Our lab researches machine learning and its application to cheminformatics, bioinformatics, and computational sustainability. We are always interested in interesting new research areas both for applied and fundamental machine learning. Currently, we are particularly interested in reliability of machine learning models, adversarial machine learning, and bias, with applications in chemistry, epidemiology, and environmental research.

To learn more about our lab, check out our publications or read more about our research and projects.

You can join us as PhD student, Honours student, or other postgraduate student. You can also visit our lab as visiting researcher or student.

News

Social

  • New publication alert!'Making waves: Enhancing pollutant biodegradation via rational engineering of microbial consortia'https://www.sciencedirect.com/science/article/pii/S004313542301196X?via%3Dihub
  • Likes @enviPath's Note New data package: EAWAG-SLUDGE !EAWAG-SLUDGE contains biotransformation data from activated sludge experiments extracted from 27 scientific articles, including our own paper by Trostel et al. (2023)https://envipath.org/package/7932e576-03c7-4106-819d-fe80dc605b8a
  • New data package: EAWAG-SLUDGE !EAWAG-SLUDGE contains biotransformation data from activated sludge experiments extracted from 27 scientific articles, including our own paper by Trostel et al. (2023)https://envipath.org/package/7932e576-03c7-4106-819d-fe80dc605b8a
  • Likes @Wickerlab's Note Joerg Simon Wicker wrote the following post Thu, 16 Nov 2023 08:54:15 +1300enviPath updatesenviPath was first published in 2016. Since then, we added heaps of functionality and updates, so we decided to summarize it all in an update paper. The preprint is now out, read it here!  enviPath now has three reviewed data […]
  • Joerg Simon Wicker wrote the following post Thu, 16 Nov 2023 08:54:15 +1300enviPath updatesenviPath was first published in 2016. Since then, we added heaps of functionality and updates, so we decided to summarize it all in an update paper. The preprint is now out, read it here!  enviPath now has three reviewed data sets, reaction links […]

Recent Publications

Journal Articles

Long, Derek; Eade, Liam; Dost, Katharina; Meier-Menches, Samuel M; Goldstone, David C; Sullivan, Matthew P; Hartinger, Christian; Wicker, Jörg; Taskova, Katerina

AdductHunter: Identifying Protein-Metal Complex Adducts in Mass Spectra Journal Article

In: Journal of Cheminformatics, vol. 16, iss. 1, 2024, ISSN: 1758-2946.

Abstract | Links | BibTeX | Altmetric | PlumX

Miller, Catriona J; Golovina, Evgenija; Wicker, Jörg; Jacobson, Jessie C; O'Sullivan, Justin M

De novo network analysis reveals autism causal genes and developmental links to co-occurring traits Journal Article

In: Life Science Alliance, vol. 6, no. 10, 2023.

Abstract | Links | BibTeX | Altmetric | PlumX

Dost, Katharina; Pullar-Strecker, Zac; Brydon, Liam; Zhang, Kunyang; Hafner, Jasmin; Riddle, Pat; Wicker, Jörg

Combatting over-specialization bias in growing chemical databases Journal Article

In: Journal of Cheminformatics, vol. 15, iss. 1, pp. 53, 2023, ISSN: 1758-2946.

Abstract | Links | BibTeX | Altmetric | PlumX

Bensemann, Joshua; Cheena, Hasnain; Huang, David Tse Jung; Broadbent, Elizabeth; Williams, Jonathan; Wicker, Jörg

From What You See to What We Smell: Linking Human Emotions to Bio-markers in Breath Journal Article

In: IEEE Transactions on Affective Computing, pp. 1-13, 2023, ISSN: 1949-3045.

Abstract | Links | BibTeX | Altmetric | PlumX

Roeslin, Samuel; Ma, Quincy; Chigullapally, Pavan; Wicker, Jörg; Wotherspoon, Liam

Development of a Seismic Loss Prediction Model for Residential Buildings using Machine Learning – Christchurch, New Zealand Journal Article

In: Natural Hazards and Earth System Sciences, vol. 23, no. 3, pp. 1207-1226, 2023.

Abstract | Links | BibTeX | Altmetric | PlumX

Proceedings Articles

Kim, Jonathan; Urschler, Martin; Riddle, Pat; Wicker, Jörg

Attacking the Loop: Adversarial Attacks on Graph-based Loop Closure Detection Proceedings Article Forthcoming

In: Proceedings of the 19th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications, Forthcoming, (accepted).

