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Research articles

Comparing the performance of supervised classification methods on a multispecies fishery of post-larval galaxiids

ORCID Icon, ORCID Icon, ORCID Icon & ORCID Icon
Pages 272-283 | Received 01 Sep 2020, Accepted 21 May 2021, Published online: 07 Jun 2021

References

  • Barriga JP, Battini MA, Macchi PJ, Milano D, Cussac VE. 2002. Spatial and temporal distribution of landlocked Galaxias maculatus and Galaxias platei (pisces: Galaxiidae) in a lake in the South American Andes. New Zealand Journal of Marine and Freshwater Research. 36(2):345–359.
  • Charteris SC, Ritchie PA. 2002. Identification of galaxiid nests, emigrating larvae and whitebait, using mitochondrial DNA control region sequences. New Zealand Journal of Marine and Freshwater Research. 36(4):789–795.
  • D'Elia M, Patti B, Bonanno A, Fontana I, Giacalone G, Basilone G, Fernandes PG. 2014. Analysis of backscatter properties and application of classification procedures for the identification of small pelagic fish species in the Central Mediterranean. Fisheries Research. 149:33–42.
  • Dijkstra L H, McDowall R M. 1997. Electrophoretic identification of whitebait species. Wellington: Department of Conservation.
  • Dunn NR, Allibone RM, Closs GP, Crow SK, David BO, Goodman JM, Griffiths M, Jack DC, Ling N, Waters JM, Rolfe JR. 2018. Conservation status of New Zealand freshwater fishes, 2017. New Zealand Threat Classification Series. 24:1–15.
  • Elmqvist T, Folke C, Nyström M, Peterson G, Bengtsson J, Walker B, Norberg J. 2003. Response diversity, ecosystem change, and resilience. Frontiers in Ecology and the Environment. 1(9):488–494.
  • Gaston J, O'Neill K, O'Neill MA. 2004. Automated species identification: why not? Philosophical Transactions of the Royal Society of London. Series B: Biological Sciences. 359(1444):655–667.
  • Goodman J. 2018. Conservation, ecology and management of migratory galaxiids and the whitebait fishery: a summary of current knowledge and information gaps. Wellington: Department of Conservation.
  • Guisande C, Manjarrés-Hernández A, Pelayo-Villamil P, Granado-Lorencio C, Riveiro I, Acuña A, Prieto-Piraquive E, Janeiro E, Matías PC, et al. 2010. IPez: an expert system for the taxonomic identification of fishes based on machine learning techniques. Fisheries Research. 102(3):240–247.
  • James G, Witten D, Hastie T, Tibshirani R. 2013. An introduction to statistical learning. New York: Springer.
  • Jones WA, Checkley M Jr 2017. Classification of otoliths of fishes common in the Santa Barbara basin based on morphology and chemical composition. Canadian Journal of Fisheries and Aquatic Sciences. 74(8):1195–1207.
  • Liaw A, Wiener M. 2002. Classification and regression by random forest. R News. 2(3):18–22.
  • McDowall RM. 1964. A consideration of the question “What are whitebait?”. Tuatara. 12(3):134–146.
  • McDowall RM. 1965. The composition of the New Zealand whitebait catch, 1964. New Zealand Journal of Science. 8(3):285–300.
  • McDowall RM. 1984. The New Zealand whitebait book. Wellington: Reed.
  • McDowall Robert Montgomery, Eldon G A. 1980. The ecology of whitebait migrations:(Galaxiidae: Galaxias spp.). Fisheries Research Division, New Zealand Ministry of Agriculture and Fisheries.
  • Therneau T, Atkinson B, Ripley B. 2017. rpart: recursive partitioning and regression trees. R package version 4.1-11.
  • Venables WN, Ripley BD. 2002. Modern applied statistics with S. New York: Springer.
  • Woods CS. 1968. Growth characteristics, pigmentation, and the identification of whitebait (Galaxias spp., Salmonoidea). New Zealand Journal of Marine and Freshwater Research. 2(2):162–182.
  • Yungnickel MR. 2017. New Zealand's whitebait fishery: spatial and temporal variation in species composition and morphology [MSc thesis]. School of Biological Science, University of Canterbury.
  • Yungnickel MR, Hickford MJH, Schiel DR. 2020. Spatio-temporal variation in species composition of New Zealand's whitebait fishery. New Zealand Journal of Marine and Freshwater Research. 54(2):679–694.

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