Curriculum Vitae
ACADEMIC QUALIFICATION
- BSc(Statistics)(with Distinction), (Statistics)Universiti Malaya (UM)
- MSc(Statistics)(with Distinction), (Statistics)Universiti Malaya (UM)
- Doctoral Degree (PhD), (Statistics)Universiti Malaya (UM)
ADMINISTRATIVE DUTIES
- Committee Members22 Oct 2024 - 31 Aug 2025 (Department)
- PANEL PENASIHAT INDUSTRI DAN KOMUNITI (JK ICAP) FAKULTI SAINS20 Sep 2023 - 19 Aug 2025 (Institute of Mathematical Sciences, Faculty of Science)
- Committee Members03 Nov 2023 - 31 Dec 2024 (Department)
- Ahli Jawatankuasa Perhubungan Luar dan Alumni01 Jan 2017 - present (Institute of Mathematical Sciences, Faculty of Science)
- Ahli Jawatankuasa Pembangunan Database KPI di Fakulti Sains/ MYRA01 Oct 2014 - present (Institute of Mathematical Sciences, Faculty of Science)
- Ahli Jawatankuasa Kursus Fakulti (Ethics & Safety)01 Oct 2014 - present (University Malaya)
- Panel Penasihat Akademik Program Statistik Sesi 2016/201708 Nov 2016 - present (Institute of Mathematical Sciences, Faculty of Science)
- Ahli Jawatankuasa Pameran, Publisiti dan Promosi Institut Sains Matematik01 Jan 2017 - present (Institute of Mathematical Sciences, Faculty of Science)
- PANEL PENASIHAT AKADEMIK, FAKULTI SAINS SESI AKADEMIK13 Sep 2023 - 31 Aug 2024 (Institute of Mathematical Sciences, Faculty of Science)
- Committee Members01 Oct 2023 - 09 Feb 2024 (Department)
- Committee Members01 Oct 2022 - 30 Sep 2023 (Faculty)
- Timetable Coordinator01 Oct 2022 - 30 Sep 2023 (Department)
- Committee Members01 Oct 2021 - 12 Mar 2023 (Department)
- Programme Coordinator01 Jun 2020 - 30 Sep 2022 (Institute of Mathematical Sciences, Faculty of Science)
- Timetable Coordinator01 Oct 2021 - 30 Sep 2022 (Institute of Mathematical Sciences, Faculty of Science)
- Committee Members07 Mar 2022 - 31 Jul 2022 (Department)
- Committee Members13 Jul 2022 - 17 Jul 2022 (Faculty)
- Panel Temu Duga Biasiswa Mybrainsc Kementerian Pendidikan Malaysia04 Apr 2019 - 31 Dec 2021 (National)
- Panel Penasihat Akademik, Fakulti Sains Sesi Akademik 2020/202113 Oct 2020 - 12 Oct 2021 (Faculty)
- Ahli Jawatankuasa Buku Panduan Ijazah Tinggi01 Oct 2020 - 30 Sep 2021 (Institute of Mathematical Sciences, Faculty of Science)
- Ahli Jawatankuasa Ijazah Tinggi Program Baharu (MSc Actuarial Science)01 Oct 2020 - 30 Sep 2021 (Institute of Mathematical Sciences, Faculty of Science)
- Ahli Jawatankuasa Latihan Staf ISM01 Oct 2020 - 30 Sep 2021 (Institute of Mathematical Sciences, Faculty of Science)
- Ketua Jawatankuasa Seminar01 Aug 2020 - 30 Sep 2021 (Institute of Mathematical Sciences, Faculty of Science)
- Ahli Jawatankuasa Perhubungan Luar dan Publisiti01 Sep 2019 - 30 Jun 2020 (Institute of Mathematical Sciences, Faculty of Science)
- Jawatankuasa Pembangunan Database KPI Fakulti Sains/ MYRA01 Sep 2017 - 30 Jun 2020 (Institute of Mathematical Sciences, Faculty of Science)
- Ahli Jawatankuasa Penyaringan Kertas Soalan Peperiksaan Akhir Sarjana Muda Sains Aktuari, Sem 1 Sesi 2019/202021 Oct 2019 - 08 Nov 2019 (Institute of Mathematical Sciences, Faculty of Science)
- Ahli Jawatankuasa Penyaringan Kertas Soalan Peperiksaan Akhir Sarjana Sains Statistik, Sem 1 Sesi 2019/202021 Oct 2019 - 07 Nov 2019 (National)
- PENGAJAR KULIAH KURSUS TERAS FAKULTI: ETIKA DAN KESELAMATAN01 Sep 2018 - 30 Jun 2019 (University Malaya)
