)3(1) (2019) 18-19 Journal Article Non Citation-Indexed UTM FIRST AUTHOR |
2019 |
Impact Of Continuous Practice To The Performance In Cross Country Race
SOCIAL VALUES & SOCIETY 1(1) (2019) 11-12 Journal Article Non Citation-Indexed UTM FIRST AUTHOR |
2019 |
Online Activity Duration Management System For Manufacturing
Company
ACTA ELECTRONICA MALAYSIA (AEM) 3(2) (2019) 01-08 Journal Article Non Citation-Indexed UTM FIRST AUTHOR |
2019 |
Integration Of Statistical Method And Zernike Moment As Feature Extraction In Liveness Detection
IOP CONFERENCE SERIES: MATERIALS SCIENCE AND ENGINEERING Publication In Scopus UTM FIRST AUTHOR |
2019 |
Local Protein Structures To Bridge Sequence-Structure Knowledge
INTERNATIONAL JOURNAL OF ADVANCED TRENDS IN COMPUTER SCIENCE AND ENGINEERING Publication In Scopus CORRESPONDING AUTHOR |
2019 |
ANNUAL REPORT FACULTY OF COMPUTING 2017 Clasified/Technical Report CO-AUTHOR |
2018 |
Lensalyza Photography
Studio Reservation System
ACTA ELECTRONICA MALAYSIA (AEM) Journal Article Non Citation-Indexed UTM FIRST AUTHOR |
2018 |
Algorithm To Estimate Systolic Blood Pressure By Extracting Electrocardiogram Signal From The Head Using Earlobe Photoplethysmography
INTERNATIONAL JOURNAL OF SOFTWARE ENGINEERING AND TECHNOLOGY Journal Article Non Citation-Indexed UTM FIRST AUTHOR |
2018 |
Most Stationery Inventory
Management System
ACTA ELECTRONICA MALAYSIA (AEM) Journal Article Non Citation-Indexed UTM FIRST AUTHOR |
2018 |
Enhancement Of Fingerprint Liveness Detection
INTERNATIONAL JOURNAL OF SOFTWARE ENGINEERING AND TECHNOLOGY Journal Article Non Citation-Indexed UTM FIRST AUTHOR |
2018 |
Comparative Evaluation Of Genetic Algorithm-Based Test Case Optimization
JOURNAL OF FUNDAMENTAL AND APPLIED SCIENCES Journal Article Non Citation-Indexed CO-AUTHOR |
2018 |
Information Technology
Club Management System
ACTA ELECTRONICA MALAYSIA (AEM) Journal Article Non Citation-Indexed UTM FIRST AUTHOR |
2018 |
At-Thoyyib Shop Inventory Management System
ACTA INFORMATICA MALAYSIA (AIM) Journal Article Non Citation-Indexed UTM FIRST AUTHOR |
2018 |
Taxi Reservation System Of
Batu Pahat Taxi Association
ACTA ELECTRONICA MALAYSIA Journal Article Non Citation-Indexed UTM FIRST AUTHOR |
2018 |
Sweet8bakery Booking System
ACTA ELECTRONICA MALAYSIA Journal Article Non Citation-Indexed UTM FIRST AUTHOR |
2018 |
THESIS GUIDELINES Modules / Manual CO-AUTHOR |
2018 |
A Relative Tolerance Relation Of Rough Set (Rtrs) For Potential Fish Yields In Indonesia
JOURNAL OF COASTAL RESEARCH Publication In Web Of Science UTM FIRST AUTHOR |
2018 |
A Relative Tolerance Relation Of Rough Set For Incomplete Information Systems
ADVANCES IN INTELLIGENT SYSTEMS AND COMPUTING Publication In Scopus UTM FIRST AUTHOR |
2018 |
