Knowledge and Management of Aquatic Ecosystems · 2014 · 15 citations · 23 references
Natural ResourcesEcologyEnvironmental SciencesFreshwater EcologyRiver Basin ManagementWater Quality ManagementAquatic Ecosystem ManagementFreshwater Ecosystem EcologyRiver EcologyStream EcologyWater QualityWater Quality EcologyAquatic Ecosystem Integrity AssessmentBoosted TreesData AvailabilityEcosystem ProcessIntegrityPredictive ModellingProcess MetricsStream Health Assessment
Integrating multiple measures of stream health into a combined metric can provide a holistic assessment of the ecological integrity of a stream. The aim of this study was to develop a multimetric index (MMI) of stream integrity based on predictive modelling of national data sets of water quality, macroinvertebrates, fish and ecosystem process metrics. We used a boosted regression tree approach to calculate an observed/expected score for each metric prior to combining metrics in a MMI based on data availability and the strength of predictive models. The resulting MMI provides a geographically meaningful prediction of the ecological integrity of rivers in New Zealand, but identifies limitations in data and approach, providing focus for ongoing research.
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Leo Breiman · Machine Learning · 2001 · 126.2K citations · Full text
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
Assessment of Biotic Integrity Using Fish Communities
James R. Karr · Fisheries · 1981 · 2.7K citations