Profesor Madya Ts. Dr. Noryanti Binti Muhammad
noryanti@umpsa.edu.my
094316678
IJAZAH KEDOKTORAN (DOCTORAL DEGREE)(2016)
Matematik / Statistik / Fizik
Durham University,UK
IJAZAH SARJANA (MASTERS DEGREE)(2007)
Matematik
Universiti Teknologi Malaysia, Skudai
IJAZAH SARJANA MUDA (BACHELOR DEGREE)(2005)
Statistik
Universiti Teknologi MARA, Cawangan Shah Alam
Biography
As a senior lecturer of Mathematics (specialisation on statistics), I am passion and love sharing my knowledge with my students and colleagues. In research, I’m interested in developing statistical methodologies for a variety of real applications, including medical applications, finance, and reliability. Besides, I’m involved in analysing data using a variety of statistical tools (now popular with data analytics).
My main research is about Nonparametric Predictive Inference (NPI). NPI is a statistical method which uses few modelling assumptions, enabled by the use of lower and upper probabilities to quantify uncertainty. NPI has been presented for many problems in Statistics, Risk and Reliability and Operations Research. There are many research challenges to develop NPI for future applications (for more;http://www.npi-statistics.com/). Specifically, my research is focusing on NPI for bivariate data with considering dependence structure using copula. At the same time, my research is on modeling of cardiovascular diseases (CVDs) and development of predictive heart risk score; and development a parametric model for grouped and ungrouped line transect data.
I collaborate and work with a diverse group of colleagues across the university, faculty, departments, and industry to conduct services research. Previously and currently collaboration and consultations were with Institut Medical Research (IMR), Hospital Sultan Ismail (HSI), Johor and Hospital Tengku Ampuan Afzan (HTAA), Kuantan for CVDs; and KANEKA (M) Sdn Bhd and Emery Olechemicals (M) Sdn Bhd for Risk-Based Inspection (RBI) including calculating on the Probability of Failure and Consequences of Failure.
Current Progress
Expertise
| No | Code | Subject |
|---|---|---|
| 1 | BSD2423 | MATHEMATICAL STATISTICS |
| 2 | DCT2083 | STATISTICS & PROBABILITY |
| 3 | BSD4673 | RISK ANALYSIS |
| 4 | MSM4254 | STATISTICAL MODELLING |
| 5 | BSD3443 | STATISTICAL MODELLING AND SIMULATION |
| 6 | BSD2712 | RESEARCH METHODOLOGY |
| 7 | BSD3734 | DATA SCIENCE PROJECT II |
| 8 | UIS1123 | Inferential Statistics |
| 9 | BUM2413 | APPLIED STATISTICS |
| 10 | DUM1113 | BASIC MATHEMATICS |
| 11 | MSU4113 | RESEARCH METHODOLOGY |
| 12 | BSD3722 | DATA SCIENCE PROJECT I |
| 13 | BAM3022 | STATISTICS |
| 14 | BPF3313 | STATISTICS |
| 15 | DUM2413 | STATISTICS & PROBABILITY |
| 16 | BSD3724 | DATA SCIENCE PROJECT II |
| No. | Title | Role | Start Date | End date | Agency | Grant Amount(RM) | Status |
|---|---|---|---|---|---|---|---|
| 1 | Predictive Statistical Modelling On Enhancing Students' Performance Using Hybrid Artificial Neural Network And Structural Equation Modelling | Leader | 25-DEC-2022 | 24-DEC-2024 | PENYELIDIKAN SAINS SOSIAL | 35,800.00 | On-Going |
| 2 | Predicting Heart Disease Using A Hybrid Metaheuristic-Based Training Of Echo State Network | Leader | 15-DEC-2022 | 14-DEC-2024 | GERAN DALAM | 33,500.00 | On-Going |
| 3 | Nonparametric Predictive Inference (Npi) For PredictingForest Fires With Copula (Uic221519) | Leader | 01-DEC-2022 | 30-NOV-2024 | PADANAN ANTARABANGSA | 22,071.02 | On-Going |