- Panel Penasihat Akademik, Fakulti Sains12 Sep 2018 - 30 Jun 2019 (Institute of Mathematical Sciences, Faculty of Science)
- Ahli Jawatankuasa Penyaringan Kertas Soalan Peperiksaan Akhir Sarjana Sains Statistik, Sem 1 Sesi 2019/202023 Apr 2019 - 23 Apr 2019 (Institute of Mathematical Sciences, Faculty of Science)
- Ahli Jawatankuasa Penyaringan Kertas Soalan Peperiksaan Akhir Sarjana Muda Sains Statistik, Sem 2 Sesi 2018/201919 Apr 2019 - 19 Apr 2019 (University Malaya)
- Ahli Jawatankuasa Penyaringan Kertas Soalan Peperiksaan Akhir Sarjana Sains Statistik, Sem 1 Sesi 2018/201914 Nov 2018 - 14 Nov 2018 (Institute of Mathematical Sciences, Faculty of Science)
- Ahli Jawatankuasa Penyaringan Kertas Soalan Peperiksaan Akhir Sarjana Sains Statistik13 Nov 2018 - 13 Nov 2018 (Institute of Mathematical Sciences, Faculty of Science)
MEMBERSHIPS
- INSTITUT STATISTIK MALAYSIA, LIFE MEMBERSince 2018 (National)
- PENYELARAS PROGRAM SARJANA MUDA SAINS DENGAN PENDIDIKAN (MATEMATIK), COMMITTEE MEMBER2021 to 2022 (University)
AWARD AND STEWARDSHIP
- CERTIFICATE OF EXCELLENT SERVICEUniversity of Malaya, 2023 (University)
- CSIC PROGRAMME FOR SCIENTIFIC COOPERATION FOR DEVELOPMENTMinistry of Science, Innovation and Universities (Ministerio de Ciencia, Innovacion y Universidades), 2020 (International)
- Invited Speaker for 4TH ISM INTERNATIONAL STATISTICAL CONFERENCE (ISM-IV)Institut Statistik Malaysia, 2018 (International)
- UM EXCELLENCE AWARDNAIB CANSELOR, 2015 (University)
- University Book PrizeUNIVERSITY OF MALAYA, 2007 (University)
PUBLICATIONS
Article in Journal
WoS
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Ihsan, N. S. Mohd Nor; Sani, S. F. Abdul; Looi, L. M.; Pathmanathan, Dharini; Cheah, P. L.; Chiew, S. F.; Bradley, D. A. (2024). EDXRF and the relative presence of K, Ca, Fe and as in amyloidogenic tissues, SPECTROCHIMICA ACTA PART A-MOLECULAR AND BIOMOLECULAR SPECTROSCOPY. 308. doi:10.1016/j.saa.2023.123743
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Khoo, Tzung Hsuen; Pathmanathan, Dharini; Otto, Philipp; Dabo-Niang, Sophie (2024). A Markov-switching spatio-temporal ARCH model, STAT. 13(3). doi:10.1002/sta4.713
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Pillay, Aneesha Balachandran; Pathmanathan, Dharini; Dabo-Niang, Sophie; Abu, Arpah; Omar, Hasmahzaiti (2024). Functional data geometric morphometrics with machine learning for craniodental shape classification in shrews, SCIENTIFIC REPORTS. 14(1). doi:10.1038/s41598-024-66246-z
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Govaichelvan, Kumanan N.; Pathmanathan, Dharini; Zainal-Abidin, Rabiatul-Adawiah; Abu, Arpah (2023). Machine learning for major food crops breeding: Applications, challenges, and ways forward, AGRONOMY JOURNAL. . doi:10.1002/agj2.21393
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Khoo, Tzung Hsuen; Pathmanathan, Dharini; Dabo-Niang, Sophie (2023). Spatial Autocorrelation of Global Stock Exchanges Using Functional Areal Spatial Principal Component Analysis, MATHEMATICS. 11(3). doi:10.3390/math11030674
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Pillay, Aneesha Balachandran; Pathmanathan, Dharini; Abu, Arpah; Omar, Hasmahzaiti (2023). RFE-Based Feature Selection to Improve Classification Accuracy for Morphometric Analysis of Craniodental Characters of House Rats, SAINS MALAYSIANA. 52(7), 1901-1914. doi:10.17576/jsm-2023-5207-01
