DR. KU MUHAMMAD NA'IM BIN KU KHALIF

	Contact No. : 09-5492411 Gender : MALE Nationality : MALAYSIA Current Positon : DS51-A-PENSYARAH UNIVERSITI E-Mail : kunaim@ump.edu.my
ACADEMIC QUALIFICATION
. 2023 : Sarjana , UNIVERSITI MALAYA . 2016 : IJAZAH KEDOKTORAN (DOCTORAL DEGREE), UNIVERSITY OF PORTSMOUTH,UNITED KINGDOM . 2011 : IJAZAH SARJANA (MASTERS DEGREE), UNIVERSITI TEKNOLOGI MARA, CAWANGAN SHAH ALAM . 2010 : IJAZAH SARJANA MUDA (BACHELOR DEGREE), UNIVERSITI TEKNOLOGI MARA, CAWANGAN SHAH ALAM
EXPERTISE
EXPERT AREA MAJOR YEARS OF EXPERTISE LEVEL ARTIFICIAL INTELLIGENCE DATA SCIENCE 3 SEDERHANA DATA MINING KNOWLEDGE DISCOVERY IN DATABASES, REGRESSION, CLASSIFICATION, CLUSTERING. ASSOCIATION RULES 8 TINGGI EXPLORATORY DATA ANALYSIS DATA SCIENCE 10 TINGGI FUZZY MATHEMATICS FUZZY MATHEMATICS, FUZZY DECISION MAKING, FUZZY SYSTEMS, FUZZY LOGIC 10 SANGAT TINGGI MACHINE LEARNING SUPERVISED LEARNING, UNSUPERVISED LEARNING, REINFORCEMENT LEARNING, MODEL EVALUATION 7 TINGGI MATHEMATICAL ECONOMICS ECONOMETRIC, MATHEMATICAL MODELLING, FORECASTING 4 SEDERHANA NEURAL NETWORK COMPUTER DATA SCIENCE 3 SEDERHANA OPERATION RESEARCH/MANAGEMENT SCIENCE OPERATION RESEARCH, MULTI CRITERIA DECISION MAKING 4 SEDERHANA
EMPLOYMENT HISTORY
EMPLOYER POST JOIN DATE RESIGN DATE STATUS Universiti Teknologi Mara, Kampus Alor Gajah PENSYARAH 30/05/2011 13/09/2013 SEMENTARA Universiti Malaya PENSYARAH 11/08/2017 31/10/2017 KONTRAK
RESEARCH
NO. TITLE ROLE START DATE END DATE STATUS 1. LEVERAGING TRANSFORMER MODELS AND GPT-4 FOR ENHANCED SENTIMENT ANALYSIS IN MALAYSIA HALAL PRODUCT MARKETS (UIC241505) Leader 23-FEB-2024 22-FEB-2025 Sedang Berjalan 2. LEVERAGING TRANSFORMER MODELS AND GPT-4 FOR ENHANCED SENTIMENT ANALYSIS IN MALAYSIA HALAL PRODUCT MARKETS (RDU242704) Leader 23-FEB-2024 22-FEB-2025 Sedang Berjalan 3. DYNAMIC RISK ASSESSMENT FRAMEWORK FOR HAZARD AND OPERABILITY (HAZOP) WITH FUZZY MULTI-CRITERIA DECISION MAKING VIA SPHERICAL Z-NUMBERS Leader 01-DEC-2023 30-NOV-2025 Sedang Berjalan 4. ENHANCING RICE IMPORT DEMAND FORECASTING IN MALAYSIA: A HYBRID APPROACH INTEGRATING BOX-JENKINS AND LONG SHORT-TERM MEMORY (LSTM) MODELS Member 01-NOV-2023 31-OCT-2025 Sedang Berjalan 5. PARAMETERIZATION OF RIVER WATER FLOW USING IMAGES AND VIDEO-BASED TECHNIQUES Member 01-JUL-2023 30-JUN-2025 Sedang Berjalan 6. PREDICTIVE STATISTICAL MODELLING ON ENHANCING STUDENTS' PERFORMANCE USING HYBRID ARTIFICIAL NEURAL NETWORK AND STRUCTURAL EQUATION MODELLING Member 25-DEC-2022 24-DEC-2024 Sedang Berjalan 7. AUTOMATED PRODUCT COUNTING AND REAL-TIME DASHBOARD FOR KANEKA PRODUCTION (RDU222408) Member 22-DEC-2022 21-DEC-2023 Sedang Berjalan 8. AUTOMATED PRODUCT COUNTING AND REAL-TIME DASHBOARD FOR KANEKA PRODUCTION (UIC220825) Member 22-DEC-2022 21-DEC-2023 Sedang Berjalan 9. DEEP LEARNING VIA LONG SHORT-TERM MEMORY (LSTM) MODEL IN PREDICTING STOCK PRICE (UIC221520) Member 01-DEC-2022 30-NOV-2024 Sedang Berjalan 10. DEEP LEARNING VIA LONG SHORT-TERM MEMORY (LSTM) MODEL IN PREDICTING STOCK PRICE (RDU222707) Member 01-DEC-2022 