GRANT(PI & MEMBERS)
65
PUBLICATIONS
45
INDEXED PUBLICATION
30
TOTAL STUDENTS
H-INDEXED (SCOPUS)
CITATIONS (SCOPUS)
Grant (PI)
Publications
Supervisions
Legend : SPONSOR TYPE OF GRANT
Grant Name | Year |
---|---|
CLOUD BASED MOBILE DATA COLLECTION AND MACHINE LEARNING ANALYTIC PLATFORM DEVELOPMENT – PHASE 2 MZR GLOBAL SDN BHD Contract Research DTD |
2020 |
Predictive Modelling and Classification for Diabetes Sub-clusters using Deep Patient Similarity Learning MINISTRY OF EDUCATION Fundamental Research Grant Scheme |
2020 |
Design and Development of Server-Side Implementation Model based on DevOps for Manufacturing Resource Planning INTEC PRECISION ENGINEERING SDN BHD Contract Research DTD |
2020 |
Continuous Software Development and Testing Based on DevOps for Manufacturing Resource Planning (MRP) INTEC PRECISION ENGINEERING SDN. BHD. (MALAYSIA) Contract Research DTD |
2020 |
Handwritten and Normal Text Recognition on Scanned Documents and Key Information Extraction ETIQA INSURANCE (SINGAPORE) PTE. LTD. International Grant |
2020 |
LEADERSHIP PROFILING AND TALENT PREDICTIVE ANALYTICS FOR AKADEMIK KEPIMPINAN PENDIDIKAN TINGGI (AKEPT) AKADEMI KEPIMPINAN PENDIDIKAN TINGGI (AKEPT) Non Goverment Agency |
2020 |
A NEW CLOUD-BASED MACHINE LEARNING ALGORITHM FOR PROCUREMENT ANALYSIS AND DECISION RUG OF UTM Industry-International Incentive Grant |
2020 |
BIG DATA TALENT ANALYTICS FOR PREDICTIVE BEHAVIORAL LEADERSHIP RUG OF UTM UTM High Impact Research |
2020 |
Design and Development of Waste-to-Wealth E-Commerce Platform OPTIMAL SYSTEMS ENGINEERING SDN BHD Contract Research DTD |
2019 |
AGOLA ROBOTIC SOFTWARE DEVELOPMENT MAJILIS AMANAH RAKYAT (MARA) Non Goverment Agency |
2019 |
THE DESIGN AND DEVELOPMENT OF MOBILE APPLICATIONS JOHOR CORPORATION Contract Research DTD |
2019 |
AN IMPROVED MACHINE LEARNING ALGORITHM FOR NATURAL LANGUAGE PROCESSING IN FREQUENTLY ASKED QUESTION PLATFORM OK BLOCKCHAIN CENTRE SDN BHD Contract Research DTD |
2019 |
STUDY ON PLANT NATURAL FLAVANONES BY A NOVEL CYANOBACTERIA CELL FACTORY MINISTRY OF EDUCATION Fundamental Research Grant Scheme |
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 |
AN IMPROVED MACHINE LEARNING ALGORITHM FOR PREDICTIVE ANALYTIC IN AN INTEGRATED ENTERPRISE COLLABORATIVE PLATFORM RUG OF UTM Industry-International Incentive Grant |
2019 |
PALM OIL PROCESSING & REFINING MANAGEMENT CONTROL SYSTEM: CLOUD BASED MOBILE DATA COLLECTION AND MACHINE LEARNING ANALYTIC PLATFORM DEVELOPMENT MZR GLOBAL SDN BHD Contract Research DTD |
2019 |
YOUTH COMMUNITY DRIVEN ON LEARNING EXPERIENCE IN COMPUTER SCIENCE FOR UNDERREPRESENTED MINORITIES CENTER FOR COMMUNITY AND INDUSTRY NETWORK (CCIN) UTM R&D Fund |
2019 |
DESIGN OF TALENT DEVELOPMENT FRAMEWORK FOR COMPUTER SCIENCE SKILL-BASED TRAINING GATES IT SOLUTION SDN. BHD. Contract Research DTD |
2019 |
INTEGRATED MOTOR CONTROL SYSTEM (IMCS): CLOUD-BASED MOBILE APPLICATION AND MACHINE LEARNING ANALYTIC PLATFORM DEVELOPMENT MZR GLOBAL SDN BHD Contract Research DTD |
