Dr. Qian is a statistician and applied mathematician with research expertise in statistics theory, biostatistics, bioinformatics, computational statistics, and mathematical and statistical methods for climatology, ecology and environment. The application part of his research involves developing stochastic models for representing big and complex data, developing computationally efficient algorithms for data mining and simulation, and developing operational statistical procedures for prediction.
He has been undertaking active and productive research collaborations with researchers in Australia, Canada, China and UK. His current institutional collaborators include National Climate Centre, Australian Bureau of Meteorology; Centre for Molecular, Environmental, Genetic and Analytic (MEGA) Epidemiology, University of Melbourne; and Walter and Eliza Hall Institute of Medical Research. His research is partly supported by funding from Australian Research Council (ARC) and National Health and Medical Research Council (NHMRC).
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Guoqi Qian's selected work
Towards Designing Complex Networks Resilient To Stealthy Attack And Cascading Failure
Parsimonious and powerful composite likelihood testing for group difference and genotype-p..
Use of a Novel Nonparametric Version of DEPTH to Identify Genomic Regions Associated with ..
Complex Statistical Analyses Of Genome-Wide Association Studies Related To Breast And Pros..
Displaying the 4 most recent projects by Guoqi Qian.
Complex Statistical Analyses Of Genome-Wide Association Studies Related To Breast And Prostate Cancers Using High Performance Supercomputing
Breast and prostate cancers are the most common cancers in Australian women and men. Simple analyses of genome-wide association (GWAS) studi..
Displaying the 50 most recent scholarly works by Guoqi Qian.
Use of a Novel Nonparametric Version of DEPTH to Identify Genomic Regions Associated with Prostate Cancer Risk
Robert J MacInnis, Daniel F Schmidt, Enes Makalic, Gianluca Severi, Liesel M FitzGerald, Matthias Reumann, Miroslaw K Kapuscinski, Adam Kowalczyk, Zeyu Zhou, Benjamin Goudey, Guoqi Qian, Quang M Bui, Daniel J Park, Adam Freeman, Melissa C Southey, Ali Amin Al Olama, Zsofia Kote-Jarai, Rosalind A Eeles, John L Hopper, Graham G Giles
Journal article | 2016 | Cancer Epidemiology Biomarkers & Prevention
Seasonal forecasting of tropical cyclone activity in the Australian and the South Pacific Ocean regions
JS Wijnands, G Qian, KL Shelton, RJB Fawcett, JCL Chan, Y Kuleshov
Journal article | 2015 | Mathematics of Climate and Weather Forecasting
AbstractThe Australian Bureau of Meteorology (Bureau) issues operational tropical cyclone (TC) seasonal forecasts for the Australi..
Supercomputing enabling exhaustive statistical analysis of genome wide association study data: Preliminary results
M Reumann, E Makalic, BW Goudey, M Inouye, A Bickerstaffe, M Bui, DJ Park, MK Kapuscinski, DF Schmidt, Z Zhou, G Qian, J Zobel, J Wagner, JL Hopper
Conference Proceedings | 2012 | Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS
Supercomputing Enabling Exhaustive Statistical Analysis of Genome Wide Association Study Data: Preliminary Results
Matthias Reumann, Enes Makalic, Benjamin W Goudey, Michael Inouye, Adrian Bickerstaffe, Minh Bui, Daniel J Park, Miroslaw K Kapuscinski, Daniel F Schmidt, Zeyu Zhou, Guoqi Qian, Justin Zobel, John Wagner, John L Hopper
Conference Proceedings | 2012 | Proceedings of the 34th Annual International Conference of the IEEE Engineering in Medicine and Biology Society
Computing minimum description length for robust linear regression model selection.
Journal article | 1999 | Pacific Symposium on Biocomputing. Pacific Symposium on Biocomputing
A minimum description length (MDL) and stochastic complexity approach for model selection in robust linear regression is studied i..
Mathematics And Statistics
Statistical Society of Australia Incorporated
Institute of Mathematical Statistics
Graduate Certificate of University Teaching
University of Melbourne
PhD in statistics
BSc of Computational Mathematics
University of Science and Technology of China