Abstract | Links | BibTeX | Altmetric | PlumX

Pullar-Strecker, Zac; Chang, Xinglong; Brydon, Liam; Ziogas, Ioannis; Dost, Katharina; Wicker, Jörg

Memento: Facilitating Effortless, Efficient, and Reliable ML Experiments Proceedings Article

In: Morales, Gianmarco De Francisci; Perlich, Claudia; Ruchansky, Natali; Kourtellis, Nicolas; Baralis, Elena; Bonchi, Francesco (Ed.): Machine Learning and Knowledge Discovery in Databases: Applied Data Science and Demo Track, pp. 310-314, Springer Nature Switzerland, Cham, 2023, ISBN: 978-3-031-43430-3.

Abstract | Links | BibTeX | Altmetric | PlumX

Chang, Luke; Dost, Katharina; Zhai, Kaiqi; Demontis, Ambra; Roli, Fabio; Dobbie, Gillian; Wicker, Jörg

BAARD: Blocking Adversarial Examples by Testing for Applicability, Reliability and Decidability Proceedings Article

In: Kashima, Hisashi; Ide, Tsuyoshi; Peng, Wen-Chih (Ed.): The 27th Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD), pp. 3-14, Springer Nature Switzerland, Cham, 2023, ISSN: 978-3-031-33374-3.

Abstract | Links | BibTeX | Altmetric | PlumX

Chen, Zeyu; Dost, Katharina; Zhu, Xuan; Chang, Xinglong; Dobbie, Gillian; Wicker, Jörg

Targeted Attacks on Time Series Forecasting Proceedings Article

In: Kashima, Hisashi; Ide, Tsuyoshi; Peng, Wen-Chih (Ed.): The 27th Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD), pp. 314-327, Springer Nature Switzerland, Cham, 2023, ISSN: 978-3-031-33383-5.

Abstract | Links | BibTeX | Altmetric | PlumX

Miscellaneous

Wicker, Jörg; Krauter, Nicolas; Derstorff, Bettina; Stönner, Christof; Bourtsoukidis, Efstratios; Klüpfel, Thomas; Williams, Jonathan; Kramer, Stefan

Cinema Experiments 2013 Miscellaneous

2023.

Links | BibTeX | Altmetric | PlumX

Stönner, Christof; Edtbauer, Achim; Derstorff, Bettina; Bourtsoukidis, Efstratios; Klüpfel, Thomas; Wicker, Jörg; Williams, Jonathan

Cinema Experiments 2015 Miscellaneous

2023.

Links | BibTeX | Altmetric | PlumX

Unpublished

Lyu, Jiachen; Dost, Katharina; Koh, Yun Sing; Wicker, Jörg

Regional Bias in Monolingual English Language Models Unpublished Forthcoming

Forthcoming.

Abstract | Links | BibTeX | Altmetric | PlumX

Hua, Yan Cathy; Denny, Paul; Wicker, Jörg; Taskova, Katerina

A Systematic Review of Aspect-based Sentiment Analysis: Domains, Methods, and Trends Unpublished Forthcoming

Forthcoming.

Abstract | Links | BibTeX | Altmetric | PlumX

Dost, Katharina; Tam, Jason; Lorsbach, Tim; Schmidt, Sebastian; Wicker, Jörg

Defining Applicability Domain in Biodegradation Pathway Prediction Unpublished Forthcoming

Forthcoming.

Abstract | Links | BibTeX | Altmetric | PlumX

Hafner, Jasmin; Lorsbach, Tim; Schmidt, Sebastian; Brydon, Liam; Dost, Katharina; Zhang, Kunyang; Fenner, Kathrin; Wicker, Jörg

Advancements in Biotransformation Pathway Prediction: Enhancements, Datasets, and Novel Functionalities in enviPath Unpublished Forthcoming

Forthcoming.

Abstract | Links | BibTeX | Altmetric | PlumX

Chang, Xinglong; Dost, Katharina; Dobbie, Gillian; Wicker, Jörg

Poison is Not Traceless: Fully-Agnostic Detection of Poisoning Attacks Unpublished Forthcoming

Forthcoming.

Abstract | Links | BibTeX | Altmetric | PlumX

Chang, Xinglong; Dobbie, Gillian; Wicker, Jörg

Fast Adversarial Label-Flipping Attack on Tabular Data Unpublished Forthcoming

Forthcoming.

Abstract | Links | BibTeX | Altmetric | PlumX