2019 |
THE DESIGN OF INTELLIGENT-BASED INFONOMIC PLATFORM FOR CYBER-PHYSICAL INFRASTRUCTURE RUG OF UTM Industry-International Incentive Grant |
2019 |
Young Maker Challenge @ American Corner 2019 UNITED STATES EMBASSY IN MALAYSIA Networking Grant |
2018 |
THE SMART MOSQUE SOFTWARE APPLICATION TECHCAPITAL MATRIX SDN BHD Contract Research DTD |
2018 |
A NEW CLOUD-BASED MACHINE LEARNING-AS-A-SERVICE FOR ANALYZING SYNTHETIC CELLULAR PATHWAYS RUG OF UTM UTMShine |
2018 |
The Design of a service oriented architecture (SOA) for integration of various government agencies GATES IT SOLUTION SDN. BHD. Contract Research DTD |
2018 |
THE DESIGN OF ENTERPRISE COLLABORATION FRAMEWORK FOR INTEGRATION OF VARIOUS GOVERNMENT AGENCIES GATES IT SOLUTION SDN. BHD. Contract Research DTD |
2018 |
AN IMPROVED EXTREME LEARNING MACHINE FOR FEATURE REPRESENTATION IN GENOMICS DATASET RUG OF UTM Tier 1 |
2017 |
PREDICTIVE MODEL USING CLIMATE VARIABLES FOR PREDICTION OF DENGUE INCIDENCE IN MALAYSIA RUG OF UTM Tier 1 |
2017 |
AN ENHANCED DEEP LEARNING ARCHITECTURE FOR FUNCTIONAL NON CODING VARIANT PREDICTION RUG OF UTM Tier 1 |
2017 |
PLATFORM ATAS TALIAN UNTUK RANGKAIAN PEMBANGUNAN BELIA JOHOR UNIT PERANCANG EKONOMI JOHOR Johor Innovation Valley- Bahagian Perancang Ekonomi Johor |
2017 |
A New Reliability Prediction Model By The Combination of Non-Homogenous Poisson Process And an Artificial Neural Network Based-on Information Fusion Technique MINISTRY OF EDUCATION Fundamental Research Grant Scheme |
2016 |
Science Innovation Challenge AKADEMI SAINS MALAYSIA Networking Grant |
2016 |
PEMANTAPAN PROJEK LIGA ROBOTIK ICARE UTM-KEJORA KE PERINGKAT LEBIH TINGGI LEMBAGA KEMAJUAN JOHOR TENGGARA (KEJORA) Non Goverment Agency |
2015 |
AN EVOLUTIONARY DEEP LEARNING ALGORITHM FOR IMPROVING SYNTHETIC BIOLOGY MODELING OF MICROBIAL CELLULOSE DEGRADATION IN BIOCATALYST RUG OF UTM Tier 1 |
2015 |
FRAMEWORK FOR SYSTEM DYNAMICS INTEGRATION WITH BIG DATA IN PUBLIC POLICY MAKING RUG OF UTM Tier 1 |
2015 |
SOLVING DOCUMENT CLASSIFICATION PROBLEM USING NOVEL INTEGRATED EVOLVING SPIKING NEURAL NETWORK WITH FIREFLY ALGORITHM RUG OF UTM Tier 1 |
2015 |
SORPTION CHARACTERISTIC OF CHLORPYRIFOS ON MAGNETIC RESPONSIV ANANAS COMOSUS RUG OF UTM Tier 1 |
2015 |
INFORMATION FUSION OF SOFTWARE RELIABILITY PREDICTION MODEL AND META-HEURISTIC APPROACHES FOR REAL TIME EMBEDDED SYSTEMS RUG OF UTM Tier 1 |
2015 |
KREATIVITI DAN INOVASI MELALUI PENGATURCARAAN LIGA ROBOTIK ICARE UTM-KEJORA : KEMAHIRAN PENYELESAIAN MASALAH LEMBAGA KEMAJUAN JOHOR TENGGARA (KEJORA) Non Goverment Agency |
2015 |
iCARE Pengaturcaraan ROBOT-LIGA KEJORA LEMBAGA KEMAJUAN JOHOR TENGGARA (KEJORA) Non Goverment Agency |
2014 |
A New Hyper-Heuristic Algorithm for Noise Attenuation in Parameter Estimation of Synthetic Biology Models MINISTRY OF EDUCATION Fundamental Research Grant Scheme |
2014 |
A COMPONENT-BASED MOBILE ROBOTICS APPLICATION TOOLBOX FOR TEACHING PROGRAMMING SKILL RUG OF UTM Tier 1 |
2014 |
INTELLIGENT TIMBER SURFACE DEFECT DETECTION RUG OF UTM Tier 1 |
