Publications

• Solving Euclidean Max-Sum problems exactly with cutting planes.
  Hoa T Bui, Sandy Spiers and Ryan Loxton
  Computers & Operations Research.
• Single-projection procedure for infinite dimensional convex optimization problems.
  Hoa T Bui, Regina S Burachik, Evgeni A Nurminski and Matthew K Tam
  SIAM Journal on Optimization.
• The linkedness of cubical polytopes: Beyond the cube.
  Hoa T Bui, Guillermo Pineda-Villavicencio and Julien Ugon
  Discrete Mathematics.
• Modeling Failure Risks in Load-Sharing Systems With Heterogeneous Components.
  Tim Michael Pesch, Erhard Cramer, Edward Cripps and Adriano Polpo
  IEEE TRANSACTIONS ON RELIABILITY.
• CySpider: A Neural Semantic Parsing Corpus with Baseline Models for Property Graphs.
  Ziyu Zhao, Wei Liu, Tim French and Michael Stewart
  Springer Link AI 2023: AI 2023: Advances in Artificial Intelligence pp 120-132.
• Long-term maintenance optimization for integrated mining operations.
  Yingying Yang, Ryan Loxton, Andrew L. Rohl and Hoa T. Bui
  Optimization and Engineering.
• Embedding data science innovations in organizations: a new workflow approach.
  Li, K., Griffin, M.A., Barker, T., Prickett, Z., Hodkiewicz, M.R., Kozman, J. and Chirgwin, P.
  Cambridge Core Data-Centric Engineering .
• Managing Disputes for a Sustainable Construction: A Perspective of Settlement Facilitating Elements in Negotiations.
  Sen Lin, Keyao Li and Saion Cheung
  Buildings 2023, 13, 2578.
• Cutting Plane Algorithms are Exact for Euclidean Max-Sum Problems.
  Hoa T Bui, Sandy Spiers and Ryan Loxton
  arXiv:2309.09251.
• Bayer digestion maintenance optimisation with lazy constraints and Benders decomposition.
  Sandy Spiers, Hoa T. Bui, Ryan Loxton, Moussa Reda Mansour, Kylie Hollins, Richard Francis, Christopher Martindale and Yogesh Pimpale
  Annals of Operations Research.
• Unpacking human systems in data science innovations: Key innovator perspectives.
  Keyao Li and Mark A. Griffin
  Technovation.
• Modelling failure risks in load sharing systems with heterogeneous components.
  Tim Pesch, Erhard Cramer, Edward Cripps and Adriano Polpo
  arXiv:2307.10044 [stat.AP].
• SConE: Simplified cone embeddings with symbolic operators for complex logical queries.
  Chau Nguyen, Tim French, Wei Liu and Michael Stewart
  Conference Findings of the Association for Computational Linguistics: ACL 2023.
• Recurrence-based reconstruction of dynamic pricing attractors.
  Shuixiu Lu and Sebastian Oberst
  Nonlinear Dynamics.
• An exact cutting plane method for the Euclidean max-sum diversity problem.
  Sandy Spiers, Hoa T. Bui and Ryan Loxton
  European Journal of Operational Research (2023).
• CylE: Cylinder Embeddings for Multi-hop Reasoning over Knowledge Graphs.
  Chau Nguyen, Tim French, Wei Liu and Michael Stewart
  Association for Computational Linguistics.
• Reliability inference with extended sequential order statistics.
  Tim Pesch, Adriano Polpo, Edward Cripps and Erhard Cramer
  Wiley Online Library.
• Selecting embedding delays: An overview of embedding techniques and a new method using persistent homology.
  Eugene Tan, Shannon Alga, Débora Corrêa, Michael Small, Thomas Stemler and David Walker
  Chaos 33, 032101 (2023).
• A Whole-of-Organisation Approach for Reliability Analytics.
  Melinda Hodkiewicz, Tyler Bikaun and Michael Stewart
  16th WCEAM Proceedings.
• A Novel Approach to Time Series Complexity via Reservoir Computing.
