RESUMEN
Time series are a critical component of ecological analysis, used to track changes in biotic and abiotic variables. Information can be extracted from the properties of time series for tasks such as classification (e.g., assigning species to individual bird calls); clustering (e.g., clustering similar responses in population dynamics to abrupt changes in the environment or management interventions); prediction (e.g., accuracy of model predictions to original time series data); and anomaly detection (e.g., detecting possible catastrophic events from population time series). These common tasks in ecological research all rely on the notion of (dis-) similarity, which can be determined using distance measures. A plethora of distance measures have been described, predominantly in the computer and information sciences, but many have not been introduced to ecologists. Furthermore, little is known about how to select appropriate distance measures for time-series-related tasks. Therefore, many potential applications remain unexplored. Here, we describe 16 properties of distance measures that are likely to be of importance to a variety of ecological questions involving time series. We then test 42 distance measures for each property and use the results to develop an objective method to select appropriate distance measures for any task and ecological dataset. We demonstrate our selection method by applying it to a set of real-world data on breeding bird populations in the UK and discuss other potential applications for distance measures, along with associated technical issues common in ecology. Our real-world population trends exhibit a common challenge for time series comparisons: a high level of stochasticity. We demonstrate two different ways of overcoming this challenge, first by selecting distance measures with properties that make them well suited to comparing noisy time series and second by applying a smoothing algorithm before selecting appropriate distance measures. In both cases, the distance measures chosen through our selection method are not only fit-for-purpose but are consistent in their rankings of the population trends. The results of our study should lead to an improved understanding of, and greater scope for, the use of distance measures for comparing ecological time series and help us answer new ecological questions.
RESUMEN
Wet grassland populations of wading birds in the United Kingdom have declined severely since 1990. To help mitigate these declines, the Royal Society for the Protection of Birds has restored and managed lowland wet grassland nature reserves to benefit these and other species. However, the impact of these reserves on bird population trends has not been evaluated experimentally due to a lack of control populations. We compared population trends from 1994 to 2018 among 5 bird species of conservation concern that breed on these nature reserves with counterfactual trends created from matched breeding bird survey observations. We compared reserve trends with 3 different counterfactuals based on different scenarios of how reserve populations could have developed in the absence of conservation. Effects of conservation interventions were positive for all 4 targeted wading bird species: Lapwing (Vanellus vanellus), Redshank (Tringa totanus), Curlew (Numenius arquata), and Snipe (Gallinago gallinago). There was no positive effect of conservation interventions on reserves for the passerine, Yellow Wagtail (Motacilla flava). Our approach using monitoring data to produce valid counterfactual controls is a broadly applicable method allowing large-scale evaluation of conservation impact.
Un Enfoque Hipotético para Medir el Impacto de la Conservación de Pastizales Húmedos sobre Poblaciones Reproductoras de Aves en el Reino Unido Resumen Las poblaciones de aves zancudas en los pastizales húmedos del Reino Unido han declinado gravemente desde 1990. Para ayudar con la mitigación de estas declinaciones, la Real Sociedad para la Protección de las Aves ha restaurado y manejado las reservas naturales en pastizales húmedos de tierras bajas para beneficiar a estas y otras especies. Sin embargo, el impacto de estas reservas sobre las tendencias poblacionales de las aves no ha sido evaluado experimentalmente debido a la falta de poblaciones control. Comparamos las tendencias poblacionales entre 1994 y 2018 de cinco especies de aves de importancia para la conservación, que se reproducen dentro de estas reservas naturales, mediante tendencias hipotéticas creadas a partir de los censos de observación de aves reproductoras emparejadas. Comparamos las tendencias de las reservas con tres casos hipotéticos diferentes basados en diferentes escenarios de cómo las poblaciones de la reserva podrían haberse desarrollado en ausencia de la conservación. Los efectos de las intervenciones de conservación fueron positivos para las cuatro especies focales de aves zancudas: Vanellus vanellus, Tringa totanus, Numenius arquata y Gallinago gallinago. No hubo un efecto positivo de las intervenciones de conservación para la especie paserina Motacilla flava. Nuestra estrategia utilizando datos de monitoreos para producir controles hipotéticos válidos es un método ampliamente aplicable que permite ka evaluación del impacto de la conservación a gran escala.