| 4 | Nonparametric Predictive Inference (Npi) For Predicting Forest Fires With Copula (Rdu222706) | Leader | 01-DEC-2022 | 30-NOV-2024 | ANTARABANGSA | 22,071.02 | On-Going |
| 5 | Formulation Of Predictive Inference Modelling Of Cardiac Markers To Diagnose Heart Function | Leader | 01-SEP-2019 | 31-MAY-2022 | FRGS | 68,200.00 | - |
| 6 | Application Of Statitical Classifiers In Modelling And Prediction Of Cardiovascular Diseases (Cvds) Using Newly Devising Score System | Leader | 15-MAR-2019 | 14-MAR-2021 | PGRS | 3,500.00 | - |
| 7 | Nonparametric Predictive Inference For Diagnostic Accuracy | Leader | 15-APR-2017 | 14-APR-2019 | GERAN DALAM | 26,960.00 | - |
| 8 | Nanoparametric Prediction Inference For Diagnostic Accuracy | Leader | 10-AUG-2016 | 09-AUG-2017 | SEED MONEY | 5,500.00 | - |
| 9 | Spatial Omics And Machine Learning For Precision Oncology: A Gis-Based Approach | Member | 01-SEP-2024 | 31-AUG-2026 | KERJASAMA STRATEGIK MTUN | 20,000.00 | On-Going |
| 10 | Development Of Super-Resolution Fuzzy Deep Learning With Fine-Tuned Vision Transformer (Srfuzz-Ftvt) For Brain Tumour Detection | Member | 01-AUG-2024 | 31-JUL-2026 | FRGS | 70,200.00 | On-Going |
| 11 | Leveraging Transformer Models And Gpt-4 For Enhanced Sentiment Analysis In Malaysia Halal Product Markets (Uic241505) | Member | 23-FEB-2024 | 22-FEB-2025 | PADANAN ANTARABANGSA | 10,000.00 | On-Going |
| 12 | Leveraging Transformer Models And Gpt-4 For Enhanced Sentiment Analysis In Malaysia Halal Product Markets (Rdu242704) | Member | 23-FEB-2024 | 22-FEB-2025 | ANTARABANGSA | 10,000.00 | On-Going |
| 13 | Development Of Smart Water Surge Warning System | Member | 01-FEB-2024 | 08-FEB-2026 | AGENSI | 247,270.00 | On-Going |
| 14 | Risksmart_Learning System'S Training Module For Petrochemical Industries In Gebeng And Kemaman: A Collaboration With Basf And Kaneka Sdn. Bhd. | Member | 25-DEC-2023 | 24-DEC-2024 | INOVASI SOSIAL UNIVERSITI | 12,000.00 | On-Going |
| 15 | Predictive Modelling Of Cardiovascular Diseases Considering Dependence Structure Using Generalised Linear Model And Machine Learning | Member | 25-DEC-2023 | 24-DEC-2025 | GERAN DALAM | 20,500.00 | On-Going |
| 16 | Fishing Location Determination System (Fsi) By Iot-Based Bathymetric Measurement By Drone Platform | Member | 09-NOV-2023 | 08-NOV-2026 | PENYELIDIKAN TRANSLASIONAL | 134,050.00 | On-Going |
| 17 | Parameterization Of River Water Flow Using Images And Video-Based Techniques | Member | 01-JUL-2023 | 30-JUN-2025 | GERAN DALAM | 40,000.00 | On-Going |
| 18 | Integrated Security Management System For Kaneka (Uic220829) | Member | 22-DEC-2022 | 21-DEC-2023 | PADANAN INDUSTRI | 10,000.00 | On-Going |
| 19 | Integrated Security Management System For Kaneka (Rdu222409) | Member | 22-DEC-2022 | 21-DEC-2023 | INDUSTRI | 10,000.00 | On-Going |
| 20 | Interval Estimation Of The Concentration ParameterAnd Missing Value Imputation In The Von MisesDistribution | Member | 15-DEC-2022 | 14-DEC-2024 | GERAN DALAM | 24,000.00 | On-Going |
| 21 | Stochastic Modelling Of The Spreading Fake News AndInformation Through Online And Social Media (Uic221517) | Member | 01-DEC-2022 | 30-NOV-2024 | PADANAN ANTARABANGSA | 22,071.02 | On-Going |
| 22 | Formulation Of A Robust Principal Component AnalysisAlgorithm In Machine Learning For HealthcareApplication (Uic221521) | Member | 01-DEC-2022 | 30-NOV-2024 | PADANAN ANTARABANGSA | 22,071.02 | On-Going |