  Braden Thorne, Thomas Jüngling, Michael Small, Debora Correa and Ayham Zaitouny
  AI 2022: AI 2022: Advances in Artificial Intelligence pp 442-455.
• Natural Language Query For Technical Knowledge Graph Navigation.
  Ziyu Zhao, Michael Stewart, Wei Liu, Tim French, and Melinda Hodkiewicz
  https://ausdm22.ausdm.org/index.html%3Fp=4414.html.
• Using Context-Free Grammar to Generate Synthetic Technical Short Texts.
  Tyler Bikaun, Michael Stewart and Melinda Hodkiewicz
  AI 2022: AI 2022: Advances in Artificial Intelligence pp 325-338.
• QUARRY: A Graph Model for Queryable Association Rules.
  Michael Stewart
  AI 2022: Advances in Artificial Intelligence. AI 2022. Lecture Notes in Computer Science(), vol 13728. Springer, Cham.
• MWO2KG and Echidna: Constructing and exploring knowledge graphs from maintenance data.
  Stewart M, Hodkiewicz M, Liu W and French T
  Proceedings of the Institution of Mechanical Engineers, Part O: Journal of Risk and Reliability. 2022;0(0).
• Single-Projection Procedure for Infinite Dimensional Convex Optimization Problems.
  Hoa T. Bui, Regina S. Burachik, Evgeni A. Nurminski and Matthew K. Tam
  arXiv preprint arXiv:2207.10879 (2022)..
• Approximate dynamic programming for an energy-efficient parallel machine scheduling problem.
  Dr Mojtaba Heydar, Dr Elham Mardaneh and Proj Ryan Loxton
  European Journal of Operational Research Pages 363-380.
• Branch-and-price for clash-free periodic supply vessel planning problem with split delivery and variable service time.
  Elham Mardaneh, Mojtaba Heydar and Ryan Loxton
  SSRN's Elsevier Inc..
• Safety behaviours and job satisfaction during the pandemic: The mediating roles of uncertainty and managerial commitment.
  Dr Keyao Li and Prof Mark Griffin
  Journal of Safety Research.
• Prevention-focused leadership and well-being during the pandemic: The mediating role clarity and workload.
  Li, Keyao and Griffin, Mark A
  Leadership & Organization Development Journal.
• An exact cutting plane method for solving p-dispersion-sum problems.
  Sandy Spiers, Hoa T. Bui and Ryan Loxton
  arXiv preprint arXiv:2207.10879 (2022)..
• Building a data-driven future for construction team? Capabilities matter.
  Keyao Li, Dan Wang and Mark Griffin
  CIB World Building Congress 2022.
• A deep dive into worker psychological well-being in the construction industry: A systematic review and conceptual framework.
  Keyao Li, Dan Wang, Zitong Sheng and Mark A. Griffin
  Journal of Management in Engineering.
• QuickGraph: A Rapid Annotation Tool for Knowledge Graph Extraction from Technical Text.
  Tyler Bikaun, Michael Stewart and Wei Liu
  Proceedings of the 60th Annual Meeting of the Association for Computational Linguistics: System Demonstrations.
• Automatic semantic knowledge extraction from electronic forms.
  Haolin Wu, Tim French, Wei Liu and Melinda Hodkiewicz
  Proceedings of the Institution of Mechanical Engineers, Part O: Journal of Risk and Reliability.
• Managing streamed sensor data for mobile equipment prognostics..
  Griffiths, T., Corrêa, D., Hodkiewicz, M. and Polpo, A.
  Data-Centric Engineering.
• Cutting plane algorithms for nonlinear binary optimization.
  Bui, Hoa, T Lin, Qun and Loxton, Ryan
  arXiv preprint arXiv:2203.09703.
• Reservoir time series analysis: Using the response of complex dynamical systems as a universal indicator of change.
  Thorne, Braden, Jüngling, Thomas, Small, Michael, Corrêa, Débora and Zaitouny, Ayham
  Chaos, 32(3), [033109].