2014 |
SYNTHETIC MODELLING OF HYPEROSMOTIC STRESS IN YEAST GLYCEROL PRODUCTION RUG OF UTM Potential Academic Staff |
2014 |
The role of explicit phonetic instruction in pronunciation teaching in ESL settings: The case of interdental sounds and Malay learners of English RUG OF UTM Potential Academic Staff |
2014 |
THE DEVELOPMENT OF COMPUTATIONAL MODELING TOOL USING HYBRID OPTIMIZATION METHODS FOR BIOPRODUCTIMPROVEMENT IN CELL FACTORIES MINISTRY OF ENERGY, SCIENCE, TECHNOLOGY, ENVIRONEMNT AND CLIMATE CHANGE (MESTECC) Sciencefund |
2014 |
EXPLORING A NEW APPROACH FOR INFERRING GENE REGULATORY NETWORKS FROM GENE EXPRESSION DATA MINISTRY OF EDUCATION Exploratory Research Grant Scheme |
2013 |
A New Algorithm of A Hybrid of Support Vector Machines and Smoothly Clipped Absolute Deviation Techniques to Improve its Performance in Selecting Significant Genes and Pathways MINISTRY OF EDUCATION Fundamental Research Grant Scheme |
2013 |
An Enhanced Hybrid of Support Vector Machine and Smoothly Clipped Absolute Deviation with Weighting Scheme and New Tuning Parameter Selection Algorithm to Improve Identification of Informative Pathways and Genes RUG OF UTM Tier 1 |
2012 |
Development of a Tool Using a Hybrid of Bees Algorithm and Flux Balance Analysis (BAFBA) for Improving the Production of Vitamin B in Microbial Strains MINISTRY OF ENERGY, SCIENCE, TECHNOLOGY, ENVIRONEMNT AND CLIMATE CHANGE (MESTECC) Sciencefund |
2012 |
Legend : PUBLICATION CATEGORY TYPE OF AUTHORS
Publication Name | Year |
---|---|
STRATEGIC PAPER ON PRECISION BIODIVERSITY Pelaporan / Penerbitan Khusus (Rancangan Malaysia, Statistik Kebangsaan) CO-AUTHOR |
2020 |
Deep Learning In Non Coding Variant
INDONESIAN JOURNAL OF ELECTRICAL ENGINEERING AND COMPUTER SCIENCE Publication In Scopus CORRESPONDING AUTHOR |
2020 |
Statistical Analysis Of The Pre- And Post-Surgery In The Healthcare Sector Using High Dimension Segmentation
MACHINE LEARNING FOR HEALTHCARE HANDLING AND MANAGING DATA Book Chapter UTM FIRST AUTHOR |
2020 |
Performance Analysis Of Machine Learning Algorithm For Healthcare Tools With High Dimension Segmentation
MACHINE LEARNING FOR HEALTHCARE HANDLING AND MANAGING DATA Book Chapter UTM FIRST AUTHOR |
2020 |
Comparison Analysis Of Multidimensional Segmentation Using Medical
Health-Care Information
MACHINE LEARNING FOR HEALTHCARE HANDLING AND MANAGING DATA Book Chapter UTM FIRST AUTHOR |
2020 |
Effects Of Cell Phone Usage On Human Health And Specifically On The Brain
MACHINE LEARNING FOR HEALTHCARE: HANDLING AND MANAGING DATA Book Chapter UTM FIRST AUTHOR |
2020 |
Recognition Of Brain Cancer And Cerebrospinal Fluid Due To The Usage Of Different Mri Image By Utilizing Support Vector Machine
BULLETIN OF ELECTRICAL ENGINEERING AND INFORMATICS Publication In Scopus UTM FIRST AUTHOR |
2020 |
A Review Of Bioinformatics Model And Computational Software Of Next Generation Sequencing
INTERNATIONAL JOURNAL OF INNOVATIVE COMPUTING (IJIC) Journal Article Non Citation-Indexed UTM FIRST AUTHOR |
