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Peter Whigham

Peter Whigham imageBSc(Hons)(ANU), PhD(NSW)
Associate Professor

Room 3.43, Otago Business School
Tel +64 3 479 7391
Email peter.whigham@otago.ac.nz

Background and interests

Associate Professor Peter A Whigham is Director of the Spatial Information Research Centre (SIRC) and actively pursues research interests in spatial modelling, theoretical population genetics and evolutionary computation models.

Dr Whigham’s interests include many aspects of spatial research including the use of machine learning techniques for modelling spatio-temporal patterns and the use of spatial systems for modelling ecological behaviour, aspects of public health and theoretical population genetics.

He also performs basic research in the field of evolutionary computation, especially genetic programming. His teaching interests include spatial modelling and analysis, intelligent information systems and applied ecology.

Current PhD students are performing research in financial and economic modelling of business processes, remote sensing technologies for methane emissions and landuse, general ecology and the interdisciplinarity of research teams at universities.

Dr Whigham is also a member of the research group:
Data Science

Dr Whigham is also the recipient of Teaching Awards and Supervisor Awards.

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Papers

Supervision

Currently supervising

  • Valentin Kiselev
  • Harry Peyhani
  • Mahsa Toorchi
  • Adriaan Lotter

Currently co-supervising

  • Saeed Rahimi
  • Caitlin Owen
  • Maryam Nakhoda

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Publications

Owen, C. A., Dick, G., & Whigham, P. A. (2023). Using decomposed error for reproducing implicit understanding of algorithms. Evolutionary Computation. Advance online publication. doi: 10.1162/evco_a_00321

Owen, C. A., Dick, G., & Whigham, P. A. (2022). Towards explainable AutoML using error decomposition. Advances in artificial intelligence: Lecture notes in artificial intelligence (Vol. 13728). (pp. 177-190). Cham, Switzerland: Springer. doi: 10.1007/978-3-031-22695-3_32

Rahimi, S., Moore, A. B., & Whigham, P. A. (2022). A vector-agent approach to (spatiotemporal) movement modelling and reasoning. Scientific Reports, 12(1), 21179. doi: 10.1038/s41598-022-22056-9

Owen, C. A., Dick, G., & Whigham, P. A. (2022). Standardisation and data augmentation in genetic programming. IEEE Transactions on Evolutionary Computation. Advance online publication. doi: 10.1109/TEVC.2022.3160414

Zwanenburg, S., Nakhoda, M., & Whigham, P. (2022). Toward greater consistency and validity in measuring interdisciplinarity: A systematic and conceptual evaluation. Scientometrics. Advance online publication. doi: 10.1007/s11192-022-04310-z

Dick, G., & Whigham, P. A. (2008). A weighted local sharing technique for multimodal optimisation. In X. Li & et al (Eds.), Simulated evolution and learning: Lecture notes in computer science (Vol. 5361). (pp. 452-461). Berlin, Germany: Springer.

Chapter in Book - Research

Whigham, P. A. (2005). Applying case-based reasoning to explore freshwater phytoplankton dynamics. In S. Lek, M. Scardi, P. F. M. Verdonschot, J.-P. Descy & Y.-S. Park (Eds.), Modelling community structure in freshwater ecosystems. (pp. 263-272). Berlin, Germany: Springer.

Chapter in Book - Research

Whigham, P., & Fogel, G. (2002). Ecological applications of evolutionary algorithms. In F. Recknagel (Ed.), Ecological Informatics: Understanding Ecology by Biologically Inspired Computation. (N/A ed.) (pp. 49-72). New York: Springer Verlag.

Chapter in Book - Research

Whigham, P., & Crapper, P. F. (1999). Time series modelling using genetic programming: an application to rainfall-runoff models. In L. Spector, W. B. Langdon, U. O'Reilly & P. J. Angeline (Eds.), Advances in Genetic Programming 3. (pp. 89-104). Cambridge, MA, USA: MIT Press.