Gene Selection And Classification In Microarray Datasets Using A Hybrid Approach Of Pcc-Bpso/Ga With Multi Classifiers
JOURNAL OF COMPUTER SCIENCE Publication In Scopus UTM FIRST AUTHOR |
2018 |
Iris Segmentation
INTERNATIONAL JOURNAL OF ENGINEERING AND TECHNOLOGY Publication In Scopus CORRESPONDING AUTHOR |
2018 |
Contact Lens Classification By Using Segmented Lens Boundary Features
INDONESIAN JOURNAL OF ELECTRICAL ENGINEERING AND COMPUTER SCIENCE Publication In Scopus UTM FIRST AUTHOR |
2018 |
Low-Illuminated Spot-5 Image Improvement For Density-Based Vegetation
Identification Using Three-Layer Colour Manipulation Approach
INTERNATIONAL JOURNAL OF ADVANCED INTELLIGENCE PARADIGMS Publication In Scopus CO-AUTHOR |
2018 |
Overview Of Multiobjective Optimization Methods In In Silico Metabolic Engineering
INTERNATIONAL JOURNAL OF INTEGRATED ENGINEERING Publication In Scopus CO-AUTHOR |
2018 |
Analysis On Texture And Colour Based Features Of Periocular For Low Resolution Colour Iris Images
PROCEEDINGS - 2018 IEEE CONFERENCE ON SYSTEMS, PROCESS AND CONTROL, ICSPC 2018 Publication In Scopus CO-AUTHOR |
2018 |
Investigation Of Poverty Indicators For Designing Case Representation To Determine Urban Poverty
INTERNATIONAL JOURNAL OF ADVANCES IN SOFT COMPUTING AND ITS APPLICATIONS Publication In Scopus CO-AUTHOR |
2017 |
Incorporating Multiple Biology Based Knowledge To Amplify The Prophecy Of Enzyme Sub-Functional Classes
INTERNATIONAL JOURNAL ON ADVANCED SCIENCE, ENGINEERING AND INFORMATION TECHNOLOGY Publication In Scopus CORRESPONDING AUTHOR |
2017 |
Supervised Classification And Improved Filtering Method For Shoreline Detection
JOURNAL OF THEORETICAL AND APPLIED INFORMATION TECHNOLOGY Publication In Scopus UTM FIRST AUTHOR |
2017 |
A Study On Facial Expression Recognition Using Local Binary Pattern
INTERNATIONAL JOURNAL ON ADVANCED SCIENCE, ENGINEERING AND INFORMATION TECHNOLOGY Publication In Scopus CORRESPONDING AUTHOR |
2017 |
Selection And Classification Of Gene Expression In Autism Disorder: Use Of A Combination Of Statistical Filters And A Gbpso-Svm Algorithm
PLOS ONE Publication In Web Of Science UTM FIRST AUTHOR |
2017 |
Clustering Alkire Foster-Oriented Quantification In Measuring Multidimensional Poverty Indicators By Using
Intelligent Adaptive Neural Fuzzy Inference Systems
ADVANCED SCIENCE LETTERS Publication In Web Of Science CORRESPONDING AUTHOR |
2017 |
Insider Risk Profile Matrix To Quantify Risk Value Of Insider Threat Prediction Framework
JOURNAL OF THEORETICAL AND APPLIED INFORMATION TECHNOLOGY Publication In Scopus UTM FIRST AUTHOR |
2017 |
Pilgrimtrackr: Developing A Pilgrim Tracker System
ICT-INTERNATIONAL STUDENT PROJECT CONFERENCE 2017 Publication In Scopus UTM FIRST AUTHOR |
2017 |
Smart Mirror For Smart Life