2019 |
Co-Clustering Algorithm For The Identification Of Cancer Subtypes From Gene Expression Data
TELKOMNIKA Publication In Scopus UTM FIRST AUTHOR |
2019 |
Classification Of Cancer Gene Subtypes From Clustering Of Gene Expression Data
INTERNATIONAL JOURNAL OF INNOVATIVE TECHNOLOGY AND EXPLORING ENGINEERING Publication In Scopus UTM FIRST AUTHOR |
2019 |
Investigation Of A Brain Cancer With Interfacing Of 3-Dimensional Image Processing
INTERNATIONAL CONFERENCE ON INFORMATION SCIENCE AND COMMUNICATION TECHNOLOGY (ICISCT) Publication In Scopus UTM FIRST AUTHOR |
2019 |
Analysis Of The Lung Cancer Patient'S For Data Mining Tool
INTERNATIONAL JOURNAL OF COMPUTER SCIENCE AND NETWORK SECURITY Publication In Web Of Science UTM FIRST AUTHOR |
2019 |
An Enhance Cnn-Rnn Model For Predicting Functional Non-Coding Variants
JOURNAL OF THEORETICAL AND APPLIED INFORMATION TECHNOLOGY Publication In Scopus UTM FIRST AUTHOR |
2018 |
ARTIFICIAL INTELLIGENCE: INSPIRING COMPUTATIONAL LEARNING Book (Text) UTM FIRST AUTHOR |
2018 |
Identification Of Metabolic Pathways Using Pathfinding Approaches: A Systematic Review
BRIEFINGS IN FUNCTIONAL GENOMICS Publication In Web Of Science CO-AUTHOR |
2017 |
The Enhancement Of Evolving Spiking Neural
Network With Dynamic Population Particle
Swarm Optimization
COMMUNICATIONS IN COMPUTER AND INFORMATION SCIENCE Publication In Scopus CO-AUTHOR |
2017 |
Classification Of Dna Sequences Using Convolutional Neural Network Approach
UTM COMPUTING PROCEEDINGS: INNOVATIONS IN COMPUTING TECHNOLOGY AND APPLICATIONS Proceedings UTM FIRST AUTHOR |
2017 |
A Review On Optimization Algorithm For Deep Learning Method In Bioinformatics Field
IEEE EMBS CONFERENCE ON BIOMEDICAL ENGINEERING AND SCIENCES (IECBES) Publication In Scopus UTM FIRST AUTHOR |
2017 |
Collaborative Filtering: Techniques And Applications
PROCEEDINGS - 2017 INTERNATIONAL CONFERENCE ON COMMUNICATION, CONTROL, COMPUTING AND ELECTRONICS ENGINEERING, ICCCCEE 2017 Publication In Scopus UTM FIRST AUTHOR |
2017 |
A Review Of Deep Learning Architecture And Its Application
COMMUNICATION IN COMPUTER SCIENCE AND INFORMATION SCIENCE(CCS) Publication In Scopus UTM FIRST AUTHOR |
2017 |
Deep Neural Network Method For The Prediction Of Xylitol Production
INDONESIAN JOURNAL OF ELECTRICAL ENGINEERING AND COMPUTER SCIENCE Publication In Scopus UTM FIRST AUTHOR |
2017 |
A New Weighted Pathfinding Algorithm To Reduce The Search Time On Grid Maps
EXPERT SYSTEMS WITH APPLICATIONS Publication In Web Of Science CO-AUTHOR |
2017 |
An Engagement Model For Co-Curricular Service Learning In Promoting Social And Emotional Skills
INTERNATIONAL INNOVATION PRACTICES IN HIGHER EDUCATION EXPO Book Chapter CO-AUTHOR |
2016 |
Characterization Of Biological Parts For Modular Genetic Devices: A Comparative Analysis
INTERNATIONAL JOURNAL OF INNOVATIVE COMPUTING Journal Article Non Citation-Indexed CORRESPONDING AUTHOR |
2016 |
Comparative Study Of Feedback Control System