• Data-Driven Approach for Labelling Process Plant Event Data.
  Débora Corrêa, Adriano Polpo, Michael Small, Shreyas Srikanth, Kylie Hollins and Melinda Hodkiewicz
  International Journal of Prognostics and Health Management.
• The Impact of Changes in Resolution on the Persistent Homology of Images.
  Teresa Heiss, Sarah Tymochko, Brittany Story, Adelie Garin, Hoa Bui, Bea Bleile, and Vanessa Robins
  2021 IEEE International Conference on Big Data (Big Data).
• Objective Domain Boundaries Detection in New Caledonian Nickel Laterite from Spectra Using Quadrant Scan.
  Zaitouny A, Ramanaidou E, Hill J, Walker DM and Small M
  Minerals. 2022; .
• Approximate dynamic programming for an energy-efficient parallel machine scheduling problem.
  Mojtaba Heydar, Elham Mardaneh and Ryan Loxton
  European Journal of Operational Research.
• Objective Domain Boundaries Detection in New Caledonian Nickel Laterite from Spectra Using Quadrant Scan.
  Ayham Zaitouny, Erick Ramanaidou, June Hill, David M. Walker and Michael Small
  Minerals .
• On detecting dynamical regime change using a transformation cost metric between persistent homology diagrams..
  Dee Algar, S., Corrêa, D.C and . and Walker, D.M
  Chaos: An Interdisciplinary Journal of Nonlinear Science.
• Informative Bayesian Survival Analysis to Handle Heavy Censoring in Lifetime Data.
  Ryan Leadbetter, Aloke Phatak, Adriano Polpo and Melinda Hodkiewicz
  Published in: 2021 International Conference on Maintenance and Intelligent Asset Management (ICMIAM).
• Grading your models: Assessing dynamics learning of models using persistent homology.
  Eugene Tan, Débora Corrêa, Thomas Stemler and Michael Small
  Chaos.
• E2EET: from pipeline to end-to-end entity typing via transformer-based embeddings.
  Michael Stewart and Wei Liu
  Knowledge Information Systems .
• How Do Non-Work Individual Factors Affect Worker Well-Being in the Construction Industry? A Systematic Review and Meta- Analysis..
  Li, K, Wang, D, Sheng, Z and Griffin, M
  37th Annual ARCOM Conference, 6-7 September 2021, UK, 249-258.
• Deforestation-induced surface warming is influenced by the fragmentation and spatial extent of forest loss in Maritime Southeast Asia.
  Crompton, O., Corrêa, D., Duncan, J. and Thompson, S.
  Environmental Research Letters, 16(11), p.114018..
• The linkedness of cubical polytopes: The cube.
  Hoa T. Bui, Guillermo Pineda-Villavicencio and Julien Ugon
  The electronic Journal of Combinatorics.
• Detecting Asset Cascading Failures Using Complex Network Analysis.
  Jaymin Moffatt, Ayham Zaitouny, Melinda Hodkiewicz and Michael Small
  IEEE Access.
• LexiClean: An annotation tool for rapid multi-task lexical normalisation.
  Tyler Bikaun, Tim French, Melinda Hodkiewicz, Michael Stewart and Wei Liu
  Proceedings of the 2021 Conference on Empirical Methods in Natural Language Processing: System Demonstrations.
• Building employability capabilities in data science students: An interdisciplinary, industry-focused approach.
  Sonia Ferns, Aloke Phatak, Susan Benson and Nina Kumagai
  Teaching Statistics.
• Semi-automated Estimation of Reliability Measures from MaintenanceWork Order Records.
  Bikaun, T. and Hodkiewicz, M.
  PHM Society European Conference.
• Nurturing Collaboration? A Skill Set for University-Industry Collaboration Champions .
  Keyao Li and Mark Griffin
  Academic and Practitioner Proceedings of the 2021 University-Industry Interaction Conference series: Challenges and solutions for fostering entrepreneurial universities and collaborative innovation.
• An ontology for reasoning over engineering textual data stored in FMEA spreadsheet tables.