ICT - INTERNATIONAL STUDENT PROJECT CONFERENCE 2017 Publication In Scopus UTM FIRST AUTHOR |
2017 |
Batu Pahat Car Workshops Finder
INTERNATIONAL JOURNAL OF INNOVATIVE COMPUTING Journal Article Non Citation-Indexed UTM FIRST AUTHOR |
2017 |
Comparison Semantic Similarity Approach Using Biomedical Domain Dataset
ACTA ELECTRONICA MALAYSIA Journal Article Non Citation-Indexed UTM FIRST AUTHOR |
2017 |
Medical Appointment Application
ACTA ELECTRONICA MALAYSIA (AEM) Journal Article Non Citation-Indexed UTM FIRST AUTHOR |
2017 |
X-Similarity Comparison By Using Wordnet
INTERNATIONAL JOURNAL ON INFORMATICS VISUALIZATION Journal Article Non Citation-Indexed UTM FIRST AUTHOR |
2017 |
Comparative Study Of Different Window Sizes Setting In Median Filter For Off-Angle Iris Recognition
INTERNATIONAL JOURNAL ON ADVANCED SCIENCE, ENGINEERING AND INFORMATION TECHNOLOGY Publication In Scopus CORRESPONDING AUTHOR |
2017 |
Investigation Of Attributes That Influence The Insider Trust
INTERNATIONAL JOURNAL ON ADVANCED SCIENCE, ENGINEERING AND INFORMATION TECHNOLOGY Publication In Scopus CORRESPONDING AUTHOR |
2017 |
Claim Management System
ACTA INFORMATICA MALAYSIA Journal Article Non Citation-Indexed UTM FIRST AUTHOR |
2017 |
Smw: Smart Waste Management For Green Environment
ICT-INTERNATIONAL STUDENT PROJECT CONFERENCE 2017 Publication In Scopus UTM FIRST AUTHOR |
2017 |
A Review On Shoreline Detection Framework Using
Remote Sensing Satellite Image
INTERNATIONAL JOURNAL OF INNOVATIVE COMPUTING Journal Article Non Citation-Indexed CORRESPONDING AUTHOR |
2017 |
The Students Perceptions On The Usability Of Industrial Training System And Its Implication
THE SOCIAL SCIENCES Journal Article Non Citation-Indexed UTM FIRST AUTHOR |
2017 |
A Review On Classification Of The Urban Poverty Using The Artificial Intelligence Method
JOURNAL OF ASIAN SCIENTIFIC RESEARCH Journal Article Non Citation-Indexed CORRESPONDING AUTHOR |
2017 |
Android - Based Smart Langkawi Tourism
ICT-INTERNATIONAL STUDENT PROJECT CONFERENCE 2017 Publication In Scopus UTM FIRST AUTHOR |
2017 |
Nimsad Framework To Evaluate The Role-Based Goal Modelling
INTERNATIONAL JOURNAL ON ADVANCED SCIENCE, ENGINEERING AND INFORMATION TECHNOLOGY Publication In Scopus CORRESPONDING AUTHOR |
2017 |
Image Enhancement Technique At Different Distance For Iris Recognition
INTERNATIONAL JOURNAL ON ADVANCED SCIENCE, ENGINEERING AND INFORMATION TECHNOLOGY Publication In Scopus CORRESPONDING AUTHOR |
2017 |
A Systematic Literature Review Of Combinatorial Testing
INTERNATIONAL JOURNAL OF ADVANCES IN SOFT COMPUTING AND ITS APPLICATIONS Publication In Scopus UTM FIRST AUTHOR |
2017 |
A Comparative Study Of Different Template Matching Techniques For Twin Iris Recognition
INTERNATIONAL JOURNAL ON ADVANCED SCIENCE, ENGINEERING AND INFORMATION TECHNOLOGY Publication In Scopus CORRESPONDING AUTHOR |
