Machine learning in landscape ecological analysis: a review of recent approaches

MS Stupariu, SA Cushman, AI Pleşoianu… - Landscape …, 2022 - Springer
Abstract Context Artificial Intelligence (AI) has rapidly developed over the past several
decades. Several related AI approaches, such as Machine Learning (ML), have been …

Application of machine-learning methods in forest ecology: recent progress and future challenges

Z Liu, C Peng, T Work, JN Candau… - Environmental …, 2018 - cdnsciencepub.com
Machine learning, an important branch of artificial intelligence, is increasingly being applied
in sciences such as forest ecology. Here, we review and discuss three commonly used …

Machine learning-based global maps of ecological variables and the challenge of assessing them

H Meyer, E Pebesma - Nature Communications, 2022 - nature.com
The recent wave of published global maps of ecological variables has caused as much
excitement as it has received criticism. Here we look into the data and methods mostly used …

[图书][B] Learning landscape ecology: a practical guide to concepts and techniques

SE Gergel, MG Turner - 2017 - Springer
Landscape ecology continues to grow as an exciting discipline with much to offer for solving
pressing and emerging problems in environmental science. Much of the strength of …

Key issues and research priorities in landscape ecology: an idiosyncratic synthesis

J Wu, R Hobbs - Landscape ecology, 2002 - Springer
Landscape ecology has made tremendous progress in recent decades, but as a rapidly
developing discipline it is faced with new problems and challenges. To identify the key …

Analysis of pattern–process interactions based on landscape models—overview, general concepts, and methodological issues

B Schröder, R Seppelt - Ecological modelling, 2006 - Elsevier
Pattern–process analysis is one of the main threads in landscape ecological research. It
aims at understanding the complex relationships between ecological processes and …

Landscape pattern analysis: key issues and challenges

H Li, J Wu - Key topics in landscape ecology, 2007 - asu.elsevierpure.com
Landscape ecology has rapidly established itself as an interdisciplinary research field
worldwide in the past few decades. However, diversification in perspectives and approaches …

Use and misuse of landscape indices

H Li, J Wu - Landscape ecology, 2004 - Springer
Landscape ecology has generated much excitement in the past two decades. One reason
was that it brought spatial analysis and modeling to the forefront of ecological research …

PyLandStats: An open-source Pythonic library to compute landscape metrics

M Bosch - PLoS One, 2019 - journals.plos.org
Quantifying the spatial pattern of landscapes has become a common task of many studies in
landscape ecology. Most of the existing software to compute landscape metrics is not well …

Towards more predictable and consistent landscape metrics across spatial scales

A Lustig, DB Stouffer, M Roigé, SP Worner - Ecological Indicators, 2015 - Elsevier
Habitat change and fragmentation are considered key drivers of environmental change and
biodiversity loss. To understand and mitigate the effects of such spatial disturbances on …