Curriculum Vitae

ASSOCIATE PROF. DR. KHANG TSUNG FEI

Associate Professor
  • Institute of Mathematical Sciences
    Faculty of Science
  • tfkhang
  • +603-79674171

BIOGRAPHY

Finding patterns of variation in biology fascinating, I chose to study genetics and molecular biology in Universiti Malaya, graduating in 2002 with first class honours. Subsequently, I turned to the roots of the study of patterns of variation - statistics, receiving my MSc in statistics from Universiti Malaya in 2005. I completed my PhD in statistics at the National University of Singapore in 2009. Since 2010, I have been with Universiti Malaya. Currently, I am an associate professor at the Institute of Mathematical Sciences, and a fellow of the Royal Statistical Society, UK.

My research interest broadly covers the area of data science, machine learning, bioinformatics, ecology, and medical statistics. Since 2010, I have worked in over 20 projects as the principal consultant statistician, and conducted numerous workshops on statistics, bioinformatics, and R programming. Presently, I head the UM Centre for Data Analytics, which focuses on establishing collaborative research and engagement between the industry and the academia in Malaysia. I enjoy reading, travelling, nature walks, and more recently, engaging fellow scientists in Twitter space.

AREAS OF EXPERTISE

  • APPLIED STATISTICS
    ecology, medicine
  • BIOINFORMATICS
  • DATA SCIENCE

ACADEMIC QUALIFICATION

  • PhD(Statistics), (Statistics)
    National University of Singapore
  • MSc(Statistics), (Statistics)
    Universiti Malaya (UM)
  • BSc(Hons) Genetics & Molecular Biology , (Genetik dan Biologi Molekul)
    Universiti Malaya (UM)

ADMINISTRATIVE DUTIES

  • Head
    02 Jul 2022 - present (Universiti Malaya Centre for Data Analytics, Deputy Vice-Chancellor (Research and Innovation))
  • Coordinator
    20 Jan 2021 - 30 Sep 2022 (Institute of Mathematical Sciences, Faculty of Science)
  • Head of Unit
    01 Jul 2020 - 30 Jun 2022 (University Malaya)
  • Jawatankuasa Taskforce Kursus Fakulti Statistik
    10 Feb 2020 - 09 Feb 2021 (Institute of Mathematical Sciences, Faculty of Science)
  • Coordinator, Master of Bioinformatics Programme
    01 Jul 2011 - 31 Aug 2013 (Institute of Biological Sciences, Faculty of Science)
  • Coordinator for Faculty of Science Handbook 2011/2012 production (ISB section)
    01 Mar 2011 - 29 Jul 2011 (Institute of Biological Sciences, Faculty of Science)

MEMBERSHIPS

  • FELLOW OF THE ROYAL STATISTICAL SOCIETY, FELLOW
    2021 to 2022 (International)
  • ORDINARY FELLOW, FELLOW
    2021 to 2022 (International)

AWARD AND STEWARDSHIP

  • Board of Study Member, B.Sc. Data Science, M.Sc. Bioinformatics, Perdana University
    Perdana University, 2017 (National)
  • CERTIFICATE OF EXCELLENT SERVICE
    University of Malaya, 2015 (University)
  • Sijil Perkhidmatan Cemerlang
    University of Malaya, 2015 (University)
  • Best Poster Award (silver): Synteny block inference using OrthoCluster - how orthologs are identified matters! (coauthored with Chow Kingsley)
    InCoB, 2012 (International)
  • NUS Outstanding Teaching Assistant
    NATIONAL UNIVERSITY OF SINGAPORE, 2006 (University)
  • NUS Outstanding Teaching Assistant
    NATIONAL UNIVERSITY OF SINGAPORE, 2005 (University)
  • University Book Prize
    UNIVERSITY OF MALAYA, 2002 (University)