2017 |
Analysis Of Multi-Stakeholder Requirements Using Requirement Interaction Matrix
INTERNATIONAL JOURNAL ON ADVANCED SCIENCE, ENGINEERING AND INFORMATION TECHNOLOGY Publication In Scopus CORRESPONDING AUTHOR |
2017 |
An Investigation Of Fake Fingerprint Detection Approaches
AIP CONFERENCE PROCEEDINGS - 2ND INTERNATIONAL CONFERENCE ON APPLIED SCIENCE AND TECHNOLOGY 2017 Publication In Scopus UTM FIRST AUTHOR |
2017 |
An Investigation Of Matching Approaches In Fingerprints Identification
ADVANCES IN INTELLIGENT SYSTEMS AND COMPUTING Publication In Scopus UTM FIRST AUTHOR |
2017 |
Data-Dependent In Role-Based Goal Modeling
JOURNAL OF THEORETICAL AND APPLIED INFORMATION TECHNOLOGY Publication In Scopus CORRESPONDING AUTHOR |
2017 |
The Role-Based Goal Modeling
JOURNAL OF SOFTWARE Journal Article Non Citation-Indexed CORRESPONDING AUTHOR |
2016 |
Simplification On Condensed Parameter Interaction Of
Combinatorial Testing By Eliminating Similar Pattern
Of Decision Rules
INTERNATIONAL JOURNAL OF SOFTWARE ENGINEERING AND TECHNOLOGY Journal Article Non Citation-Indexed UTM FIRST AUTHOR |
2016 |
Extraction Of Non-Functional Requirement In Natural Language Document Using Keyword With Usability Quality Aspect
INTERNATIONAL JOURNAL OF SOFTWARE ENGINEERING AND TECHNOLOGY Journal Article Non Citation-Indexed UTM FIRST AUTHOR |
2016 |
Comparative Study Between Different Filtering Methods To Remove Reflection In Eye Image For Iris Recognition
UTM COMPUTING PROCEEDINGS INNOVATIONS IN COMPUTING TECHNOLOGY AND APPLICATIONS Proceedings CORRESPONDING AUTHOR |
2016 |
Clustering Alkire Foster-Oriented Quantification In Measuring Multidimensional Poverty Indicators By Using Intelligent Anfis
2016 INTERNATIONAL CONFERENCE ON SOCIAL SCIENCES AND HUMANITIES (SOSHUM) Conference Paper CORRESPONDING AUTHOR |
2016 |
A Systematic Literature Review Of Combinatorial Testing Simplification Research
THE INTERNATIONAL WORKSHOP ON BIG DATA ANALYTICS 2016 (IWBDA 2016) Conference Paper UTM FIRST AUTHOR |
2016 |
Investigation Of Poverty Indicators For Designing Case Representation To Determine Urban Poverty
THE INTERNATIONAL WORKSHOP ON BIG DATA ANALYTICS 2016 (IWBDA 2016) Conference Paper CO-AUTHOR |
2016 |
The Data-Driven Fuzzy Rulebased
Systems For Urban
Poverty In Malaysia
THE INTERNATIONAL WORKSHOP ON BIG DATA ANALYTICS 2016 (IWBDA 2016) Conference Paper UTM FIRST AUTHOR |
2016 |
Shoreline Detection, In Tanjung Piai, Malaysia By Improving The Low Brightness And Contrast Of Spot-5 Images Using The Nir-He Method
INTERNATIONAL JOURNAL OF IMAGE AND DATA FUSION Publication In Scopus CORRESPONDING AUTHOR |
2016 |
Granular Support Vector Machine To Identify Unknown Structural Classes Of Protein
