Centre for Data Analytics

Research output

Research output per year 1986 2018 2020 2021 2022 2023 2024 2024

• 3283 Citations
• 29 h-index
• 205 Article
• 34 Abstract
• 31 Conference contribution
• 21 Chapter
• 107 More
  • 20 Comment/debate/opinion
  • 17 Presentation
  • 16 Book/Film/Article review
  • 11 Paper
  • 5 Scholarly edition
  • 5 Poster
  • 5 Review article
  • 4 Meeting Abstract
  • 3 Other chapter contribution
  • 3 Magazine Article
  • 3 Software
  • 2 Book
  • 2 Digital or Visual Products
  • 2 Discipline Preprint Repository
  • 1 Other report
  • 1 Foreword/postscript
  • 1 Other
  • 1 Editorial
  • 1 Special issue
  • 1 Featured article
  • 1 Other contribution
  • 1 Submission to government
  • 1 Patent

Research output per year

Research output per year

Search results

• Asset Legitimacy in Experimental Asset Markets

  Paul, D. J., Henker, J. & Owen, S., 3 Apr 2015, In: Journal of Behavioral Finance. 16, 2, p. 183-198 16 p.

  Research output: Contribution to journal › Article › Research › peer-review

  • Experimental Asset Markets 100%
  • Illegitimacy 96%
  • Legitimacy 57%
  • assets 56%
  • legitimacy 52%
  1 Citation (Scopus)

• Artificial Life and Computational Intelligence: ALALCI Conference Proceedings

  Chalup, S. (ed.), Blair, A. (ed.) & Randall, M. (ed.), 2015, Switzerland: Springer. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 8955)

  Research output: Book/Report › Scholarly edition › Research › peer-review

• Artificial Life: Borrowing from Biology: 4th Australian Conference, ACAL 2009, Melbourne, Australia, December 1-4, 2009. Proceedings

  Korb, K. (ed.), Randall, M. (ed.) & Hendtlass, T. (ed.), 2009, Berlin: Springer. (Lecture Notes in Artificial Intelligence; vol. 5865)

  Research output: Book/Report › Scholarly edition › Research › peer-review

  • Artificial life 100%
  • Biological systems 39%
  • Swarm intelligence 20%
  • Game theory 18%
  • Coastal zones 18%

• ARFIMA and ARTFIMA Processes in Time Series with Applications

  Kumar, K. & Chaturvedi, P., 2022, Recent Advances in Time Series Forecasting. Bisht, D. & Ram, M. (eds.). 1 ed. Boca Raton: CRC Press, p. 99-110 11 p.

  Research output: Chapter in Book/Report/Conference proceeding › Chapter › Research › peer-review

  • Moving Average 100%
  • Time series 75%
  • Fractional 60%
  • Forecast 50%
  • Long Memory Process 29%

• A Review of Money Laundering Literature: The State of Research in Key Areas

  Tiwari, M., Gepp, A. & Kumar, K., 2 Apr 2020, In: Pacific Accounting Review. 32, 2, p. 271-303 33 p.

  Research output: Contribution to journal › Article › Research › peer-review

  Open Access

  File

  • Shell 100%
  • Laundering 72%
  • Systematic Review 66%
  • Financial Flows 57%
  • Real Estate 57%
  47 Citations (Scopus)

  9725 Downloads (Pure)

• A response surface analysis of critical values for the lead-lag ratio with application to high frequency and non-synchronous financial data

  O'Neill, M. & Rajaguru, G., Dec 2020, In: Accounting and Finance. 60, 4, p. 3979-3990 12 p.

  Research output: Contribution to journal › Article › Research › peer-review

  Open Access

  File

  • Response Surface 100%
  • Critical Value 79%
  • Financial Data 70%
  • Lag 63%
  • Bootstrap 49%
  2 Citations (Scopus)

  165 Downloads (Pure)

• A Response Surface Analysis of Critical Values for IPS Panel Unit Root Tests

  Rajaguru, G., 2021, In: Journal of Modern Applied Statistical Methods. 20, 1, p. 1-15 15 p., 2.

