Conservation Letters · 2008 · 202 citations · 40 references
Natural ResourcesBiodiversity ConservationConservation BiologyConservation PlanningFisheries ManagementMarine ConservationConservation PrioritizationMarine Biodiversity ProtectionMarine Conservation PolicyMarine Fisheries ConservationMarine Protected Area ManagementReserve DesignExclusive Economic Zone ManagementMarine Conservation PlanningMarine Conservation PrioritizationMarine Protected Area AssessmentMarine Protected Area Effectiveness EvaluationPatchy DistributionPrioritizationSpecies Conservation Prioritization
Abstract There is strong international agreement on the need for marine protected areas to reverse pervasive human impacts on the oceans' biodiversity. However, their implementation is often hampered both by legal difficulties in defining reserves in international waters and the patchy nature of data in many offshore waters. We demonstrate the use of recent advances in statistical learning and conservation prioritization to produce MPA scenarios with varying costs and benefits for New Zealand's Exclusive Economic Zone, based on the analyses of distributions of 96 demersal fish species. MPAs based on our most cost‐effective scenario would deliver conservation benefits nearly 2.5 times greater than those from equivalent‐sized areas recently implemented at the request of fishers, and at lower cost to them. Such results demonstrate the power of quantitative, knowledge‐based prioritization approaches, which can be applied at high resolution and at oceanic scales.
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R: A Language and Environment for Statistical Computing
R Core Team · 2000 · 353K citations · Full text
Natural Sciences, Computer Science, Statistical Computing +10
Novel methods improve prediction of species’ distributions from occurrence data
Jane Elith, Catherine H. Graham, Robert P. Anderson et al. · Ecography · 2006 · 9.1K citations · Full text
Jerome H. Friedman · Computational Statistics & Data Analysis · 2002 · 7.1K citations
A working guide to boosted regression trees
Jane Elith, John R. Leathwick, Trevor Hastie · Journal of Animal Ecology · 2008 · 6.5K citations · Full text
Computing, Biostatistics, Ecology +14