When Designing Synthetic Genetic Oscillator
INTERNATIONAL JOURNAL OF INNOVATIVE COMPUTING Journal Article Non Citation-Indexed CO-AUTHOR |
2016 |
Web Services Composition For Concurrent Plan Using Artificial Intelligence Planning
JOURNAL OF THEORETICAL AND APPLIED INFORMATION TECHNOLOGY Publication In Scopus CO-AUTHOR |
2015 |
A Hybrid Of Optimization Method For Multiobjective Constraint Optimization Of Biochemical System Production
JOURNAL OF THEORETICAL AND APPLIED INFORMATION TECHNOLOGY Publication In Scopus CO-AUTHOR |
2015 |
Quantitative Analysis Of Cerebrospinal Fluid Pressure Gradients In Healthy Volunteers And Patients With Normal Pressure Hydrocephalus
NEUROLOGIA MEDICO-CHIRURGICA Publication In Web Of Science UTM FIRST AUTHOR |
2015 |
A Newton Cooperative Genetic Algorithm Method For In Silico Optimization Of Metabolic Pathway Production
PLOS ONE Publication In Web Of Science CORRESPONDING AUTHOR |
2015 |
Visualization Of Pulsatile Csf Motion Around Membrane-Like Structures With Both 4d Velocity Mapping And Time-Slip Technique
MAGNETIC RESONANCE IN MEDICAL SCIENCES Publication In Web Of Science UTM FIRST AUTHOR |
2015 |
A Hybrid Of Newton Method And Genetic Algorithm For Constrained Optimization Method Of The Production Of Metabolic Pathway
LIFE SCIENCE JOURNAL Publication In Scopus CO-AUTHOR |
2014 |
Prediction Of Vanillin And Glutamate Productions In Yeast Using A Hybrid Of Continuous Bees Algorithm And Flux Balance Analysis (Cbafba)
CURRENT BIOINFORMATICS Publication In Web Of Science CO-AUTHOR |
2014 |
An Improved Differential Evolution Algorithm For Enhancing Biochemical Pathways Simulation And Production
INTERNATIONAL JOURNAL OF DATA MINING AND BIOINFORMATICS Publication In Web Of Science CO-AUTHOR |
2014 |
FACULTY OF COMPUTING 2013 ANNUAL REPORT Pelaporan / Penerbitan Khusus (Rancangan Malaysia, Statistik Kebangsaan) CO-AUTHOR |
2014 |
A New Hybrid Bee Evolution Algorithm For Parameter Estimation In Biological Model
ICIC EXPRESS LETTER PART B: APPLICATION Publication In Scopus CO-AUTHOR |
2013 |
An Improved Swarm Optimization For Parameter Estimation And Biological Model Selection
PLOS ONE Publication In Web Of Science UTM FIRST AUTHOR |
2013 |
An Enhancement Of Binary Particle Swarm Optimization For Gene Selection In Classifying Cancer Classes
ALGORITHMS FOR MOLECULAR BIOLOGY Publication In Web Of Science CO-AUTHOR |
2013 |
An Evolutionary Firefly Algorithm For The Estimation Of Nonlinear Biological Model Parameters
PLOS ONE Publication In Web Of Science UTM FIRST AUTHOR |
2013 |
A New Particle Swarm Evolutionary Optimization
For Parameter Estimation Of Biological Models
INTERNATIONAL JOURNAL OF COMPUTER INFORMATION SYSTEMS AND INDUSTRIAL MANAGEMENT APPLICATIONS Journal Article Non Citation-Indexed CO-AUTHOR |
2013 |
A New Hybrid Firefly Algorithm For Complex And Nonlinear Problem
ADVANCES IN INTELLIGENT AND SOFT COMPUTING Publication In Scopus CORRESPONDING AUTHOR |
2012 |
Using An Improved Differential Evolution Algorithm For Parameter Estimation To Simulate Glycolysis Pathway