PUBLICATIONS

Article in Journal
WoS
  1. Li, Hongxiang; Khang, Tsung Fei (2023). Some Approximation Results for Bayesian Posteriors that Involve the Hurwitz-Lerch Zeta Distribution, BULLETIN OF THE MALAYSIAN MATHEMATICAL SCIENCES SOCIETY. 46(2). doi:10.1007/s40840-023-01463-9
  2. Li, Hongxiang; Khang, Tsung Fei (2023). clrDV: a differential variability test for RNA-Seq data based on the skew-normal distribution, PEERJ. 11. doi:10.7717/peerj.16126
  3. Ling, Min Hao; Ivorra, Tania; Heo, Chong Chin; Wardhana, April Hari; Hall, Martin Jonathan Richard; Tan, Siew Hwa; Mohamed, Zulqarnain; Khang, Tsung Fei (2023). Machine learning analysis of wing venation patterns accurately identifies Sarcophagidae, Calliphoridae and Muscidae fly species, MEDICAL AND VETERINARY ENTOMOLOGY. . doi:10.1111/mve.12682
  4. Polgar, Gianluca; Iaia, Mattia; Khang, Tsung Fei; Volta, Pietro (2023). Gross mismatches between salmonid stocking and capture record data in a large Alpine lake basin in Northern Italy suggest a low stocking effectiveness for an endangered native trout, JOURNAL OF LIMNOLOGY. 82. doi:10.4081/jlimnol.2023.2128
  5. Polgar, Gianluca; Iaia, Mattia; Sala, Paolo; Khang, Tsung Fei; Galafassi, Silvia; Zaupa, Silvia; Volta, Pietro (2023). Size-age population structure of an endangered and anthropogenically introgressed northern Adriatic population of marble trout (Salmo marmoratus Cuv.): insights for its conservation and sustainable exploitation, PEERJ. 11. doi:10.7717/peerj.14991
  6. Sola, Eduard; Leria, Laia; Stocchino, Giacinta Angela; Bagherzadeh, Reza; Balke, Michael; Daniels, Savel R.; Harrath, Abdel Halim; Khang, Tsung Fei; Krailas, Duangduen; Kumar, Biju; Li, Mei-Hui; Maghsoudlou, Abdolvahab; Matsumoto, Midori; Naser, Niamul; Oben, Benedicta; Segev, Ori; Thielicke, Matthias; Tong, Xiaoli; Zivanovic, Goran; Manconi, Renata; Baguna, Jaume; Riutort, Marta (2022). Three dispersal routes out of Africa: A puzzling biogeographical history in freshwater planarians, JOURNAL OF BIOGEOGRAPHY. . doi:10.1111/jbi.14371
  7. Goh, J. Y., & Khang, T. F. (2021). On the classification of simple and complex biological images using Krawtchouk moments and Generalized pseudo-Zernike moments: a case study with fly wing images and breast cancer mammograms. Peerj Computer Science, 7, 24. doi: 10.7717/peerj-cs.698
  8. Goh, Y., Kwan, Z., Han, W. H., Iqbal, T., Yahya, F., Khang, T. F., & Singh, S. (2021). Ocular surface disease in psoriatic patients in a developing country. International Ophthalmology, 41(6), 2139-2147. doi: 10.1007/s10792-021-01771-8
  9. Khang, T. F., Puaad, N., Teh, S. H., & Mohamed, Z. (2021). Random forests for predicting species identity of forensically important blow flies (Diptera: Calliphoridae) and flesh flies (Diptera: Sarcophagidae) using geometric morphometric data: Proof of concept. Journal of Forensic Sciences, 66(3), 960-970. doi: 10.1111/1556-4029.14655