  Research output: Contribution to journal › Article › Research › peer-review

  Open Access

  • Unit Root Tests 100%
  • Response Surface 96%
  • Panel Unit Root Tests 84%
  • Critical Value 76%
  • Critical value 61%

• Are cryptocurrency traders pioneers or just risk-seekers? Evidence from brokerage accounts

  Pelster, M., Breitmayer, B. & Hasso, T., Sept 2019, In: Economics Letters. 182, p. 98-100 3 p.

  Research output: Contribution to journal › Article › Research › peer-review

  Open Access

  File

  • Brokerage 100%
  • Cryptocurrency 79%
  • Traders 56%
  • Pioneers 54%
  • Risk Seeking 40%
  39 Citations (Scopus)

  128 Downloads (Pure)

• A Real Options Approach to Valuing Agricultural Resource Assets Under Uncertainty: US Corn Crops

  Smith, M., Kelly, S. & McNamara, R., Jun 2020. 37 p.

  Research output: Contribution to conference › Paper › Research › peer-review

  Open Access

  • Corn 100%
  • Crops 84%
  • Real Options 82%
  • Resources 52%
  • Uncertainty 48%

• A real options approach to valuing agricultural resource assets under uncertainty: US corn crops

  Smith, M., Kelly, S. & McNamara, R., 2015, p. 1-1. 1 p.

  Research output: Contribution to conference › Abstract › Research › peer-review

  • Corn 100%
  • Crops 84%
  • Real Options 82%
  • Resources 52%
  • Uncertainty 48%

• Application of hankel matrices in polynomial regression

  Kumar, K. & Alsaleh, M. A., Jul 1996, In: Applied Mathematics and Computation. 77, 2-3, p. 205-211 7 p.

  Research output: Contribution to journal › Article › Research › peer-review

  • Polynomial regression 100%
  • Polynomial Regression 92%
  • Hankel Matrix 87%
  • Context 22%
  1 Citation (Scopus)

• Application of a Limit Theorem to the Construction of Japanese Crossword Puzzles

  Novykov, V., Harris, G. & Tonkin, I., 30 Aug 2022, Advances and Trends in Artificial Intelligence. Theory and Practices in Artificial Intelligence - 35th International Conference on Industrial, Engineering and Other Applications of Applied Intelligent Systems, IEA/AIE 2022, Proceedings: Proceedings of the 35th International Conference on Industrial, Engineering and Other Applications of Applied Intelligent Systems, IEA/AIE 2022. Fujita, H., Fournier-Viger, P., Ali, M. & Wang, Y. (eds.). Cham: Springer, p. 891-897 7 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 13343 LNAI).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Research › peer-review

  • NP-hard 100%

• A novel myeloid cell in murine spleen defined through gene profiling

  Hey, Y. Y., O'Neill, T. & O'Neill, H. C., 1 Aug 2019, In: Journal of Cellular and Molecular Medicine. 23, 8, p. 5128-5143 16 p., 14382.

  Research output: Contribution to journal › Article › Research › peer-review

  Open Access

  File

  • Myeloid Cells 100%
  • Monocytes 81%
  • Spleen 76%
  • Genes 39%
  • Dendritic Cells 26%
  4 Citations (Scopus)

  220 Downloads (Pure)

• An investigation of data-driven player positional roles within the Australian Football League Women's competition using technical skill match-play data

  Van der Vegt, B., Gepp, A., Keogh, J. W. L. & Farley, J. B., 5 Oct 2023, In: International Journal of Sports Science and Coaching.

  Research output: Contribution to journal › Article › Professional › peer-review

  Open Access

  File

  • tactics 100%
  • possession 57%
  • coach 53%
  • literature 23%
  2 Citations (Scopus)

  57 Downloads (Pure)

• An investigation into accounting and business students’ employability beliefs

  Kercher, K., Todd, J., Gill, C., Bennett, D. & Gepp, A., 4 Apr 2024, (E-pub ahead of print) In: Accounting Education. p. 1-24 24 p.