INTERNATIONAL JOURNAL OF DATA MINING AND BIOINFORMATICS Publication In Web Of Science CORRESPONDING AUTHOR |
2015 |
A Low Lighting Or Contrast Ratio Visible Iris Recognition Using Iso-Contrast Limited Adaptive Histogram Equalization
KNOWLEDGE-BASED SYSTEMS Publication In Web Of Science CO-AUTHOR |
2015 |
Multi-Layer Fuzzy Logic For Welfare Disbursement
IEEE 3RD INTERNATIONAL CONFERENCE ON ARTIFICIAL INTELLIGENCE, MODELING AND SIMULATION, AIMS2015 Conference Paper UTM FIRST AUTHOR |
2015 |
Frame Detection Using Gradients Fuzzy Logic And Morphological Processing For Distant Color Eye Images In An Intelligent Iris Recognition System
APPLIED SOFT COMPUTING Publication In Web Of Science CO-AUTHOR |
2015 |
The StudentâS Perceptions Of Industrial Training System As A Tool For Managing Industrial Trainin
THE 7TH INTERNATIONAL CONFERENCE ON INTERNET (ICONI 2015) Conference Paper CO-AUTHOR |
2015 |
A Unified Approach For Unconstrained Off-Angle Iris Recognition
PROCEEDINGS - 2014 INTERNATIONAL SYMPOSIUM ON BIOMETRICS AND SECURITY TECHNOLOGIES, ISBAST 2014 Publication In Scopus CO-AUTHOR |
2015 |
Maturity-Based Analysis Of Lightweight Ontology From The Aspect Of Extensibility, Reusability And Evolutionary
INTERNATIONAL JOURNAL OF ADVANCES IN SOFT COMPUTING AND ITS APPLICATIONS Publication In Scopus CORRESPONDING AUTHOR |
2015 |
Fusing The Line Intensity Profile And Support Vector Machine For Removing Reflections In Frontal Rgb Color Eye Images
INFORMATION SCIENCES Publication In Web Of Science CO-AUTHOR |
2014 |
A Study Of Lightweight Ontology For Herb Domain
2014 8TH MALAYSIAN SOFTWARE ENGINEERING CONFERENCE (MYSEC) Conference Paper UTM FIRST AUTHOR |
2014 |
Multimodal Biometrics: Weighted Score Level Fusion Based On Non-Ideal Iris And Face Images
EXPERT SYSTEMS WITH APPLICATIONS Publication In Web Of Science CO-AUTHOR |
2014 |
A Study Of Lightweight Ontology For Herb Domain
2014 8TH MALAYSIAN SOFTWARE ENGINEERING CONFERENCE (MYSEC) Proceedings UTM FIRST AUTHOR |
2014 |
Feature Extraction For Different Distances Of Visible Reflection Iris Using Multiscale Sparse Representation Of Local Radon Transform
PATTERN RECOGNITION Publication In Web Of Science CO-AUTHOR |
2013 |
An Improved Multiscale Retinex Algorithm For Motion-Blurred Iris Images To Minimize The Intra-Individual Variations
PATTERN RECOGNITION LETTERS Publication In Web Of Science CO-AUTHOR |
2013 |
Optimized Local Protein Structure With Support Vector Machine To Predict Protein Secondary Structure
COMMUNICATIONS IN COMPUTER AND INFORMATION SCIENCE Publication In Scopus UTM FIRST AUTHOR |
2012 |
Pairwise Protein Substring Alignment With Latent Semantic Analysis And Support Vector Machines To Detect Remote Protein Homology
INTERNATIONAL JOURNAL OF BIO-SCIENCE AND BIO-TECHNOLOGY Publication In Scopus CO-AUTHOR |