  10. Lee, S. C., Tang, M. S., Easton, A. V., Devlin, J. C., Chua, L. L., Cho, I., . . . Loke, P. (2019). Linking the effects of helminth infection, diet and the gut microbiota with human whole-blood signatures. PLoS pathogens, 15(12), 30. doi: 10.1371/journal.ppat.1008066
  11. Cheah, P. L., Koh, C. C., Khang, T. F., Goh, K. L., Lau, P. C., Chin, K. F., . . . Looi, L. M. (2018). Esophageal squamous cell carcinomas in a Malaysian cohort show a lack of association with human papillomavirus. Journal of Digestive Diseases, 19(5), 272-278. doi:10.1111/1751-2980.12605
  12. Lee, B. K. B., Gan, C. P., Chang, J. K., Tan, J. L., Fadlullah, M. Z., Rahman, Z. A. A., . . . Cheong, S. C. (2018). GENIPAC: A Genomic Information Portal for Head and Neck Cancer Cell Systems. Journal of Dental Research, 97(8), 909-916. doi:10.1177/0022034518759038
  13. Lee, S. C., Chua, L. L., Yap, S. H., Khang, T. F., Leng, C. Y., Azwa, R. I. R., . . . Rajasuriar, R. (2018). Enrichment of gut-derived Fusobacterium is associated with suboptimal immune recovery in HIV-infected individuals. Scientific Reports, 8, 10. doi:10.1038/s41598-018-32585-x
  14. Lim, I. L., Loo, A. V. P., Subrayan, V., Khang, T. F., See, M. H., Alip, A., Taib, N. A. M. (2018). Dosage-dependent reduction of macular pigment optical density in female breast cancer patients receiving tamoxifen adjuvant therapy. Breast, 39, 117-122. doi:10.1016/j.breast.2018.04.003
  15. Khang, T. F., Tan, S. H., Panha, S., Mohamed, Z. (2017). Molecular phylogenetics and sequence analysis of two cave-dwelling Dugesia species from Southeast Asia (Platyhelminthes: Tricladida: Dugesiidae). Raffles Bulletin of Zoology, 65, 515-524.
  16. Lee, B. K. B., Tiong, K. H., Chang, J. K., Liew, C. S., Rahman, Z. A. A., Tan, A. C., Khang, T. F., Cheong, S. C. (2017). DeSigN: connecting gene expression with therapeutics for drug repurposing and development. Bmc Genomics, 18, 11. doi: 10.1186/s12864-016-3260-7
  17. Low, J. Z. B., Khang, T. F., Tammi, M. T. (2017). CORNAS: coverage-dependent RNA-Seq analysis of gene expression data without biological replicates. BMC Bioinformatics, 18, 11. doi:10.1186/s12859-017-1974-4
  18. Polgar, G., Ghanbarifardi, M., Milli, S., Agorreta, A., Aliabadian, M., Esmaeili, H. R., Khang, T. F. (2017). Ecomorphological adaptation in three mudskippers (Teleostei: Gobioidei: Gobiidae) from the Persian Gulf and the Gulf of Oman. Hydrobiologia, 795(1), 91-111.
  19. Khang, T. F., Soo, O. Y. M., Tan, W. B., Lim, L. H. S. (2016). Monogenean anchor morphometry: systematic value, phylogenetic signal, and evolution, Peerj. 4(45), Article
  20. Wen, W. X., Soo, J. S. S., Kwan, P. Y., Hong, E., Khang, T. F., Mariapun, S., Lee, C. S. M., Hasan, S. N., Rajadurai, P., Yip, C. H., Taib, N. A. M., Teo, S. H. (2016). Germline APOBEC3B deletion is associated with breast cancer risk in an Asian multi-ethnic cohort and with immune cell presentation, Breast Cancer Research. 18(9), Article