  Research output: Contribution to journal › Article › Research › peer-review

  Open Access

  File

  • Employability 100%
  • Accounting Students 77%
  • Business Students 68%
  • Perceived Employability 63%
  • employability 62%
  51 Downloads (Pure)

• An Introductory Note on Big Data and Data Analytics for Accountants and Auditors

  Gepp, A. & Parker, M., 2018, Ivey Publishing [Case Studies], 9B18B013.

  Research output: Contribution to specialist publication › Article › Education

  • Data Analytics 100%
  • Accountants 79%
  • Big Data 77%
  • Auditors 67%
  • Auditing 27%

• An Introduction to Temporal Optimisation using a Water Management Problem

  Randall, M., Montgomery, J. & Lewis, A., Apr 2020, In: Journal of Computational Science. 42, 101108.

  Research output: Contribution to journal › Article › Research › peer-review

  File

  • Water Management 100%
  • Water management 75%
  • Optimization 43%
  • Climate change 42%
  • Climate Change 36%
  5 Citations (Scopus)

  166 Downloads (Pure)

• A new framework for selecting variables in fraud detection research

  Gepp, A. & Kumar, K., 2015, p. 1-1. 1 p.

  Research output: Contribution to conference › Abstract › Research › peer-review

  • Fraud Detection 100%
  • Fraud 74%
  • Financial Statement Fraud 17%
  • Common Factors 7%
  • Conceptual Model 7%

• Analyzing the role of economic globalization in achieving carbon neutrality in Australia

  Acheampong, A. O., Dzator, J. & Amponsah, M., 2022, In: International Journal of Sustainable Development and World Ecology. 29, 6, p. 559-578 20 p.

  Research output: Contribution to journal › Article › Research › peer-review

  Open Access

  File

  • globalization 100%
  • neutrality 95%
  • economics 50%
  • carbon 49%
  • carbon emission 46%
  21 Citations (Scopus)

  297 Downloads (Pure)

• Analyzing the health implications of rising income inequality: What does the data say?

  Acheampong, A. O. & Opoku, E. E. O., 2024, In: Economics of Transition and Institutional Change. p. 1-33 33 p.

  Research output: Contribution to journal › Article › Research › peer-review

  Open Access

  File

  • Health Outcomes 100%
  • Income Inequality 82%
  • Health 59%
  • Income Redistribution 31%
  • Instrumental Variables 22%
  1 Citation (Scopus)

  47 Downloads (Pure)

• Analysis of team success based on technical match-play performance in the Australian Football League Women’s (AFLW) competition

  van der Vegt, B., Gepp, A., Keogh, J. & Farley, J. B., 2024, (Accepted/In press) In: International Journal of Performance Analysis in Sport. p. 1-18 18 p.

  Research output: Contribution to journal › Article › Research › peer-review

  Open Access

  File
  11 Downloads (Pure)

• Analysis of Australia’s Fiscal Vulnerability to Crisis

  Rajaguru, G., Khan, S. U. & Ur-Rahman, H., 29 Jun 2021, In: Journal of Risk and Financial Management. 14, 7, 14 p., 297.

  Research output: Contribution to journal › Article › Research › peer-review

  Open Access

  File

  • Public Debt 100%
  • Vulnerability 87%
  • Fiscal 74%
  • Threshold Regression Model 60%
  • Surplus 59%
  1 Citation (Scopus)

  81 Downloads (Pure)

• Amy’s Luck

  Kumar, K., 4 May 2023, In: Journal of the Royal Statistical Society. Series A: Statistics in Society. 1 p.

  Research output: Contribution to journal › Book/Film/Article review › Research

  • Luck 100%
  • Rare Events 87%
  • Language 53%
  • Coincidence 23%
  • university teacher 15%

• A model for a reliable single allocation hub network design under massive disruption

  Yahyaei, M., Bashiri, M. & Randall, M., Sept 2019, In: Applied Soft Computing. 82, 14 p., 105561.