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Yeu, Tze Hua; Omar, Intan Sofia; Sani, S. F. Abdul; Pathmanathan, Dharini; Goh, Boon Tong; Ravindran, Nithyialakshmi; Teo, Ik Hui; Gunasagran, Yogeeta; Adenan, Noor Azmi Mat; Chung, Ivy; Abd Jamil, Amira Hajirah (2023). Distinct Lipid Phenotype of Cancer-Associated Fibroblasts (CAFs) Isolated From Overweight/Obese Endometrial Cancer Patients as Assessed Using Raman Spectroscopy, APPLIED SPECTROSCOPY. . doi:10.1177/00037028231182721
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Abd Wahab, Muhammad Farhan; Motokawa, Masaharu; Khan, Faisal Ali Anwarali; Pathmanathan, Dharini; Omar, Hasmahzaiti (2022). Phylogenetic Relationships and Morphological Variation of Gymnures (Galericidae: Hylomys) from Genting Highlands, Pahang, Malaysia, SAINS MALAYSIANA. 51(10), 3125-3141. doi:10.17576/jsm-2022-5110-01
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Abu Bakar, Shaiful Anuar; Pathmanathan, Dharini (2022). Income modeling with the Weibull mixtures, COMMUNICATIONS IN STATISTICS-THEORY AND METHODS. . doi:10.1080/03610926.2020.1800737
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Azman, Shafiqah; Pathmanathan, Dharini (2022). The GLM framework of the Lee-Carter model: a multi-country study, JOURNAL OF APPLIED STATISTICS. . doi:10.1080/02664763.2020.1833183
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Azman, Shafiqah; Pathmanathan, Dharini; Thavaneswaran, Aerambamoorthy (2022). Forecasting the Volatility of Cryptocurrencies in the Presence of COVID-19 with the State Space Model and Kalman Filter, MATHEMATICS. 10(17). doi:10.3390/math10173190
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Rajendran, Senthilmani; Zaini, Zuraiza Mohamad; Lim, Ying Zhi; Kallarakkal, Thomas George; Ramanathan, Anand; Chan, Siew Wui; Goh, Yet Ching; Tan, Chuey Chuan; Lim, Daniel; Hassan, Muhammad Kamil; Kanapathy, Jananezwary; Pathmanathan, Dharini; Chan, Chee Seng; Liew, Chee Sun; Ismail, Siti Mazlipah; Cheong, Sok Ching (2022). Accelerated implementation of teleconsultation services for the monitoring of oral potentially malignant disorders as a result of the COVID-19 pandemic, ORAL ONCOLOGY. 126. doi:10.1016/j.oraloncology.2022.105730
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Yaacob, Nurul Aityqah; Pathmanathan, Dharini; Mohamed, Ibrahim (2022). Extending the GLM Framework of the Lee-Carter Model with Random Forest Recursive Feature Elimination Based Determinants of Mortality, SAINS MALAYSIANA. 51(7), 2237-2247. doi:10.17576/jsm-2022-5107-24
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Sabtu, S. N., Sani, S. F. A., Looi, L. M., Chiew, S. F., Pathmanathan, D., Bradley, D. A., & Osman, Z. (2021). Indication of high lipid content in epithelial-mesenchymal transitions of breast tissues. Scientific reports, 11(1), 18. doi: 10.1038/s41598-021-81426-x
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Yaacob, N. A., Jaber, J. J., Pathmanathan, D., Alwadi, S., & Mohamed, I. (2021). Hybrid of the Lee-Carter Model with Maximum Overlap Discrete Wavelet Transform Filters in Forecasting Mortality Rates. Mathematics, 9(18), 11. doi: 10.3390/math9182295