  21. Farahmand, Elham; Ibrahim, Fatimah; Hosseini, Samira; Rothan, Hussin A.; Yusof, Rohana; Koole, Leo H.; Djordjevic, Ivan (2015). Gross mismatch between thermal tolerances and environmental temperatures in a tropical freshwater snail: Climate warming and evolutionary implications, Journal of Thermal Biology. 47, 99-108
  22. Khang, T. F., Lau, C. Y. (2015). Getting the most out of RNA-seq data analysis, Peerj. 3(20), Article
  23. Khaw, K. W., Lam, H. H., Khang, T. F., Ab Kadir, A. J. W., Subrayan, V. (2014). Spectral-domain optical coherence tomography evaluation of postoperative cystoid macular oedema following phacoemulsification with intraoperative complication, Bmc Ophthalmology. 14(1471-2415. )
  24. Chook, J. B., Ngeow, Y. F., Khang, T. F., Ng, K. P., Tiang, Y. P., Mohamed, R. (2013). Comparative analysis of viral genomes from acute and chronic hepatitis B reveals novel variants associated with a lower rate of chronicity, Journal of Medical Virology. 85(3), 419-424
  25. Ooi, Y. L., Khang, T. F., Naidu, M., Fong, K. C. S. (2013). The structural effect of intravitreal Brilliant blue G and Indocyanine green in rats eyes, Eye. 27(3), 425-431
  26. Tan, J. L., Khang, T. F., Ngeow, Y. F., Choo, S. W. (2013). A phylogenomic approach to bacterial subspecies classification: proof of concept in Mycobacterium abscessus, Bmc Genomics. 14, 13
  27. Jasvinder, S.; Khang, T. F.; Sarinder, K. K. S.; Loo, V. P.; Subrayan, V. (2011). Agreement analysis of LENSTAR with other techniques of biometry, EYE. 25(6), 717-724. doi:10.1038/eye.2011.28
  28. Tan, W. B.; Khang, T. F.; Lim, L. H. S. (2010). MORPHOMETRIC ANALYSIS OF TRIANCHORATUS PRICE & BERRY, 1966 (MONOGENEA: HETERONCHOCLEIDINAE) FROM CHANNA SPP. (OSTEICHTHYES: CHANNIDAE) OF PENINSULAR MALAYSIA, RAFFLES BULLETIN OF ZOOLOGY. 58(1), 165-172
  29. Khang, T. F., Ong, S. H. (2007). A new generalization of the logarithmic distribution arising from the inverse trinomial distribution, Communications in Statistics-Theory and Methods. 36(1-4), 3-21
Others
  1. Lam, H.H., Khaw, G.K.W., Khang, T.F., & Subrayan, V. (2012) Evaluation of macular thickness by SD-OCT. Ophthalmology, 119(1), 197-198.
  2. Khang, T.F. & Yap, V.B. (2010) Statistical analysis of binary data generated from multilocus dominant DNA data. Molecular Ecology Resources, 10, 995-1008.
  3. Khang, T.F. & Yap, V.B. (2010) The apportionment of total genetic variation by categorical analysis of variance. Statistical Applications in Genetics & Molecular Biology, 9(1), Article 7 [online journal].
Other Publications
  1. Khang, T.F., Ng, C.M., Hamzah, N.A. (2018). Context-free dialogue classification using scorecards. Technical Report, UM-ISM-2018-01, Institute of Mathematical Sciences, Universiti Malaya. - Technical Report