  Research output: Contribution to journal › Article › Research › peer-review

  Open Access

  File

  • Linearization 100%
  • Network performance 97%
  • NP-hard 97%
  • Disasters 94%
  • Costs 38%
  13 Citations (Scopus)

  130 Downloads (Pure)

• A Markov-switching structural vector autoregressive model of boom and bust in the Australian labour market

  Gaston, N. & Rajaguru, G., 1 Dec 2015, In: Empirical Economics. 49, 4, p. 1271-1299 29 p.

  Research output: Contribution to journal › Article › Research › peer-review

  • Markov Switching 100%
  • Unemployment 68%
  • Vector Autoregressive Model 67%
  • Participation 62%
  • Labour Market 53%
  4 Citations (Scopus)

• Alzheimer’s Disease: Identifying High Impact Variables Using Statistical Techniques

  Ahmed, T., Kumar, K. & Zhang, P., Jun 2020, (Unpublished) p. 5.

  Research output: Contribution to conference › Abstract › Research › peer-review

  File

  • Brain 100%
  • Neuroimaging 79%
  • Logistic regression 67%
  • Random forests 63%
  • Decision trees 58%
  68 Downloads (Pure)

• A Hybrid Model for Financial distress Prediction

  Kumar, K. & Tan, C., 2002, In: Journal of Combinatorics, Information and System Sciences. 27, 1-4, p. 1-14 14 p.

  Research output: Contribution to journal › Article › Research › peer-review

  • Neural networks 100%
  • Industry 71%

• A Genetic Algorithm solver for pest management control in Island systems

  Brotankova, J., Randall, M., Lewis, A., Pressey, B. & Wenger, A., 2015, Artificial Life and Computational Intelligence - 1st Australasian Conference, ACALCI 2015, Proceedings. Chalup, S. K., Blair, A. D. & Randall, M. (eds.). Springer, Vol. 8955. p. 273-285 13 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 8955).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Research › peer-review

  Open Access

  File

  • Genetic Algorithm 100%
  • Conservation 93%
  • Genetic algorithms 65%
  • Managers 59%
  • Pest control 39%
  3 Citations (Scopus)

  206 Downloads (Pure)

• A General Parallel Tabu Search Algorithm for Combinatorial Optimisation Problems

  Randall, M. & Abramson, D., 1999, PART '99: Proceedings of the 6th Australasian Conference on Parallel and Real-Time Systems, Melbourne, Australia, 29 November - 1 December 1999. Cheng, W. C. H. & Sajeev, A. S. M. (eds.). Singapore: Springer, p. 68-79 12 p.

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Research › peer-review

  • Tabu search 100%
  • Combinatorial optimization 94%
  • Scalability 23%

• A General Framework for Constructive Meta-heuristics

  Randall, M., 2002, Operations Research/Management Science at Work. Kozan, E. & Ohuchi, A. (eds.). Boston: KLUWER ACADEMIC PUBL, p. 111-128 18 p.

  Research output: Chapter in Book/Report/Conference proceeding › Chapter › Research › peer-review

  Open Access

  File

  • Tabu search 100%
  • Ant colony optimization 95%
  • Simulated annealing 86%
  152 Downloads (Pure)

• A Gaussian Test for Unit Roots with an Application to Great Ratios

  Abeysinghe, T. & Rajaguru, G., Jul 2013, (Unpublished).

  Research output: Contribution to conference › Presentation › Research

  • Unit Root 100%
  • Sample Size 65%
  • Stationarity 53%
  • Unit Root Tests 49%
  • Cointegration 41%

• A Gaussian Test for Stationarity in a Mixed Frequency Regression for More Power

  Abeysinghe, T. & Rajaguru, G., Oct 2020, In: Journal of Data Science. 18, 4, p. 649-663 15 p., 4.