Chapter in Book - Research

Owen, C. A., Dick, G., & Whigham, P. A. (2023). Using decomposed error for reproducing implicit understanding of algorithms. Evolutionary Computation. Advance online publication. doi: 10.1162/evco_a_00321

Journal - Research Article

Owen, C. A., Dick, G., & Whigham, P. A. (2022). Standardisation and data augmentation in genetic programming. IEEE Transactions on Evolutionary Computation. Advance online publication. doi: 10.1109/TEVC.2022.3160414

Journal - Research Article

Rahimi, S., Moore, A. B., & Whigham, P. A. (2022). A vector-agent approach to (spatiotemporal) movement modelling and reasoning. Scientific Reports, 12(1), 21179. doi: 10.1038/s41598-022-22056-9

Journal - Research Article

Zwanenburg, S., Nakhoda, M., & Whigham, P. (2022). Toward greater consistency and validity in measuring interdisciplinarity: A systematic and conceptual evaluation. Scientometrics. Advance online publication. doi: 10.1007/s11192-022-04310-z

Journal - Research Article

Rahimi, S., Moore, A. B., & Whigham, P. A. (2021). Beyond objects in space-time: Towards a movement analysis framework with ‘How ’and ‘Why’ elements. ISPRS International Journal of Geo-Information, 10, 190. doi: 10.3390/ijgi10030190

Journal - Research Article

Whigham, P. A., & Spencer, H. G. (2021). Graph-structured populations and the Hill-Robertson effect. Royal Society Open Science, 8, 201831. doi: 10.1098/rsos.201831

Journal - Research Article

Bosu, M. F., MacDonell, S. G., & Whigham, P. A. (2020). Analyzing the Stationarity Process in Software Effort Estimation Datasets. International Journal of Software Engineering & Knowledge Engineering, 30(11-12), 1607-1640. doi: 10.1142/S0218194020400239

Journal - Research Article

Easton, L. J., Bishop, P. J., & Whigham, P. A. (2020). Balancing act: Modelling sustainable release numbers for translocations. Animal Conservation, 23, 434-442. doi: 10.1111/acv.12558

Journal - Research Article

Owen, C. A., Dick, G., & Whigham, P. A. (2020). Characterizing genetic programming error through extended bias and variance decomposition. IEEE Transactions on Evolutionary Computation, 24(6), 1164-1176. doi: 10.1109/tevc.2020.2990626

Journal - Research Article

Easton, L. J., Rawlence, N. J., Worthy, T. H., Tennyson, A. J. D., Scofield, R. P., Easton, C. J., … Whigham, P. A., Dickinson, K. J. M., & Bishop, P. J. (2018). Testing species limits of New Zealand’s leiopelmatid frogs through morphometric analyses. Zoological Journal of the Linnean Society, 183(2), 431-444. doi: 10.1093/zoolinnean/zlx080

Journal - Research Article

Whigham, P. A., Dick, G., & Maclaurin, J. (2017). Just because it works: A response to comments on "On the mapping of genotype to phenotype in evolutionary algorithms". Genetic Programming & Evolvable Machines, 18(3), 399-405. doi: 10.1007/s10710-017-9289-9

Journal - Research Article

Whigham, P. A., Dick, G., & Maclaurin, J. (2017). On the mapping of genotype to phenotype in evolutionary algorithms. Genetic Programming & Evolvable Machines, 18(3), 353-361. doi: 10.1007/s10710-017-9288-x

Journal - Research Article

Easton, L. J., Dickinson, K. J. M., Whigham, P. A., & Bishop, P. J. (2016). Habitat suitability and requirements for a threatened New Zealand amphibian. Journal of Wildlife Management. doi: 10.1002/jwmg.1071

Journal - Research Article

Mark, A. F., Molau, U., Whigham, P., Little, L., & Nielsen, J. (2016). Periglacial tarn on the Rock and Pillar Range crest, south-central South Island, New Zealand, and its surrounding snowbank community. Austral Ecology, 41(3), 282-290. doi: 10.1111/aec.12310

Journal - Research Article

Nielsen, J. A., Frew, R. D., Whigham, P. A., Callaway, R. M., & Dickinson, K. J. M. (2016). Thyme travels: 15N isoscapes of Thymus vulgaris L. invasion in lightly grazed pastoral communities. Austral Ecology, 41(1), 28-39. doi: 10.1111/aec.12284