RESEARCH PROJECT

National
  1. 2018 - 2021, GPF Faculty Grant (GPF029B-2018)
    A Fast Computational Pipeline for Similarity Matrices Useful for the Visualisation of Plagiarised Text Documents ( Principal Investigator(PI))
  2. 2015 - 2018, Geran Penyelidikan Universiti Malaya (UMRG)
    Biological Data Mining and Experimental Analysis of Chalcone Synthase Overexpression in Boesenbergia rotunda Transgenic Cell Suspension ( Principal Investigator(PI))
  3. 2011 - 2012, Geran Penyelidikan Universiti Malaya (UMRG)
    Population Genetic Studies of Dugesia batuensis BALL, 1970 (Turbellaria, Tricladida, Paludicola) from the Batu Caves, Selangor. ( Principal Investigator(PI))
  4. 2010 - 2012, Fundamental Research Grant Scheme (FRGS)
    Technique for Distinguishing Monogenean Species using Morphometric Data ( Consultant)

PAPER PRESENTED

INVITED SPEAKER
  1. Applied Machine Learning in Psychology: A Case Study, Data Analytics and Revolutionizing Technology Forum, HELP University, Malaysia (University) (16 May 2019 - 16 May 2019)
  2. Classification of Context-Free Conversations using the Scorecard Method, Topics in Data Science 2019, INSPEM, Universiti Putra Malaysia (National) (05 Apr 2019 - 05 Apr 2019)
  3. Introductory Bioinformatics Workshop, APBioNet Outreach Programme, Asia Pacific Bioinformatics Network (APBioNet) - Yangon University, Myanmar (International) (24 Dec 2018 - 28 Dec 2018)
  4. Attacking the German Credit Problem using Machine Learning Methods, 2nd UMCDA Data Science Symposium, UM Centre for Data Analytics, University of Malaya (University) (24 Oct 2018 - 24 Oct 2018)
  5. Introduction to R, Bioinformatics Colloquium: Bioinformatics, Big Data, and Personalized Medicine, Universitas Yarsi, Indonesia (International) (03 Apr 2018 - 04 Apr 2018)
  6. Bioinformatics as an Essential Attitude for Next-Generation Scientists in Life Science and Medicine, 1st UMCDA Data Science Symposium, UM Centre for Data Analytics, University of Malaya (University) (25 Oct 2016 - 25 Oct 2016)
  7. Statistical Concepts and Issues in Bioinformatics Settings, International Workshop on Mathematical Modelling for Applications 2014 - Track A: Bioinformatics Models and Methods for Genomic Medicine and Drug Design, Academy of Sciences Malaysia & MIMOS, Malaysia (International) (11 Nov 2014 - 13 Nov 2014)
POSTER PRESENTER
  1. Getting the most out of RNA-Seq data analysis, The 14th International Conference on Bioinformatics, APBioNet (International) (09 Sep 2015 - 11 Sep 2015)
  2. Is bootstrap support really an indicator of robustness in phylogenetic trees? (with WH So), 11th International Conference on Bioinformatics, Biotec, APBionet, King Mongkut's University of Technology Thonburi (International) (03 Oct 2012 - 05 Oct 2012)
  3. Taxonomic annotation in Monogenea via multivariate statistical techniques (with JL Kuan, CY See, WC Chin, KKS Sarinder, WB Tan & LHS Lim), 11th International Conference on Bioinformatics, Biotec, APBionet, King Mongkut's University of Technology Thonburi (International) (03 Oct 2012 - 05 Oct 2012)
  4. Peculiar feed-forward loop network motifs in Escherichia coli (with EP Kok), 11th International Conference on Bioinformatics, Biotec, APBionet, King Mongkut's University of Technology Thonburi (International) (03 Oct 2012 - 05 Oct 2012)
  5. Synteny block inference using OrthoCluster - how orthologs are identified matters! (with K Chow), 11th International Conference on Bioinformatics, Biotec, APBionet, King Mongkut's University of Technology Thonburi (International) (03 Oct 2012 - 05 Oct 2012)
  6. Estimating average heterozygosity using multilocus dominant marker data: a maximum likelihood approach via the EM algorithm, 9th European Conference on Computational Biology, ECCB10 Working Committee (International) (26 Sep 2010 - 29 Sep 2010)
PRESENTER
  1. Image-based Classification of Biological Phenotypes using Invariant Features Derived from the Generalized Pseudo-Zernike Moments and the Krawtchouk Moments, ISM VIRTUAL RESEARCH SEMINAR 2020, ISM (University) (21 Sep 2020 - 23 Sep 2020)
  2. Using R to Perform Statistical and Phylogenetic Analysis, Visiting lecturer, Department of Biochemistry, Chulalongkorn University, Bangkok, Thailand. (University) (22 Aug 2011 - 22 Aug 2011)

ACADEMIC/PROF. SERVICES

Contribution to external organisation
  1. (2011) Visiting lecturer, Department of Biochemistry, Chulalongkorn University, University