  Research output: Contribution to journal › Article › Research › peer-review

  Open Access

  • Stationarity 100%
  • Moving Average 61%
  • Sample Size 49%
  • Unit Root Tests 37%
  • Income 33%
  1 Citation (Scopus)

• A dynamic modelling of the regional and international political economy of US aid to Pakistan

  Abbas, S. A., Syed, S. H., Campbell, N. & Kumar, K., 18 Jul 2024, (E-pub ahead of print) In: Journal of the Asia Pacific Economy. p. 1-22 22 p.

  Research output: Contribution to journal › Review article › Research › peer-review

  Open Access

  File

  • Dynamic Modeling 100%
  • International Political Economy 84%
  • political economy 81%
  • aid 56%
  • Pakistan 55%
  34 Downloads (Pure)

• Advanced survival models

  Todd, J., 17 Apr 2023, In: Journal of the Royal Statistical Society. Series A: Statistics in Society. 186, 4, p. 899-899 1 p.

  Research output: Contribution to journal › Book/Film/Article review › Research

  • Survival Model 100%
  • Coverage 46%
  • Model Diagnostics 34%
  • Diagnostics 22%
  • Resources 22%

• Advanced Statistics with Applications in R, Eugene Demidenko, 2020, Wiley Series in Probability and Statistics, John Wiley and Sons USA

  Gepp, A., 5 Jul 2021, (E-pub ahead of print) In: Journal of the Royal Statistical Society. Series A: Statistics in Society. 2 p.

  Research output: Contribution to journal › Book/Film/Article review › Research

  Open Access

  File

  • Insider Trading 100%
  • Programming Languages 63%
  • Fraud 54%
  • Insider trading 42%
  • Statistics 41%
  263 Downloads (Pure)

• Adolescents’ perceptions of alcohol

  Roy, A., Ikonen, R., Keinonen, T. & Kumar, K., 2017, In: Health Education. 117, 3, p. 280-296 17 p.

  Research output: Contribution to journal › Article › Research › peer-review

  • alcohol 100%
  • Alcohols 98%
  • adolescent 76%
  • Students 30%
  • India 25%
  6 Citations (Scopus)

• A Discrete-Event, Simulated Social Agent-Based Network Transmission (DESSABNeT) model for communicable diseases: Method and validation using SARS-CoV-2 data in three large Australian cities

  Stapelberg, N., Smoll, N., Randall, M., Palipana, D., Bui, B., Macartney, K., Khandaker, G. & Wattiaux, A., 21 May 2021, In: PLoS One. 16, 5, 21 p., e0251737.

  Research output: Contribution to journal › Article › Research › peer-review

  Open Access

  File

  • SARS Virus 100%
  • Infectious Disease Transmission 80%
  • Ghana 62%
  • Social Networking 57%
  • Incidence 24%
  7 Citations (Scopus)

  117 Downloads (Pure)

• Addressing the problem of financial statement fraud: Better detection through improved models

  Gepp, A., 2016.

  Research output: Contribution to conference › Abstract › Research › peer-review

  • Financial Statement Fraud 100%
  • Fraud Detection 87%
  • Fraud 27%
  • Variable Selection 17%
  • Factors 13%

• Addressing rural energy poverty and rural-urban energy access gap in developing countries: does international remittances matter?

  Acheampong, A. O., Brahim, M. & Dzator, J., 9 Apr 2024, In: Applied Economics. p. 1-18 18 p.

  Research output: Contribution to journal › Article › Research › peer-review

  Open Access

  File

  • Rural Energy 100%
  • Rural-urban 67%
  • Remittances 64%
  • Energy 45%
  • Poverty 45%
  1 Citation (Scopus)

  46 Downloads (Pure)

• Adapting Deep Learning Models between Regional Markets

  Tonkin, I., Gepp, A., Harris, G. & Vanstone, B. J., Jan 2023, In: Neural Computing and Applications. 35, 2, p. 1483-1492 10 p.