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Abd Wahab, M. F., Pathmanathan, D., Motokawa, M., Khan, F. A. A., & Omar, H. (2020). Taxonomic assessment of the Malayan water shrewChimarrogale hantuHarrison, 1958 and reclassification to the genusCrossogale. Mammalian Biology, 100(4), 399-409. doi: 10.1007/s42991-020-00036-8
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Sobri, S. N. M., Sani, S. F. A., Sabtu, S. N., Looi, L. M., Chiew, S. F., Pathmanathan, D., . . . Bradley, D. A. (2020). Structural Studies of Epithelial Mesenchymal Transition Breast Tissues. Scientific reports, 10(1), 16. doi: 10.1038/s41598-020-58932-5
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Ikbal, N. H. M., Pathmanathan, D., Bhassu, S., Simarani, K., Omar, H. (2019). Morphometric Analysis of Craniodental Characters of the House Rat, Rattus rattus (Rodentia: Muridae) in Peninsular Malaysia. Sains Malaysiana, 48(10), 2103-2111. doi:10.17576/jsm-2019-4810-05
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Sadikon, N. H., Ibrahim, A. I. N., Mohamed, I., Pathmanathan, D. (2018). A New Discordancy Test on a Regression for Cylindrical Data. Sains Malaysiana, 47(6), 1319-1326. doi:10.17576/jsm-2018-4706-29
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Tiong, Kai Hung; Chang, Jit Kang; Pathmanathan, Dharini; Fadlullah, Muhammad Zaki Hidayatullah; Yee, Pei San; Liew, Chee Sun; Rahman, Zainal Ariff Abdul; Beh, Kheng Ling; Cheong, Sok Ching (2018). QuickCount (R): a novel automated software for rapid cell detection and quantification, BIOTECHNIQUES. 65(6), 322-330. doi:10.2144/btn-2018-0072
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Pathmanathan, D., Ong, S. H. (2014). A Monte Carlo simulation study of two-sided tolerance intervals in balanced one-way random effects model for non-normal errors, Journal of Statistical Computation and Simulation. 84(11), 2329-2344
ESCI
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Jing, Yap Zhong; Pathmanathan, Dharini (2023). FINANCIAL MARKET PREDICTIONS WITH DEEP LEARNING, JOURNAL OF QUALITY MEASUREMENT AND ANALYSIS. 19(2), 81-97
Others
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Thavaneswaran, A.,Mandal, S. & Pathmanathan, D. 2016. Estimation for wrapped zero inflated Poisson and wrapped Poisson distributions. International Journal of Statistics and Probability. (Accepted)
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Pathmanathan, D., Mukerjee, R. & Ong, S.H. 2014. Two-sided Bayesian and Frequentist Tolerance Intervals: General Asymptotic Results with Applications. Statistics: A Journal of Theoretical and Applied Statistics 48(3): 524-538.
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Pathmanathan,D., Ng, K.H., Peiris, S. 2009. On Estimation of Autoregressive Conditional Duration(ACD) Models based on Different Error Distributions. Sri Lankan Journal of Applied Statistics, 10, 251-269.
Chapter in Books
- Mohamed, M.S., Noor, S.N.M., & Pathmanathan, D. (2019). Problem-based Learning (PBL) in Ethics Course Delivery for Science Undergraduates: Students Achievement and Attitudes. In N.A. Hamzaid & F.A. Ghaffar (Ed.), Eyes on Learning, Hearts on Teaching (pp.51-63). Kuala Lumpur: Academic Enhancement and Leadership Centre (ADeC).