30-NOV-2024 Sedang Berjalan 11. PREDICTIVE ANALYTICS OF INFLUENTIAL ECONOMIC INDICATORS TOWARDS MALAYSIAN RINGGIT VALUATION BY USING REGRESSION ALGORITHM Member 01-OCT-2022 30-SEP-2024 Sedang Berjalan 12. AN INTUITIONISTIC Z-NUMBER AND ITS APPLICATION FOR RISK ASSESSMENT IN OIL AND GAS INDUSTRY Leader 01-SEP-2022 31-AUG-2025 Sedang Berjalan 13. DEVELOPMENT OF A PREDICTIVE ALGORITHM FOR HEART DISEASE USING AN ENSEMBLE OF LOGIT MODEL AND NEAREST NEIGHBOUR TREE METHOD BASED ON SMARTWATCH DATA Member 25-APR-2021 24-APR-2023 Tamat (Laporan akhir dalam semakan) 14. AN INTERGRATED OF Z-NUMBERS AND HESITANT FUZZY SETS FOR FUZZY DECISION MAKING IN LUSTERING ANALYSIS FOR SUBJECTIVE WELL-BEING OF WORKING YOUTH IN MALAYSIA Leader 10-DEC-2020 09-DEC-2023 Tamat (Perlu hantar laporan akhir) 15. Module Developer for Future Innovator's School (FIS) Data Science Subject Member 01-JUL-2020 30-JUN-2022 Selesai (Mencapai Semua KPI) 16. Formulation of hybrid fuzzy multi-criteria decision making model to risk assessment in oil and gas industry using hesitant uncertain linguistic z-numbers Leader 01-SEP-2019 31-MAY-2022 Selesai (Tidak Mencapai KPI) 17. CLUSTERING-BASED PROCEDURES FOR IDENTIFYING MULTIPLE OUTLIERS IN UNIVARIATE CIRCULAR DATA FOR BIOLOGICAL DATA Member 25-JUN-2019 24-SEP-2021 Selesai (Mencapai Semua KPI) 18. HESITANT LINGUISTIC Z-NUMBERS FOR GROUP DECISION MAKING Leader 15-MAR-2019 14-JUN-2021 Tamat (Perlu hantar laporan akhir) 19. DETERMINATION OF NONABELIAN TENSOR PRODUCTS OF NONTRIVIAL ACTIONS FOR FINITE CYCLIC 2-GROUPS Member 15-MAR-2019 14-JUN-2021 Selesai (Mencapai Sebahagian KPI) 20. A study on the decision making support in scheduling and vehicle routing problems via trade-off ranking method Member 01-JAN-2019 30-SEP-2021 Selesai (Tidak Mencapai KPI) 21. Linguistic Z-TOPSIS Similarity Approach for Company Performance in Malaysia Leader 15-APR-2018 14-APR-2019 Tamat (Tutup Projek)
PUBLICATION
TYPE PUBLICATION TARIKH PENERBITAN TYPE OF CONTRIBUTION REFEREED PUBLICATION CONFERENCE PAPER Review on Outliers Identification Methods for Univariate Circular Biological Data” 08/03/2020 20 JOURNAL Review on Outliers Identification Methods for Univariate Circular Biological Data 08/03/2020 20 BOOK CHAPTER Grey Number Based Methodology for Non-homogeneous Preference Elicitation in Fuzzy Risk Analysis Management. 05/04/2019 40 BOOK CHAPTER Z-Numbers Based TOPSIS Similarity Methodology for Company Performance Assessment in Malaysia 05/04/2019 80 CONFERENCE PAPER A RELIABILITY BASED CONSISTENT FUZZY PREFERENCE RELATIONS – FUZZY SIMILARITY FOR RISK ASSESSMENT IN OIL AND GAS INDUSTRY 16/04/2019 90 CONFERENCE PAPER Experiment with Text Summarization as a Positive Hierarchical Fuzzy Logic Ranking Indicator for Domain Specific Retrieval of Malay Translated Hadith. 30/09/2019 30 JOURNAL Fuzzy Risk Analysis Under Influence of Non-Homogeneous Preferences Elicitation in Fiber Industry 21/05/2019 40 JOURNAL Rain Prediction Using Fuzzy Rule Based System in North-West Malaysia 05/10/2018 30