Journal - Research Article

Whigham, P. A., de Graaf, B., Srivastava, R., & Glue, P. (2016). Managing distance and covariate information with point-based clustering. BMC Medical Research Methodology, 16(1), 115. doi: 10.1186/s12874-016-0218-z

Journal - Research Article

Whigham, P. A., Dick, G., & Parry, M. (2016). Network rewiring dynamics with convergence towards a star network. Proceedings of the Royal Society A, 472(2194), 20160236. doi: 10.1098/rspa.2016.0236

Journal - Research Article

Cranston, B. H., Monks, A., Whigham, P. A., & Dickinson, K. J. M. (2015). Variation and response to experimental warming in a New Zealand cushion plant species. Austral Ecology, 40, 642-650. doi: 10.1111/aec.12231

Journal - Research Article

Nielsen, J. A., Frew, R. D., Whigham, P. A., Callaway, R. M., & Dickinson, K. J. M. (2015). Germination and growth responses of co-occurring grass species to soil from under invasive Thymus vulgaris. Allelopathy, 35(1), 139-152.

Journal - Research Article

Nielsen, J. A., Whigham, P. A., Frew, R. D., Callaway, R. M., & Dickinson, K. J. M. (2015). Thyme and space invasion: Thymus vulgaris decreases exotic plant species diversity in Central Otago, New Zealand. Biological Invasions, 17(8), 2261-2274. doi: 10.1007/s10530-015-0872-9

Journal - Research Article

Whigham, P. A., Owen, C. A., & MacDonell, S. G. (2015). A baseline model for software effort estimation. ACM Transactions on Software Engineering & Methodology, 24(3), 20. doi: 10.1145/2738037

Journal - Research Article

Harris, K. M., Dickinson, K. J. M., & Whigham, P. A. (2014). Functional connectivity and matrix quality: Network analysis for a critically endangered New Zealand lizard. Landscape Ecology, 29(1), 41-53. doi: 10.1007/s10980-013-9967-9

Journal - Research Article

Nielsen, J. A., Frew, R. D., Whigham, P. A., Callaway, R. M., & Dickinson, K. J. M. (2014). Thyme invasion and soil properties in the Central Otago region of New Zealand. Geoderma Regional, 1, 48-58. doi: 10.1016/j.geodrs.2014.08.002

Journal - Research Article

Nielsen, J. A., Whigham, P. A., Frew, R. D., Callaway, R. M., & Dickinson, K. J. M. (2014). Invasion essentials: Does secondary chemistry plasticity contribute to the invasiveness of Thymus vulgaris L.? Chemoecology, 24(1), 15-27. doi: 10.1007/s00049-013-0142-1

Journal - Research Article

Gebauer, K., Dickinson, K. J. M., Whigham, P. A., & Seddon, P. J. (2013). Matrix matters: Differences of grand skink metapopulation parameters in native tussock grasslands and exotic pasture grasslands. PLoS ONE, 8(10), e76076. doi: 10.1371/journal.pone.0076076

Journal - Research Article

Withanawasam, R. M., Whigham, P. A., & Crack, T. F. (2013). Characterising trader manipulation in a limit-order driven market. Mathematics & Computers in Simulation, 93, 43-52. doi: 10.1016/j.matcom.2012.09.012

Journal - Research Article

Withanawasam, R. M., Whigham, P. A., & Crack, T. F. (2013). Characterizing limit order prices. Physica A, 392(21), 5346-5355. doi: 10.1016/j.physa.2013.06.060

Journal - Research Article

Dick, G., & Whigham, P. A. (2011). Weighted local sharing and local clearing for multimodal optimisation. Soft Computing, 15, 1707-1721. doi: 10.1007/s00500-010-0612-0

Journal - Research Article

Mark, A. F., & Whigham, P. A. (2011). Disturbance-induced changes in a high-alpine cushionfield community, south-central New Zealand. Austral Ecology, 36(5), 581-592. doi: 10.1111/j.1442-9993.2010.02193.x