THE 9TH INTERNATIONAL SYMPOSIUM ON DISTRIBUTED COMPUTING AND ARTIFICIAL INTELLIGENCE (DCAI 2012) Publication In Scopus CO-AUTHOR |
2012 |
An Improved Local Best Searching In Particle Swarm Optimization Using Differential Evolution
11TH INTERNATIONAL CONFERENCE ON HYBRID INTELLIGENT SYSTEMS (HIS 2011) Publication In Scopus CORRESPONDING AUTHOR |
2011 |
Graph Partitioning Method For Functional Module Detections Of Protein Interaction Network
2009 INTERNATIONAL CONFERENCE ON COMPUTER TECHNOLOGY AND DEVELOPMENT Publication In Scopus CORRESPONDING AUTHOR |
2009 |
Protein Function Predicition Based On Interaction Network
Trends and directions in Bioinformatics, Vol. 1 Book Chapter INDIVIDUAL AUTHOR |
2008 |
Clustering Functional Modules From Protein Interaction Network
Trends and directions in Bioinformatics, Vol. 1 Book Chapter INDIVIDUAL AUTHOR |
2008 |
Legend : IP CATEGORY IP LEVEL
Intellectual Property Name | Grant Register No. | IP Level | IP Category |
---|---|---|---|
DATA SCIENCE PROFESSIONAL CERTIFICATION USING PYTHON PROGRAMMING | LY2017004181 | NATIONAL | COPYRIGHT |
HYBRID MOBILE APP FOR REAL-TIME IN-CAMPUS UNIVERSITY BUS TRACKING SYSTEM | LY2018001358 | NATIONAL | COPYRIGHT |
ONLINE E-THESIS PRINTING AND BINDING SYSTEM | LY2018000171 | NATIONAL | COPYRIGHT |
INFORMATION TECHNOLOGY APTITUDE TEST | LY2020006298 | NATIONAL | COPYRIGHT |
BLUETOOTH-BASED CONTACT TRACING FOR SOCIAL DISTANCING | LY2020001681 | NATIONAL | COPYRIGHT |
OVERLAP RELIABLE LOCAL DENSE NEIGHBOURHOOD ALGORITHM | NATIONAL | COPYRIGHT | |
RELIABLE LOCAL DENSE NEIGHBOURHOOD ALGORITHM | NATIONAL | COPYRIGHT |
Legend : SESSION LEVEL OF STUDY STATUS SUPERVISION LEVEL
Supervision List |
---|
ZEYAD ABD-ALGFOOR HASAN IMPROVED AMORTIZED TIME AND OPTIMALITY OF PATHFINDING ALGORITHM FOR INFERRING RELEVANT PATHWAYS IN METABOLIC NETWORK PHD GRADUATED CO-SUPERVISOR 2017 |
LOGENTHIRAN A/L MACHAP IDENTIFYING CANCER GENE SUBTYPES FROM GENE EXPRESSION BY CO-CLUSTERING ALGORITHM AND SUPPORT VECTOR MACHINE PHD GRADUATED SUPERVISOR 2020 |
NORADILIN BINTI ABDULLAH CONSTRUCTION AND CHARACTERIZATION OF RECOMBINANT ESCHERICHIA COLI FOR PRODUCTION OF XYLITOL FROM MIXED SUGARS PHD GRADUATED CO-SUPERVISOR 2022 |
SAKINAH BINTI ABD JAMIL PHD ON GOING CO-SUPERVISOR |
NURHAFIZA BINTI ROSDI A NEW HYPER-HEURISTIC ALGORITHM FOR GENE SEQUENCE ASSEMBLY MASTER GRADUATED SUPERVISOR 2016 |
MURNIYANTI BINTI MALIK NEW HYPER-HEURISTIC ALGORITHM FOR GENE FRAGMENT ASSEMBLY MASTER GRADUATED SUPERVISOR 2016 |
SITI NOORAIN BINTI MOHMAD YOUSOFF A NEW HYBRID METHOD FOR PREDICTIVE ANALYSIS OF XYLITOL PRODUCTION IN E. COLI MASTER GRADUATED SUPERVISOR 2017 |
'AMIRAH BINTI BAHARIN IMPROVED DEEP NEURAL NETWORK USING FIRELY ALGORITHM ON THE PREDICTION OF XYLITOL PRODUCTION MASTER GRADUATED SUPERVISOR 2017 |
NUR NADIAH BINTI MD SAID PARAMETER OPTIMIZATION OF EVOLVING SPIKING NEURAL NETWORKS WITH DYNAMIC POPULATION PARTICLE SWARM OPTIMIZATION MASTER GRADUATED CO-SUPERVISOR 2018 |