  Melinda Hodkiewicz, Johan W. Klüwer, Caitlin Woods, Thomas Smoker and Emily Low
  Computers in Industry.
• A Note on the Finite Convergence of Alternating Projections.
  Hoa Bui, Ryan Loxton and Asghar Moeini
  Operation research letter.
• Using job characteristics to inform interface design for industrial maintenance procedures.
  Woods, C., Griffin, M. A., French, T. and Hodkiewicz, M.
  Proceedings of the 2021 CHI Conference on Human Factors in Computing Systems: Making Waves, Combining Strengths (Conference on Human Factors in Computing Systems - Proceedings). Association for Computing Machinery (ACM). https://doi.org/10.1145/3411764.3.
• Zero Duality Gap Conditions Via Abstract Convexity.
  Dr. Hoa T. Bui, Prof. Regina S. Burachik, Prof. Alexander Y. Kruger and Prof. David T. Yost
  Optimization.
• Rethinking maintenance terminology for an industry 4.0 future.
  Melinda Hodkiewicz, Sarah Lukens, Michael P. Brundage and Thurston Sexton
  International Journal of Prognostics and Health Management,.
• Parameter extraction with reservoir computing: Nonlinear time series analysis and application to industrial maintenance.
  Thorne, B., Jüngling, T., Small, M. and Hodkiewicz, M.
  AIP Chaos, 31(3), [033122].
• On using the modularity of recurrence network communities to detect change-point behaviour.
  David M. Walker, Ayham Zaitouny and Debora C. Correa*
  Expert Systems with Applications Volume 176, 15 August 2021, 114837.
• Variable Selection for Conveyor-Belt Mean Wear Rate Prediction.
  Joanna Z Sikorska*, Callum Webb, Nazim Khan and Melinda Hodkiewicz
  Insights Min Sci technol 2(4): IMST.MS.ID.555594 (2021) Juniper Publishers.
• Sensing system for low cost condition monitoring of remote assets.
  Aiden J.Ziegelaar, Ben C.Travaglione and Melinda R.Hodkiewicz
  IFAC-PapersOnLine.
• Digitalization and reasoning over engineering textual data stored in spreadsheet tables.
  Melinda Hodkiewicz, Johan W. Klüwer, Caitlin Woods, Thomas Smoker and Tim French
  IFAC-PapersOnLine.
• Technical Language Processing: Unlocking Maintenance Knowledge.
  Michael P. Brundage, Thurston Sexton, Melinda Hodkiewicz, Alden Dima and Sarah Lukens
  Manufacturing Letters.
• DRAT: Data risk assessment Tool for University-Industry collaborations.
  Sikorska, J., Bradley, S., Hodkiewicz, M. and Fraser, R.
  Data-Centric Engineering.
• Optimal Thresholding of Predictors in Mineral Prospectivity Analysis.
  Adrian Baddeley, Warick Brown, Robin K. Milne, Gopalan Nair, Suman Rakshit, Tom Lawrence, Aloke Phatak, and Shih Ching Fu
  Natural Resources Research.
• Template Libraries for Industrial Asset Maintenance: A methodology for scalable and maintainable ontologies.
  Lupp, D.L., Hodkiewicz, M. and Skjæveland, M.G.
  SSWS 2020 13th International Workshop on Scalable Semantic Web Knowledge Base Systems.
• Pipeline for machine reading of unstructured maintenance work order records.
  Yiyang Gao, Caitlin Woods, Tim French and Melinda Hodkiewicz
  Research Publishing, Singapore.
• Maintenance in an Industry 4.0 and COVID world - the case for Remote Operations.
  Melinda Hodkiewicz, Sarah Lukens, Michael P. Brundage and Thurston Sexton
  .
• Interpretable Survival Models for Predictive Maintenance.
  Paul Castle, Janet Ham, Melinda Hodkiewicz and Adriano Polpo
  Research Publishing, Singapore.
• Cleaning and visualization of unstructured text in safety records.