RESEARCH PROJECT
National
- 2021 - 2024, Fundamental Research Grant Scheme (FRGS)A Machine Learning Framework For The Prioritization Of Genes And Snps Associated With Abiotic And Biotic Stress-resistant Traits In Rice ( Co-Researcher)
- 2020 - 2022, Fundamental Research Grant Scheme (FRGS)Optical Diagnosis of Metabolic, Structural and Elemental Characterisation in Beta Pleated of Amyloid Fibril Tissue using Raman, SAXS and XRF ( Consultant)
- 2019 - 2021, Fundamental Research Grant Scheme (FRGS)Ant Colony Optimization for Solving Inventory Routing Problem with Backordering ( Consultant)
CONSULTANCY PROJECT
- Consultancy Service Tutorial Guidance On Predictive Statistics, MR DORAI SINNA, Project Leader/Lead Consultant01 Aug 2023 - 18 Aug 2023 (National)
- Sheldon Ross S a First Course in Probability, 10th Edition - Content Reviewer, Pearson Education Limited, Consultant16 Mar 2023 - 01 Jun 2023 (International)
- Content Reviewer for Sheldon Ross S a First Course in Probability, 10th Edition, Pearson Education Limited, Consultant16 Mar 2023 - 01 Jun 2023 (International)
- Provide Exercises for Chapters 16, 18 and 21 of De Veaux's Stats: Data and Models, 5th Edition, Global Edition, Pearson01 Dec 2019 - 01 Dec 2021 (International)
PAPER PRESENTED
INVITED SPEAKER
- THE MODIFIED LEE-CARTER MODEL WITH LINEARIZED CUBIC SPLINE PARAMETER APPROXIMATION FOR MALAYSIAN MORTALITY DATA, 4th ISM International Statistical Conference (ISM-IV), INSTITUT STATISTIK MALAYSIA (International) (01 Aug 2018 - 02 Aug 2018)
- Estimation for Wrapped Zero Inflated Poisson and Wrapped Poisson Distributions, The 3rd ISM International Statistical 2016 (ISM-III), Malaysia Institute of Statistics (International) (09 Aug 2016 - 11 Aug 2016)
PRESENTER
- The modified Lee-Carter model with linearized cubic spline parameter approximation for Malaysian mortality data, 62nd ISI WSC2019, International Statistical Institute (International) (18 Aug 2019 - 23 Aug 2019)
- A Study of One- And Two-Sided Tolerance Intervals for a General Family of Distributions, The 22nd National Symposium on Mathematical Sciences (SKSM22) (National) (24 Nov 2014 - 26 Nov 2014)
ACADEMIC/PROF. SERVICES
Evaluation
- (2023) Reviewed Article, International, (Reviewer)
- (2023) Reviewed Article, International, (Reviewer)
- (2022) Reviewer for Journal Article, International, (Reviewer)
- (2022) Candidature Defence: Nur Fatihah Binti Mohd Ali (17035746/2 | Sva180059), University, (Internal Assessor)
- (2020) Journal of Information and Communication Technology , (Reviewer)
- (2020) Reviewed 3 articles for Journal of Science and Technology , (Reviewer)
- (2019) Assessor for MSc Candidature Defence Seminar (Tan Chia Yen) , (Assessor)
- (2019) International Conference on Digital Transformation and Applications , (Reviewer)
- (2019) Assessor for MSc Candidature Defense Presentation , (Assessor for MSc Candidature Defense Presentation)
- (2019) Assessor for PhD Proposal Defence Seminar (Nur Saadah binti Abdul Majid) , (Assessor for PhD Proposal Defence Seminar )
- (2019) Reviewer - The 4th International Conference on Computing, Mathematics and Statistics 2019 , (Reviewer)
- (2019) Reviewer ISM-IV, (Reviewer)
- (2019) Journal of Science and Technology, (Reviewer)
- (2019) The 4th International Conference on Computing, Mathematics and Statistics 2019, (Reviewer)
- (2018) Evaluator for Candidature Defense Presentation (Ranusha A/P Rajakrishnan) , (Evaluator)
- (2018) Evaluator for Candidature Defence Presentation MSc (Goh Jia Yin, SGP160003) , (Assessor)
- (2017) Evaluator for Research Proposal Presentation (Ranusha A/P Rajakrishnan, SHB160008), (Evaluator)
