Noorul Amin is a foundational CRC SAAFE Postdoctoral Research Fellow in the data analytics program. His research focuses on advanced computational techniques in biological data, including omics data analysis and tools development. With a background in applying machine learning and data mining approaches to biological challenges, Noorul's current work centres on the intersection of data analytics and antimicrobial resistance, particularly in agribusiness, food security, and the environment.
He is currently seeking Honours and PhD students with an interest in applying machine learning, cloud computing, and big data approaches to biological research problems.
Journal Article: Flexiplex: a versatile demultiplexer and search tool for omics data
Cheng, Oliver, Ling, Min Hao, Wang, Changqing, Wu, Shuyi, Ritchie, Matthew E., Goke, Jonathan, Amin, Noorul and Davidson, Nadia M. (2024). Flexiplex: a versatile demultiplexer and search tool for omics data. Bioinformatics, 40 (3) btae102. doi: 10.1093/bioinformatics/btae102
Peng, Hongke, Jabbari, Jafar S., Tian, Luyi, Chua, Chong Chyn, Natasha S. Anstee, Amin, Noorul, Wei, Andrew H., Davidson, Nadia M., Roberts, Andrew W., Huang, David C. S., Ritchie, Matthew E. and Thijssen, Rachel (2024). Single-cell Rapid Capture Hybridization sequencing (scRaCH-seq) to reliably detect isoform usage and coding mutations in targeted genes at a single-cell level. bioRxiv, 1-25. doi: 10.1101/2024.01.30.577942
Chua, Chong Chyn, Anstee, Natasha, Flensburg, Christoffer, Teh, Charis, Ivey, Adam, Amin, Noorul, Thijssen, Rachel, Bohlander, Stefan K., Kakadia, Purvi M., Xu, Zhen, Fong, Chun Yew, Ting, Stephen, Loo, Sun, Tiong, Ing Soo, Gray, Daniel, Fleming, Shaun, Davidson, Nadia, Roberts, Andrew W., Majewski, Ian, Wei, Andrew H. and Brown, Fiona C. (2023). Venetoclax has potent efficacy in NPM1 mutated AML with acquired resistance associated with either perturbed pro-survival signalling or NPM1 wild-type populations. Blood, 142 (Supplement 1), 423-423. doi: 10.1182/blood-2023-185321
Generative and Federated Machine Learning in Antimicrobial Resistance in Australian Agribusiness
Doctor of Philosophy
Integrating Antimicrobial Resistance Data Across OneHealth Using a Semantic Interoperability Framework
Doctor of Philosophy
Flexiplex: a versatile demultiplexer and search tool for omics data
Cheng, Oliver, Ling, Min Hao, Wang, Changqing, Wu, Shuyi, Ritchie, Matthew E., Goke, Jonathan, Amin, Noorul and Davidson, Nadia M. (2024). Flexiplex: a versatile demultiplexer and search tool for omics data. Bioinformatics, 40 (3) btae102. doi: 10.1093/bioinformatics/btae102
Peng, Hongke, Jabbari, Jafar S., Tian, Luyi, Chua, Chong Chyn, Natasha S. Anstee, Amin, Noorul, Wei, Andrew H., Davidson, Nadia M., Roberts, Andrew W., Huang, David C. S., Ritchie, Matthew E. and Thijssen, Rachel (2024). Single-cell Rapid Capture Hybridization sequencing (scRaCH-seq) to reliably detect isoform usage and coding mutations in targeted genes at a single-cell level. bioRxiv, 1-25. doi: 10.1101/2024.01.30.577942
Chua, Chong Chyn, Anstee, Natasha, Flensburg, Christoffer, Teh, Charis, Ivey, Adam, Amin, Noorul, Thijssen, Rachel, Bohlander, Stefan K., Kakadia, Purvi M., Xu, Zhen, Fong, Chun Yew, Ting, Stephen, Loo, Sun, Tiong, Ing Soo, Gray, Daniel, Fleming, Shaun, Davidson, Nadia, Roberts, Andrew W., Majewski, Ian, Wei, Andrew H. and Brown, Fiona C. (2023). Venetoclax has potent efficacy in NPM1 mutated AML with acquired resistance associated with either perturbed pro-survival signalling or NPM1 wild-type populations. Blood, 142 (Supplement 1), 423-423. doi: 10.1182/blood-2023-185321
FexRNA: exploratory data analysis and feature selection of non-coding RNA
Amin, Noorul, McGrath, Annette and Chen, Yi-Ping Phoebe (2021). FexRNA: exploratory data analysis and feature selection of non-coding RNA. IEEE/ACM Transactions on Computational Biology and Bioinformatics, 18 (6), 2795-2801. doi: 10.1109/tcbb.2021.3057128
Evaluation of deep learning in non-coding RNA classification
Amin, Noorul, McGrath, Annette and Chen, Yi-Ping Phoebe (2019). Evaluation of deep learning in non-coding RNA classification. Nature Machine Intelligence, 1 (5), 246-256. doi: 10.1038/s42256-019-0051-2
Distance-constraint k-nearest neighbor searching in mobile sensor networks
Han, Yongkoo, Park, Kisung, Hong, Jihye, Ulamin, Noor and Lee, Young-Koo (2015). Distance-constraint k-nearest neighbor searching in mobile sensor networks. Sensors, 15 (8), 18209-18228. doi: 10.3390/s150818209
Extracting top-K interesting subgraphs with weighted query semantics
Amin, Noorul, Khan, Kifayat Ullah, Dolgorsuren, Batjargal and Lee, Young-Koo (2017). Extracting top-K interesting subgraphs with weighted query semantics. 2017 IEEE International Conference on Big Data and Smart Computing (BigComp), Jeju, South Korea, 13-16 February 2017. New York, NY USA: Institute of Electrical and Electronics Engineers. doi: 10.1109/bigcomp.2017.7881695
On efficiently summarizing a large dynamic graph
Khan, Kifayat Ullah, Rasel, Mostofa Kamal, Noorulamin, Muhammad, Nawaz, Waqas and Lee, Young-Koo (2016). On efficiently summarizing a large dynamic graph. 2016 International Conference on Big Data and Smart Computing (BigComp), Hong Kong, China, 18-20 January 2016. Piscataway, NJ, United States: Institute of Electrical and Electronics Engineers. doi: 10.1109/bigcomp.2016.7425944
Analyzing subgraph isomorphism on graphs with diverse structural properties
Amin, Noorul, Khan, Kifayat Ullah and Lee, Young-Koo (2015). Analyzing subgraph isomorphism on graphs with diverse structural properties. BigDAS '15: 2015 International Conference on Big Data Applications and Services, Jeju Island, South Korea, 20-23 October 2015. New York, NY USA: Association for Computing Machinery. doi: 10.1145/2837060.2837088
Note for students: The possible research projects listed on this page may not be comprehensive or up to date. Always feel free to contact the staff for more information, and also with your own research ideas.
Generative and Federated Machine Learning in Antimicrobial Resistance in Australian Agribusiness
Doctor of Philosophy
Integrating Antimicrobial Resistance Data Across OneHealth Using a Semantic Interoperability Framework
Doctor of Philosophy