Journal - Research Article

McKay, R. I., Hoai, N. X., Whigham, P. A., Shan, Y., & O'Neill, M. (2010). Grammar-based genetic programming: A survey. Genetic Programming & Evolvable Machines, 11, 365-396. doi: 10.1007/s10710-010-9109-y

Journal - Research Article

Whigham, P. A., & Dick, G. (2010). Implicitly controlling bloat in genetic programming. IEEE Transactions on Evolutionary Computation, 14(2), 173-190. doi: 10.1109/tevc.2009.2027314

Journal - Research Article

Hay, G. C., Whigham, P. A., Kypri, K., & Langley, J. D. (2009). Neighbourhood deprivation and access to alcohol outlets: A national study. Health & Place, 15(4), 1086-1093. doi: 10.1016/j.healthplace.2009.05.008

Journal - Research Article

Hay, G., Kypri, K., Whigham, P., & Langley, J. (2009). Potential biases due to geocoding error in spatial analyses of official data. Health & Place, 15(2), 562-567. doi: 10.1016/j.healthplace.2008.09.002

Journal - Research Article

Dick, G., & Whigham, P. (2008). Spatially-structured sharing technique for multimodal problems. Journal of Computer Science & Technology, 23(1), 64-76.

Journal - Research Article

Whigham, P. A., & Dick, G. (2008). Evolutionary dynamics for the spatial Moran process. Genetic Programming & Evolvable Machines, 9(2), 157-170. doi: 10.1007/s10710-007-9046-6

Journal - Research Article

Whigham, P. A., & Green, D. (2008). A spatially-explicit model of genetic tradeoff. Complexity International, 12, msid46. Retrieved from http://www.complexity.org.au/vol12/msid46/

Journal - Research Article

Whigham, P. A., Dick, G. C., & Spencer, H. G. (2008). Genetic drift on networks: Ploidy and the time to fixation. Theoretical Population Biology, 74(4), 283-290. doi: 10.1016/j.tpb.2008.08.004

Journal - Research Article

Hammam, Y., Moore, A., & Whigham, P. (2007). The dynamic geometry of geographical vector agents. Computers, Environment & Urban Systems, 31, 502-519.

Journal - Research Article

Kim, D.-K., Jeong, K.-S., Whigham, P. A., & Joo, G.-J. (2007). Winter diatom blooms in a regulated river in South Korea: Explanations based on evolutionary computation. Freshwater Biology, 52(10), 2021-2041.

Journal - Research Article

Whigham, P. A. (2006). Visualising and assessing the probable error from downscaling ecological time series data. Ecological Informatics, 1, 307-314.

Journal - Research Article

Whigham, P. A., Dick, G., & Recknagel, F. (2006). Exploring seasonal patterns using process modelling and evolutionary computation. Ecological Modelling, 195, 146-152.

Journal - Research Article

Wang, X., Whigham, P., Deng, D., & Purvis, M. K. (2004). ″Time-line″ hidden Markov experts for time series prediction. Neural Information Processing - Letters & Reviews, 3(2), 39-48.

Journal - Research Article

Jeong, K.-S., Kim, D.-K., Whigham, P., & Joo, G.-J. (2003). Modelling Microcystis aeruginosa bloom dynamics in the Nakdong River by means of evolutionary computation and statistical approach. Ecological Modelling, 161(1-2), 67-78.

Journal - Research Article

Recknagel, F., Bobbin, J., Whigham, P., & Wilson, H. (2002). Comparative application of artifical neural networks and gentic algorithms for multivariate time series modelling of algal blooms in freshwater lakes. Journal of Hydroinformatics, 4(2), 125-134.

Journal - Research Article

Whigham, P. A., & Recknagel, F. (2001). Predicting chlorophyll-a in freshwater lakes by hybridising process-based models and genetic algorithms. Ecological Modelling, 146, 243-251.

Journal - Research Article

Whigham, P. A., & Young, W. J. (2001). Modelling river and floodplain interactions for ecological response. Mathematical & Computer Modelling, 33, 635-647.

Journal - Research Article

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