- (2017) Evaluator for Candidature Defence Presentation (Nur Aainaa binti Rozliman, Bayesian approach to errors-invariables in regression models) , (Evakuator)
- (2016) Reviewer for an article for the International Statistical Conference (ISM-III) which will be published in the American Institute of Physics (AIP) Conference Proceedings Series., (Reviewer)
- (2016) Reviewer for an article for the International Statistical Conference (ISM-III) which will be published in the American Institute of Physics (AIP) Conference Proceedings Series., (Reviewer)
- (2016) Reviewer for SKSM23 (Full paper), (Reviewer)
- (2015) REVIEWER FOR THE iEEE PROCEEDINGS OF 7TH INTERNATIONAL CONFERENCE ON RESEARCH AND EDUCATION IN MATHEMATICS , (Reviewer)
- (2014) Internal examiner for MSc. by Coursework Final Project. , (Internal Examiner)
- (2014) Reviewer for an article for the International Statistical Conference (ISM-II) which will be published in the American Institute of Physics (AIP) Conference Proceedings Series., (Reviewer)
- (2014) Reviewer for paper submitted to the 22nd National Symposium on Mathematical Sciences (SKSM22) , (Reviewer)
Contribution to external organisation
- (2019) Chair of Contributed Paper Sessions (Oral) in 62nd ISI World Statistics Congress 2019, International Statistical Institute, International
- (2018) Chairperson for The 4th International Statistical Conference (ISM-IV), Sunway University and Institute of Statistic Malaysia, Institute of Statistics Malaysia, International
SUPERVISION
Under Graduate Students
- (2023) ENHANCING STOCK PRICE DATA ANALYSIS THROUGH VARIANTS OF PRINCIPAL COMPONENT ANALYSIS
- (2019) 1) Analysis of rainfall data in Malaysia 2) Income Modelling using some parametric distributions
Postgraduate Student
PhD/ Doctoral
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(2024) A Machine Learning Framework For The Prioritization Of Genes And Snps Associated With Abiotic And Biotic Stress-resistant Traits In Rice, KUMANAN A/L N GOVAICHELVAN
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(2024) Periodontal Stability and Progression of Periodontitis in Patients under Supportive Periodontal Therapy, TING TECK PEI
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(2024) ESSAYS IN TIME SERIES OF VOLATILITY MODELLING AND FORECASTING IN FINANCIAL MARKETS, SHAFIQAH BINTI AZMAN
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(2023) On Some Methods of Feature Engineering Useful for Craniodental Morphometrics of Rats, Shrews and Kangaroos, ANEESHA PILLAY A/P BALACHANDRAN PILLAY
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(2022) Mortality Modelling and Forecasting: The Lee-Carter Model and its Extensions, NURUL AITYQAH BINTI YAACOB
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(2020) Morphometric Approaches for Identifying Interspecific and Intraspecific Variation in Rat Species in Peninsular Malaysia, Aneesha Pillay a/p Balachandran Pillay
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(2019) Periodontal Stability and Progression of Periodontitis in Patients under Supportive Periodontal Therapy, Ting Teck Pei
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(2018) Spatial data analysis and application to population health, Alaa Ali Hassan (Universite De Lille I, (Lille University of Science and Technology))
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(2016) Malaysian Mortality Forecasts based on the Lee-Carter Model, Nurul Aityqah binti Yaacob
Master
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(2024) FORECASTING MORTALITY RATES: A FUNCTIONAL SIGNATURE DATA APPROACH, YAP ZHONG JING