SUPERVISION

Postgraduate Student
PhD/ Doctoral
  1. (2024) ON THE MODIFICATION OF SMOOTHING IMPUTATION METHODS FOR SINGLE-CELL RNA SEQUENCING DATA WITH SPARSITY, NI TANG
  2. (2024) STATISTICAL MODELLING OF MICROBIOME DATA, CUI ZHUANG
  3. (2024) GENOMIC CHARACTERIZATION OF ADULT PHILADELPHIA CHROMOSOME-POSITIVE ACUTE LYMPHOBLASTIC LEUKEMIA, PHAN CHIN LEE
  4. (2024) Statistical Ideas for Community Discovery on Dynamic Temporal Networks in Precision Medicine, NGEW KOK YEW
  5. (2023) On Two New Perspectives in the Statistical Modelling of RNA-Seq Data, LI HONGXIANG
  6. (2019) MINING AND INTEGRATION OF ORAL CANCER GENOMICS FOR PREDICTIVE THERAPEUTICS, BERNARD LEE KOK BANG
  7. (2019) DEVELOPMENT OF COMPUTATIONAL TOOLS FOR AFRICAN OIL PALM GENOME AND GENE EXPRESSION ANALYSES, JOEL LOW ZI-BIN
  8. (2015) Oral Cancer Genomics Data Mining and Integration for Predictive Therapeutics (with S.C.Cheong & Z.A.Abdul Rahman; PhD), Bernard Lee Kok Bang
  9. (2014) Genomic Characterization of Adult Philadelphia Positive Acute Lymphoblastic Leukemia (with C.C.Ng; PhD), Phan Chin Lee
Master
  1. (2023) Accurate Identification of Thirteen Fly Species from Three Families Using Wing Venation Patterns with Machine Learning Approaches, LING MIN HAO
  2. (2020) PREDICTIVE ANALYTICS OF BREAST CANCER USING DIGITAL MAMMOGRAMS, GOH JIA YIN
  3. (2017) IDENTIFICATION OF ALZHEIMER DISEASE-ASSOCIATED PATHWAYS AND NETWORK USING TRANSCRIPTOME ANALYSIS, LAU CHING YEE
  4. (2016) CYCLICAL DEVELOPMENT AND COMMUNITY STRUCTURE OF THE INTERTIDAL POLYCHAETE REEFS IN THE JERAM MUDFLAT, PENINSULAR MALAYSIA, EEO JUN JIE
  5. (2011) Reanalysis of Public Microarray Data using Gene Set Enrichment Analysis: A Case Study using Pancreatic Cancer Data (Master of Bioinformatics by coursework), Cheong Leng San
  6. (2010) The Efficacy of Alignment-based and Alignment-free Methods in Reconstructing Phylogenetic Trees using Complete Mitochondrial DNA Sequence (Master of Bioinformatics by coursework), Elham Kalafi
  7. (2010) Peculiar Feed Forward Loop Network Motifs in Escherichia coli (Master of Bioinformatics by coursework), Kok Eng Piew
  8. (2010) Bioinformatic analysis of degradome data from African oil palm (Elaies guineensis Jacq.) inflorescence (with Jennifer Ann Harikrishna; Master of Bioinformatics by coursework), Sri Devi Ramarao
  9. (2010) An Empirical Assessment of the Bootstrap Support as an Indicator of Robustness in Phylogenetic Trees (Master of Bioinformatics by coursework), So Wei Huo
  10. (2010) A Comparative Study of Two Orthologous Gene Identification Methods on Synteny Block Inference (Master of Bioinformatics by coursework), Chow Kingsley
Under Graduate Students
  1. (2016) Specific PCR Amplification of the Leptin (LEP) Gene for Detection of Porcine Contamination in Food Products
  2. (2013) RNA-Seq analysis of the transcriptome of activated and resting human primary CD4+ T cells
  3. (2013) Microarray data analysis of nasopharyngeal cancer
  4. (2013) Meta-analysis of microarray gene expression data on pancreatic cancer
  5. (2013) Bioinformatic analysis of the ARMS2-HTRA1 region in age-related macular degeneration
  6. (2012) Gene Set Enrichment Analysis of Pediatric Acute Lymphoblastic Leukemia
  7. (2012) Euclidean Distance Matrix Analaysis of Ligophorus spp. (Monogenea: Ancyrocephalidae) using Geometric Morphometric Data
  8. (2012) Bioinformatic Discovery of Candidate Single Nucleotide Polymorphisms in the Genome of Hepatitis B Virus for Predicting Acuity and Chronicity of Infection
  9. (2011) Principal component analysis of Bravohollisia spp. (Monogenea: Ancyrocephalidae) from Pomadasys hasta using classical and landmark-based geometric morphometric data
  10. (2011) MOPHYTA: A bioinformatics resource for integrating taxonomic and phylogenetic information in Monogenea
  11. (2011) Automated identification of Bravohollisia spp. (Monogenea: Ancyrocephalidae) using linear discriminant analysis
  12. (2010) A preliminary assessment of the distribution of several ocular variables in the Malaysian population
  13. (2010) Agreement analysis of several ocular biometry techniques