2011 |
An Optimal Mesh Algorithm For Remote Protein Homology Detection
INTERNATIONAL JOURNAL OF BIO-SCIENCE AND BIO-TECHNOLOGY Publication In Scopus CO-AUTHOR |
2011 |
Incorporating Multiple Genomic Features With The Utilization Of Interacting Domain Patterns To Improve The Prediction Of Protein-Protein Interactions
INFORMATION SCIENCES Publication In Web Of Science CO-AUTHOR |
2010 |
Utilizing Shared Interacting Domain Patterns And Gene Ontology Information To Improve Protein-Protein Interaction Prediction
COMPUTERS IN BIOLOGY AND MEDICINE Publication In Web Of Science CO-AUTHOR |
2010 |
Splitssi-Svm: An Algorithm To Reduce The Misleading And Increase The Strength Of Domain Signal
COMPUTERS IN BIOLOGY AND MEDICINE Publication In Web Of Science CO-AUTHOR |
2009 |
Legend : IP CATEGORY IP LEVEL
Legend : SESSION LEVEL OF STUDY STATUS SUPERVISION LEVEL
Supervision List |
---|
ANIS FARIHAN BINTI MAT RAFFEI IRIS AND PERIOCULAR RECOGNITION USING COLOUR CONTRAST ENHANCEMENT FOR VISIBLE EYE IMAGES IN NON-COOPERATIVE ENVIRONMENT PHD GRADUATED CO-SUPERVISOR 2017 |
FARIZUWANA AKMA BINTI ZULKIFLE NEAR-INFRARED HISTOGRAM EQUALIZATION AND IMPROVED IMAGE FILTERING FOR SHORELINE EDGE DETECTION IN SPOT-5 IMAGES PHD GRADUATED SUPERVISOR 2018 |
NOOR HIDAYAH BINTI ZAKARIA ALKIRE-FOSTER ORIENTED ENSEMBLE FUZZY INFERENCE SYSTEM FOR URBAN POVERTY CLASSIFICATION PHD GRADUATED SUPERVISOR 2018 |
ABDULKADIR ABUBAKAR BICHI GRAPH-BASED METHODS FOR HAUSA LANGUAGE EXTRACTIVE TEXT SUMMARIZATION PHD GRADUATED CO-SUPERVISOR 2023 |
ASRAFUL SYIFAA' BINTI AHMAD ENSEMBLES REGION OF INTEREST USING STATISTICAL FEATURES  REPRESENTATION OF FACIAL IMAGES FOR  EMOTION DETECTION PHD ON GOING SUPERVISOR |
NUR ATIQAH BINTI MOHD FUA'AD ENHANCING CARDIO-RESPIRATORY MOTION PREDICTION IN ANGIOGRAPHY SEQUENCES USING ADVANCED LSTM ARCHITECTURES   PHD ON GOING CO-SUPERVISOR |
MIHRAN ABDULRAHIM MUHAMMED ILLUMINATION-ADAPTIVE TRANSFORMER FOR OBJECT DETECTION IN AUGMENTED REALITY   PHD ON GOING CO-SUPERVISOR |
NUR AQILAH KHADIJAH BINTI ROSILI PREDICTING COURT DECISIONS FOR ALIMONY USING SUPPORT VECTOR MACHINE AND REGRESSION METHOD.   PHD ON GOING SUPERVISOR |
ABID SAEED KHATTAK OPTIMIZING SEMG GESTURE CLASSIFICATION: A FUSION OF HYBRID GRASSMANN MANIFOLDS AND DEEP RESIDUAL NETWORKS PHD ON GOING CO-SUPERVISOR |
MOHANAED AJMI FALIH NAFEEI PHD ON GOING SUPERVISOR |
ANIS FARIHAN BINTI MAT RAFFEI PRE-PROCESSING AND FEATURE EXTRACTION FOR NON-COOPERTIVE ENVIRONMENT MASTER GRADUATED CO-SUPERVISOR 2013 |
SHARON KAUR A/P GURAMAD SINGH ENZYME SUB-FUNCTIONAL CLASS PREDICTION USING MULTI-BIOLOGICAL KNOWLEDGE FEATURE RESPRESENTATION AND TWIN SUPPORT VECTOR MACHINE MASTER GRADUATED SUPERVISOR 2013 |
D'YIA SARAH BINTI MD SHUKRI IMAGE ENHANCEMENT AND UNIFIED SEGMENTATION APPROACH IN MOTION-BLURRED IMAGE FOR IRIS RECOGNITION MASTER GRADUATED CO-SUPERVISOR 2013 |