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(2023) Spectroscopic Analysis of Cisplatin Resistance Regulated by FDFT1 in Bladder Cancer Tissue, KANMALAR A/P MATHAVAN
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(2023) Characterization of Metabolic, Structural and Elemental Properties of Beta Pleated Amyloid Fibril Tissue by Optical and Scattering Techniques, NURUL SHAHIRA BINTI MOHD NOR IHSAN
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(2019) Generalized Linear Model Approach in Mortality Modelling, Shafiqah bt Azman
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(2017) Robust Forecasting of Mortality Rates, Aneesha Pillay A/P Balachandran Pillay
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(2017) Extension of the Lee-Carter Model for Short Base Period Data, Chin Tsung-Rern
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(2016) Tolerance intervals for location-scale families, SHERZAD KAREEM OTHMAN
TEACHING
Master
- (2023) SQB7024 - Statistical Inference
- (2023) SQB7033 - Statistical Time Series
- (2020) SQB7003 - Statistical Inference
- (2019) SQB7003 - Statistical Inference
- (2019) SVX8001 - Research Methodology in Science
- (2018) SJGM6170 - Statistical Laboratory and Consultancy
- (2018) SQB7003 - Statistical Inference
- (2018) SQB7005 - Statistical Laboratory
- (2017) SJGM6150 - Statistical Inference
- (2016) SJGM6150 - Statistical Inference
Bachelor
- (2023) SIX1002 - Ethics and Safety
- (2023) SIT2002 - Further Mathematical Statistics
- (2023) SIT3005 - Time Series and Forecasting Methods
- (2020) SIN3015 - Mathematical Science Project
- (2020) SIT2002 - Further Mathematical Statistics
- (2020) SIT2002 - Further Mathematical Statistics
- (2020) SIT3005 - Time Series and Forecasting Methods
- (2019) SIM1002 - Calculus 1
- (2019) SIN3014 - Industrial Training
- (2019) SIT2002 - Further Mathematical Statistics
- (2019) SIT3005 - Time Series and Forecasting Methods
- (2019) SIX1002 - Ethics and Safety
- (2019) SIX1004 - Statistics
- (2018) SIN3014 - Industrial Training
- (2018) SIQ3007 - Industrial Training
- (2018) SIT2002 - Further Mathematical Statistics
- (2018) SIX1004 - Statistics
- (2018) SXEX1102 - Statistics
- (2017) SIT2001 - Probability and Statistics Ii
- (2017) SIT3005 - Time Series and Forecasting Methods
- (2017) SIX1002 - Ethics and Safety
- (2017) SJEM3453 - Time Series and Forecasting Methods
- (2017) SJER3191 - Industrial Training in Actuarial Science
- (2016) SIT2001 - Probability and Statistics Ii
- (2016) SIX1002 - Ethics and Safety
- (2016) SJEM2250 - Probability and Statistics Ii
- (2016) SJEM2250 - Probability and Statistics Ii
- (2016) SJEM3380 - Mathematical Science Project
- (2016) SJEM3453 - Time Series and Forecasting Methods
- (2016) SJER3191 - Industrial Training in Actuarial Science
- (2015) SJEM1250 - Probability and Statistics I
- (2015) SJEM2255 - Data Analysis I
- (2015) SJEM3453 - Time Series and Forecasting Methods
- (2015) SJER3191 - Industrial Training in Actuarial Science
- (2014) SJEM1250 - Probability and Statistics I
- (2014) SJEM3453 - Time Series and Forecasting Methods
- (2014) SJES4457 - Statistical Time Series
- (2014) SXEX1102 - Statistics
SOCIAL RESPONSIBILITY ACTIVITIES
- Head of Secretariat (The 3rd Ism International Statistical Conference), (09 Aug 2016 - 11 Aug 2016)
- Head of Secretariat for The 3rd International Statistical Conference (Ism-III), (01 Dec 2015 - 31 Dec 2016)
- Pengawas Bagi Olimpiad Matematik Kebangsaan (Omk) 2015, (11 Jul 2015 - 11 Jul 2015)
- Organizing Committee (Assistant Treasurer), Sksm22, (24 Nov 2014 - 26 Nov 2014)
- Pengawas Bagi Olimpiad Matematik Kebangsaan (Omk) 2014, (12 Jul 2014 - 12 Jul 2014)