  Research output: Contribution to journal › Article › Research › peer-review

  Open Access

  File

  • Deep learning 100%
  • Finance 14%
  192 Downloads (Pure)

• A Computational Comparison of Evolutionary Algorithms for Water Resource Planning for Agricultural and Environmental Purposes

  Montgomery, J., Fitzgerald, A., Randall, M. & Lewis, A., 28 Sept 2018, 2018 IEEE Congress on Evolutionary Computation, CEC 2018 - Proceedings. IEEE Computer Society, 8477712

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Research › peer-review

  Open Access

  File

  • NSGA-II 100%
  • Water Resources 91%
  • Differential Evolution 78%
  • Water resources 75%
  • Evolutionary Algorithms 71%
  4 Citations (Scopus)

  163 Downloads (Pure)

• A comparative study for the estimation of parameters in nonlinear models

  Kumar, K. & Alsaleh, M. A., 1 Jan 1996, In: Applied Mathematics and Computation. 77, 2-3, p. 179-184 6 p.

  Research output: Contribution to journal › Article › Research › peer-review

  • Gradient methods 100%
  • Comparative Study 92%
  • Nonlinear Model 80%
  • Regression 42%
  • Gauss-Newton 37%
  4 Citations (Scopus)

• Achieving Carbon-Neutrality in MENA Countries: Does Financial Inclusion Matter?

  Said, R. & Acheampong, A. O., 7 Jan 2024, In: Journal of Environment and Development. 33, 2, p. 312-336 25 p.

  Research output: Contribution to journal › Article › Research › peer-review

  Open Access

  File

  • Middle East and North Africa 100%
  • Financial Inclusion 98%
  • North Africa 96%
  • East Africa 94%
  • neutrality 90%
  3 Citations (Scopus)

  38 Downloads (Pure)

• A certain uncertainty: Nature's random ways [book review]

  Kumar, K., Jun 2016, In: Journal of the Royal Statistical Society. Series A: Statistics in Society. 179, 3, p. 878-879 2 p.

  Research output: Contribution to journal › Book/Film/Article review › Research › peer-review

  • book review 100%
  • Uncertainty 68%
  • Nature 65%
  • uncertainty 61%
  • Review 59%

• Accountants’ Attitudes to Digital Technology: A Barrier to the Digital Transformation of Accounting?

  Busulwa, R., Birt, J., Gepp, A. & Oates, G., 27 Feb 2024, Digital Transformation in Accounting and Auditing. Perdana, A. & Wang, T. (eds.). Palgrave Macmillan, p. 153-182 30 p.

  Research output: Chapter in Book/Report/Conference proceeding › Chapter › Professional › peer-review

  • Digital Transformation 100%
  • Digital Technology 95%
  • Accountants 85%
  • Competency 58%
  • Accounting Research 38%
  1 Citation (Scopus)

• A Big Data Framework to Address Building Sum Insured Misestimation

  Roberts, C., Gepp, A. & Todd, J., 28 Aug 2023, In: Big Data Research. 33, p. 1-13 13 p., 100396.

  Research output: Contribution to journal › Article › Professional › peer-review

  • Insurance 100%
  • Big Data 84%
  • Portfolio Insurance 76%
  • Big data 76%
  • Dimension Reduction 54%

• A Bayesian belief data mining approach applied to rice and shrimp aquaculture

  Randall, M., Lewis, A., Stewart-Koster, B., Anh, N. D., Burford, M., Condon, J., Van Qui, N., Huu Hiep, L., Van Bay, D., Van Sang, N. & Sammut, J., 9 Feb 2022, In: PLoS One. 17, 2, e0262402.

  Research output: Contribution to journal › Article › Research › peer-review

  Open Access

  File

  • Aquaculture 100%
  • Data Mining 89%
  • Oryza 88%
  • Farmers 71%
  • Agriculture 71%
  2 Citations (Scopus)

  112 Downloads (Pure)

• 6 WAYS Australian universities are stopping student attrition

  Meldrum, R., Wilkes, B., Ashford-Rowe, K., Zachariah, A., Beekhuyzen, J., Randall, M. & Show, J., 2022, Simplus Australia. 27 p.

  Research output: Book/Report › Other report › Education

  Open Access

  • university 100%
  • student 53%
  • first-year student 20%
  • learning environment 14%
  • expert 12%