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Deforestation and Reforestation of Latin America and the Caribbean (2001–2010)

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TLDR
In this paper, the authors presented a wall-to-wall, annual maps of change in woody vegetation and other land-cover classes between 2001 and 2010 for each of the 16,050 municipalities in Latin American and the Caribbean region (LAC).
Abstract
Forest cover change directly affects biodiversity, the global carbon budget, and ecosystem function. Within Latin American and the Caribbean region (LAC), many studies have documented extensive deforestation, but there are also many local studies reporting forest recovery. These contrasting dynamics have been largely attributed to demographic and socio-economic change. For example, local population change due to migration can stimulate forest recovery, while the increasing global demand for food can drive agriculture expansion. However, as no analysis has simultaneously evaluated deforestation and reforestation from the municipal to continental scale, we lack a comprehensive assessment of the spatial distribution of these processes. We overcame this limitation by producing wall-to-wall, annual maps of change in woody vegetation and other land-cover classes between 2001 and 2010 for each of the 16,050 municipalities in LAC, and we used nonparametric Random Forest regression analyses to determine which environmental or population variables best explained the variation in woody vegetation change. Woody vegetation change was dominated by deforestation (541,835 km 2 ), particularly in the moist forest, dry forest, and savannas/shrublands biomes in South America. Extensive areas also recovered woody vegetation (+362,430 km 2 ), particularly in regions too dry or too steep for modern agriculture. Deforestation in moist forests tended to occur in lowland areas with low population density, but woody cover change was not related to municipality-scale population change. These results emphasize the importance of quantitating deforestation and reforestation at multiple spatial scales and linking these changes with global drivers such as the global demand for food.

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Citations
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To chop or not to chop? Tackling shrub encroachment by roller-chopping preserves woody plant diversity and composition in a dry subtropical forest

TL;DR: It is concluded that roller-chopping is a good management tool to reduce woody plant encroachment and create a silvopastoral system while preserving ecosystem functions.

Áreas para la conservación de las aves amenazadas y casi amenazadas dependientes de los bosques húmedos y secos de la Cordillera Oriental Colombiana

TL;DR: In this paper, the authors proposed areas for the conservation and management of threatened and near threatened birds dependent on the humid and dry forests of the colombian Eastern mountain chain, considering their past and future distribution areas.
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The rise of the Brazilian Network for Ecological Restoration (REBRE): what Brazilian restorationists have learned from networking

TL;DR: The Brazilian Network for Ecological Restoration (REBRE) as discussed by the authors is a non-hierarchical, self-organizing network of researchers, practitioners, and interested people, which is able to freely express their doubts and share experiences, thereby contributing to legislative improvements, developing relevant restoration initiatives and adopting novel approaches and paradigms.
Journal ArticleDOI

Indigenous peoples' land rights and agricultural expansion in Latin America: A dynamic panel data approach

TL;DR: In this article, the authors consider ten Latin American countries over the period 1990 to 2010 and use dynamic panel data models to assess whether there is a difference between short-run and long-run effects of improvements in agricultural productivity and different land tenure systems are capable of directing the process of agricultural intensification towards land-sparing.
Journal ArticleDOI

Sex-specific population dynamics of ocelots in Belize using open population spatial capture-recapture

TL;DR: Strong evidence of a small population decline is found at two of four broadleaf sites; however, given the level of uncertainty about decline magnitudes, it is suggested continued monitoring of these sites to increase site‐years and gain further precision on population growth rate estimates.
References
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Journal ArticleDOI

Random Forests

TL;DR: Internal estimates monitor error, strength, and correlation and these are used to show the response to increasing the number of features used in the forest, and are also applicable to regression.
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Overview of the radiometric and biophysical performance of the MODIS vegetation indices

TL;DR: In this paper, the authors evaluated the performance and validity of the MODIS vegetation indices (VI), the normalized difference vegetation index (NDVI) and enhanced vegetation index(EVI), produced at 1-km and 500-m resolutions and 16-day compositing periods.
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Random forest: a classification and regression tool for compound classification and QSAR modeling.

TL;DR: It is the combination of relatively high prediction accuracy and its collection of desired features that makes Random Forest uniquely suited for modeling in cheminformatics.
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Dynamics of Land-Use and Land-Cover Change in Tropical Regions

TL;DR: In this article, the authors highlight the complexity of land-use/cover change and propose a framework for a more general understanding of the issue, with emphasis on tropical regions, and argue that a systematic analysis of local-scale land use change studies, conducted over a range of timescales, helps to uncover general principles that provide an explanation and prediction of new land use changes.
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