NOOR HIDAYAH BINTI ZAKARIA ALKIRE-FOSTER ORIENTED ENSEMBLE FUZZY INFERENCE SYSTEMS FOR URBAN POVERTY CLASSIFICATION MASTER GRADUATED SUPERVISOR 2013 |
NURSYAFIKAH BINTI HAMID RESOLUTION IMPROVEMENT OF LOW ILLUMINATED IMAGES USING THREE LAYERS COLOUR APPROACH FOR TEMPORAL MANGROVE ANALYSIS MASTER GRADUATED CO-SUPERVISOR 2015 |
ISZAIDA BINTI ISMAIL RISK PROFILE MATRIX ENHANCEMENT FOR INSIDER THREAT PREDICTION MASTER GRADUATED SUPERVISOR 2017 |
NOR ASHILA BINTI ABDUL RAHMAN THE IMPLEMENTATION OF SEARCH-BASED MUTATION TESTING IN TEST SUITE GENERATION MASTER GRADUATED SUPERVISOR 2017 |
SHILAN SAMEEN HAMEED ALJAF HYBRID AND LIGHTWEIGHT ENSEMBLE TECHNIQUES FOR ATTACK DETECTION AND CLASSIFICATION IN THE MULTI-LAYER OF IOMT FOG MASTER GRADUATED SUPERVISOR 2017 |
NOOR ATIKAH AMIRA BINTI FAUZI USABILITY REQUIREMENTS EXTRACTOR FROM STRUCTURED NATURAL LANGUAGE DOCUMENTS MASTER GRADUATED SUPERVISOR 2018 |
ASRAFUL SYIFAA' BINTI AHMAD ENSEMBLES REGION OF INTEREST USING STATISTICAL FEATURES  REPRESENTATION OF FACIAL IMAGES FOR  EMOTION DETECTION MASTER GRADUATED SUPERVISOR 2019 |
KAHUTHAMAN A/L SILVADORAI IMPROVED ENSEMBLE AVERAGE APPROACH FOR SYSTOLIC BLOOD PRESSURE ESTIMATION MASTER GRADUATED SUPERVISOR 2019 |
ROHANI BINTI MOHAMMAD KUSAIRI AN IMPROVED BICLUSTERING ALGORITHM WITH OVERLAPPING CONTROL FOR IDENTIFICATION OF INFORMATIVE GENES AND PATHWAYS MASTER GRADUATED CO-SUPERVISOR 2021 |
NURUL NAZIHAH BINTI JAMAL ADAPTIVE LEARNING ANALYTICS FRAMEWORK FOR DISCOVERING COMPETENCIES OF STUDENTS IN ONLINE LEARNING ENVIRONMENTS MASTER GRADUATED CO-SUPERVISOR 2021 |
LIM JING JIE IMPROVED MUTATION TESTING FRAMEWORK BY AUGMENTING CODE ANNOTATION FOR ANDROID APPLICATIONS MASTER GRADUATED SUPERVISOR 2023 |
MOHAMAD NUR HAFIZHAN BIN HASSAN CLUSTERING ORIENTED FEATURE MATRIX USING SPECTRUM- PRESERVING NODE AGGREGATION IN MUTATION TESTING OF JAVA APPLICATION   MASTER ON GOING CO-SUPERVISOR |
MGBEMENA STANLEY ONYEBUCHI AN ENHANCEMENT OF COVERAGE-BASED TEST CASE PRIORITIZATION TECHNIQUE USING RANKING ALGORITHM MASTER ON GOING CO-SUPERVISOR |
WAN MUHAMMAD IRSYADUDDIN BIN WAN ZOHAL MASTER ON GOING CO-SUPERVISOR |
MUHAMMAD EDZUAN BIN ZAINODIN LEARNING-BASED ENTROPY FOR MALICIOUS FILE DETECTION WITH TEST SUITE GENERATION IN STATIC APPLICATION SECURITY TESTING MASTER ON GOING SUPERVISOR |
IRFAN MUBIN BIN SHUKRI MASTER ON GOING SUPERVISOR |
CHEONG CHIEN LI ENHANCING RIB CONTINUITY IN 3D ANATOMICAL RECONSTRUCTIONS: A SPARSE CNN SUPER-RESOLUTION APPROACH MASTER ON GOING CO-SUPERVISOR |
ZHOU RUIFENG MASTER ON GOING SUPERVISOR |
MUHAMMAD FARIS FAISAL BIN AHMAD RADDI WORD SENSE DISAMBIGUATION METHOD IN FOR MALAY TEXT SUMMARIZATION MASTER ON GOING SUPERVISOR |
NIK ILHAMI BINTI NIK IBRISAM MASTER ON GOING SUPERVISOR |