  Michael Stewart, Wei Liu, Rachel Cardell-Oliver and Mark Griffin
  Research Publishing, Singapore.
• Seq2KG: An End-to-End Neural Model for Domain Agnostic Knowledge Graph (not Text Graph) Construction from Text.
  Michael Stewart and Wei Liu
  Proceedings of the 17th International Conference on Principles of Knowledge Representation and Reasoning.
• Framework for Validation of Permanently Installed MEMS-Based Acquisition Devices Using Soft Sensor Models .
  A. Bartels, E. Cripps, A. Keating, I. Milne, B. Travaglione and M. Hodkiewicz
  CivilEng.
• Minimizing equipment shutdowns in oil and gas campaign maintenance.
  Z. Seif, R. Loxton, E. Mardaneh and A. Lockwood
  Journal of the Operational Research Society .
• Extremal Principle: Nonlinear Characterizations of Non-Intersection Properties.
  Dr Hoa Bui and Prof. Alex Kruger
  Optimization.
• Developing and evaluating predictive conveyor belt wear models.
  Callum Webb, Joanna Sikorska, Ramzan Nazim Khan and Melinda Hodkiewicz
  Data-Centric Engineering.
• Stillbirth risk prediction using machine learning for a large cohort of births from Western Australia, 1980–2015.
  Malacova, E, Tippaya, S, Bailey and H.D. et al.
  Scientific Reports.
• Data-driven reliability analysis of Boeing 787 Dreamliner - ScienceDirect.
  G Pandian, M Pecht, E Zio and M Hodkiewicz
  Chinese Journal of Aeronautics.
• Geometric and Metric Characterizations of Transversality Properties.
  Hoa T. Bui, Nguyen Duy Cuong and Alexander Y. Kruger
  Vietnam Journal of Mathematics.
• Constrained Markov Order Surrogates.
  Corrêa, D. C., Moore, J. M., Jüngling, T. and Small, M.
  Physica D: Nonlinear Phenomena.
• Evaluating the Accuracy of Bluetooth-Based Travel Time on Arterial Roads: A Case Study of Perth, Western Australia.
  Liu, Y., Xia, J. and Phatak, A.
  Journal of Advanced Transportation.
• Quantifying the generalization capacity of Markov models for melody prediction.
  Corrêa, D. C., Jüngling, T. and Small, M.
  Physica A: Statistical Mechanics and its Applications.
• Some new characterizations of intrinsic transversality in Hilbert spaces.
  Nguyen Hieu Thao, Hoa Bui, Nguyen Duy Cuong and Michel Verhaegen
  Set-Valued and Variational Analysis Theory and Applications.
• Fast automatic detection of geological boundaries from multivariate log data using recurrence.
  Michael Small, June Hill, Irina Emelyanova and Michael Ben Clennell
  Computers & Geosciences.
• Quadrant scan for multi-scale transition detection .
  Zaitouny, A., Walker, D.M. and Small, M.
  Chaos: An Interdisciplinary Journal of Nonlinear Science.
• Connectivity of cubical polytopes, Journal of Combinatorial Theory.
  Hoa Bui, Guillermo Pineda-Villavicencio and Julien Ugon
  Journal of Combinatorial Theory, Series A.
• Sensitization to immune checkpoint blockade through activation of a STAT1/NK axis in the tumor microenvironment.
  Rachael M. Zemek, Emma De Jong, Wee Loong Chin, Iona S. Schuster, Vanessa S. Fear, Thomas H. Casey, Cath Forbes, Sarah J. Dart, Connull Leslie, Ayham Zaitouny, Michael Small, Louis Boon, Alistair R. R. Forrest, Daithi O. Muiri and Mariapia A. Degli-Esposti
  Science Translational Medicine.
• Reconstruction of Complex Dynamical Systems from Time Series using Reservoir Computing.
  Jüngling, T., Lymburn, T., Stemler, T., Corrêa, D., Walker, D. and Small, M.
  IEEE, Institute of Electrical and Electronics Engineers.