| 23 | Stochastic Modelling Of The Spreading Fake News AndInformation Through Online And Social Media (Rdu222704) | Member | 01-DEC-2022 | 30-NOV-2024 | ANTARABANGSA | 22,071.02 | On-Going |
| 24 | Formulation Of A Robust Principal Component Analysis Algorithm In Machine Learning For Healthcare Application (Rdu222708) | Member | 01-DEC-2022 | 30-NOV-2024 | ANTARABANGSA | 22,071.02 | On-Going |
| 25 | Predictive Analytics Of Influential Economic Indicators Towards Malaysian Ringgit Valuation By Using Regression Algorithm | Member | 01-OCT-2022 | 30-SEP-2024 | GERAN DALAM | 27,100.00 | - |
| 26 | Stochastic Modelling Of The Covid-19 Outbreak Under Non-Pharmaceutical Intervention (Npi) Enforcement | Member | 15-JUL-2022 | 14-JUL-2024 | PENYELIDIKAN UNGGUL | 41,000.00 | On-Going |
| 27 | Kajian Semula Had Al-Kifayah Negeri Pahang 2021 | Member | 01-NOV-2021 | 30-JUN-2022 | INDUSTRI | 38,000.00 | - |
| 28 | Kajian Keabsahan Batu Nisan Permatang Pasir Bukti Sebagai Bukti Kedatangan Islam Terawal Di Negeri Pahang Darul Makmur | Member | 01-AUG-2021 | 31-JAN-2022 | AGENSI | 30,000.00 | - |
| 29 | Formulation Of Forecasting Model For Tourism Industry In Malaysia | Member | 25-MAY-2021 | 24-MAY-2023 | GERAN DALAM | 22,500.00 | - |
| 30 | 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 | GERAN DALAM | 22,500.00 | - |
| 31 | A Robust Model Of Network Topology For Survival Analysis Considering Censored Data | Member | 15-DEC-2019 | 14-MAR-2022 | GERAN DALAM | 21,000.00 | - |
| 32 | Risk Based Inspection Gui | Member | 01-DEC-2019 | 28-FEB-2022 | LAB2MARKET SEED FUND | 62,800.00 | - |
| 33 | Robustifying Hotelling T^2 Statistic For Monitoring The Stability Of Currency Exchange Rate During Global Financial Crisis | Member | 30-JUN-2017 | 29-JUN-2019 | GERAN DALAM | 20,000.00 | - |
| 34 | Analyzing Crude Oil Price Using Time Series Modeling | Member | 01-MAY-2009 | 30-APR-2011 | GERAN DALAM | 34,000.00 | - |
| No | Project | Customer | Start Date | End Date | Project Amount (RM) |
|---|---|---|---|---|---|
| 1 | Program Pensijilan Professional Certification In Data Analytic (Python, Tableau, Rapid Miner) Course | Pusat Sains Matematik, Universiti Malaysia Pahang Al-Sultan Abdullah | 24-NOV-2023 | 25-DEC-2023 | 98,368.00 |
| 2 | Program Pensijilan Professional In Front-End Web Developer (World Wide Web Consortium): Html Coding Essentials And Best Practices | Fakulti Komputer, Universiti Malaysia Pahang | 24-JUL-2023 | 29-DEC-2023 | 34,886.53 |
| No | Type | Name | Registration No | File Date |
|---|---|---|---|---|
| 1 | Copyright | Predictive Inference Of Forest Fire Spots With Dependence Structure | LY2024C02210 | 02-MAY-2024 |
| 2 | Copyright | Predictive Non-Laboratory Based Heart Risk Score (Nlhrs) | LY2021W00499 | 23-FEB-2021 |
| No | Description |
|---|
* Data sehingga 11 April 2019
| No | Professional Bodies (Association/Other Association) | Start Date | End Date | Level |
|---|---|---|---|---|
| 1 | ROYAL STATISTICAL SOCIETY (RSS) | 01/01/2018 | 01/01/2018 | ANTARABANGSA |
| 2 | Institute of Electrical and Electronics Engineers | 01/01/2022 | 31/12/2022 | ANTARABANGSA |
| 3 | INSTITUT STATISTIK MALAYSIA (ISM) | 01/05/2020 | 16/04/2050 | KEBANGSAAN |
| 4 | PERSATUAN SAINS MATEMATIK MALAYSIA (PERSAMA) | 17/02/2020 | 16/04/2050 | KEBANGSAAN |
| 5 | MALAYSIA BOARD OF TECHNOLOGIST (MBOT) | 23/07/2024 | 22/07/2025 | null |
| 6 | MALAYSIA BOARD OF TECHNOLOGIST (MBOT) | 23/07/2024 | 22/07/2025 | KEBANGSAAN |