TEACHING

Master
  1. (2020) SQB7002 - Master
  2. (2020) SQB7006 - Statistical Consultancy and Data Analysis
  3. (2020) SQB7006 - Master
  4. (2020) SQB7019 - Data Mining
  5. (2019) SQB7006 - Statistical Consultancy and Data Analysis
  6. (2018) SQB7006 - Statistical Consultancy and Data Analysis
  7. (2018) SQB7019 - Data Mining
  8. (2017) SJGM6366 - Data Mining
  9. (2016) SJGM6365 - Statistical Methods in Bioinformatics
  10. (2014) SHGS6217 - Applications of Algorithms in Bioinformatics
  11. (2013) SHGS6219 - Mathematics and Statistics in Bioinformatics
  12. (2012) SHGS6214 - Functional Bioinformatics
  13. (2012) SHGS6217 - Applications of Algorithms in Bioinformatics
  14. (2012) SHGS6219 - Mathematics and Statistics in Bioinformatics
  15. (2012) SHGS6411 - Systems Biology
  16. (2011) SHGS6212 - Mathematics and Statistics in Bioinformatics
  17. (2011) SHGS6217 - Applications of Algorithms in Bioinformatics
  18. (2011) SHGS6411 - Systems Biology
  19. (2011) SSGS6111 - Biostatistical Analysis and Interpretation
  20. (2010) SHGS6212 - Mathematics and Statistics in Bioinformatics
  21. (2010) SHGS6217 - Applications of Algorithms in Bioinformatics
Bachelor
  1. (2020) SIN3015 - Bachelor/First Degree
  2. (2020) SIN3015 - Bachelor/First Degree
  3. (2020) SIT2001 - Bachelor/First Degree
  4. (2020) SIT3001 - Introduction to Probability Theory
  5. (2020) SIT3003 - Computer Intensive Methods in Statistics
  6. (2019) SIN3015 - Mathematical Science Project
  7. (2019) SIN3015 - Mathematical Science Project
  8. (2019) SIT3001 - Introduction to Probability Theory
  9. (2019) SIT3001 - Introduction to Probability Theory
  10. (2019) SIX1004 - Statistics
  11. (2018) SIN3015 - Mathematical Science Project
  12. (2018) SIT2003 - Stochastic Processes
  13. (2018) SIT3001 - Introduction to Probability Theory
  14. (2018) SIT3001 - Introduction to Probability Theory
  15. (2016) SJEM2250 - Probability and Statistics Ii
  16. (2016) SJEM2251 - Further Mathematical Statistics
  17. (2016) SJEM2251 - Further Mathematical Statistics
  18. (2016) SJEM3450 - Introduction to Multivariate Analysis
  19. (2015) SIX1004 - Statistics
  20. (2015) SJEM2251 - Further Mathematical Statistics
  21. (2015) SJEM2252 - Stochastic Processes
  22. (2015) SJEM2252 - Stochastic Processes
  23. (2014) SHEN2143 - Bioinformatics and Phylogenetics
  24. (2014) SXEX1102 - Statistics
  25. (2013) SHEB2303 - Mathematics in Biology
  26. (2013) SHEB2402 - Adaptive Systems
  27. (2013) SHEN2143 - Bioinformatics and Phylogenetics
  28. (2013) SJES2250 - Probability and Statistics Ii
  29. (2013) SXEX1101 - Biostatistics
  30. (2012) SHEB2303 - Mathematics in Biology
  31. (2012) SHEB2402 - Adaptive Systems
  32. (2012) SXEX1101 - Biostatistics
  33. (2011) SHES2303 - Mathematics in Biology
  34. (2010) SHES2303 - Mathematics in Biology
  35. (2010) SHES2402 - Adaptive Systems

PATENT/IPR

  • monogeneaGM R package
    Copyright (International)

SOCIAL RESPONSIBILITY ACTIVITIES

  • Coach - Team Statum for Cimb Data Science Challenge 2016, (06 Aug 2016 - 07 Aug 2016)