Random forest-based species distribution modeling reveals intensifying multi-species invasion risks of alien plants in Ethiopia under climate change

No abstract is available for this paper.

• Publication year

  2026

• Venue

  Remote Sensing Applications Society and Environment

• Publication date

  2026-01-01

• Fields of study

  Not labeled

• Identifiers
  DOI 10.1016/j.rsase.2026.101869
• External record

  Open on Semantic Scholar

• Source metadata

  Semantic Scholar

• No claims are published for this paper.

• No concepts are published for this paper.

• Predicting the invasion potential of two alien plant species (Parthenium hysterophorus L., Asteraceae and Salvia tiliifolia Vahl, Lamiaceae) under the current and future climate change scenarios in Ethiopia

  2025cited by this paper
• Choosing blocks for spatial cross-validation: lessons from a marine remote sensing case study

  2025cited by this paper
• Algorithms going wild – A review of machine learning techniques for terrestrial ecology

  2025cited by this paper
• Modelling climate-driven range shifts in the distribution of Lantana camara in Ethiopia

  2025cited by this paper
• Causes and Consequences of Land Degradation in Ethiopia: A Review

  2024cited by this paper
• Invasion risk of the currently cultivated alien flora in southern Africa is predicted to decline under climate change

  2024cited by this paper
• Assessment of pluvial flood events based on monitoring and modeling of an old urban storm drainage in the city center of Yangon, Myanmar

  2024cited by this paper
• Evaluating ecological impacts through geospatial analysis of land use land cover dynamics in Jarmet wetland ecosystems in Western Ethiopia

  2024cited by this paper
• Characterizing and modeling spatiotemporal trends in rangelands: Prosopis juliflora impact in middle Awash Basin, Ethiopia.

  2024cited by this paper
• A Systematic Review of Prosopis juliflora (Sw.) DC. Research in Ethiopia Reveals Gaps and Opportunities for Advancing Management Solutions

  2024cited by this paper
• Impacts of Parthenium hysterophorus L. on Plant Species Diversity in Ginir District, Southeastern Ethiopia

  2022cited by this paper
• Ecology, evolution, and conservation of Ethiopia’s biodiversity

  2022cited by this paper
• Community perceptions towards invasion of Prosopis juliflora, utilization, and its control options in Afar region, Northeast Ethiopia

  2022cited by this paper
• Predictive performance of presence‐only species distribution models: a benchmark study with reproducible code

  2021cited by this paper
• Comparison of CMIP6 and CMIP5 models in simulating mean and extreme precipitation over East Africa

  2021cited by this paper
• A review of the diversity and impact of invasive non-native species in tropical marine ecosystems

  2021cited by this paper
• Central Asian Precipitation Shaped by the Tropical Pacific Decadal Variability and the Atlantic Multidecadal Variability

  2021cited by this paper
• Climate change intensification impacts and challenges of invasive species and adaptation measures in Eastern Ethiopia

  2021cited by this paper
• Species Distribution Modeling for Machine Learning Practitioners: A Review

  2021cited by this paper
• Invasion of Prosopis juliflora and its effects on soil physicochemical properties in Afar region, Northeast Ethiopia

  2021cited by this paper
• Modeling Invasive Plant Species in Kenya’s Northern Rangelands

  2020cited by this paper
• Historical evaluations and simulations of precipitation over East Africa from Rossby centre regional climate model

  2020cited by this paper
• Ethiopian vegetation types, climate and topography

  2020cited by this paper
• Projected Change in Temperature and Precipitation Over Africa from CMIP6

  2020cited by this paper
• Dynamics of forage and land cover changes in Teltele district of Borana rangelands, southern Ethiopia: using geospatial and field survey data

  2020cited by this paper
• Woodland Cover Change in the Central Rift Valley of Ethiopia

  2020cited by this paper
• Distribution and Abundance of Parthenium hysterophorus L. in Metekel Zone, Northwest Ethiopia

  2020cited by this paper
• Distribution and abundance of invasive alien weed species in Wolayita Zone, Ethiopia

  2020cited by this paper
• Machine Learning for Conservation Planning in a Changing Climate

  2020cited by this paper
• Modeling invasion potential of Lantana camara under the changing climate and land use/land cover change in Ethiopia: Its implication for management of the species

  2020cited by this paper
• Predicting future invaders and future invasions

  2019cited by this paper
• Community perception and prioritization of invasive alien plants in Chitwan-Annapurna Landscape, Nepal.

  2019cited by this paper
• Prosopis juliflora invasion and environmental factors on density of soil seed bank in Afar Region, Northeast Ethiopia

  2019cited by this paper
• Hyperparameters and tuning strategies for random forest

  2018cited by this paper
• Simple Features for R: Standardized Support for Spatial Vector Data

  2018cited by this paper
• Machine Learning for Macroscale Ecological Niche Modeling - a Multi-Model, Multi-Response Ensemble Technique for Tree Species Management Under Climate Change

  2018cited by this paper
• Optimizing ensembles of small models for predicting the distribution of species with few occurrences

  2018cited by this paper
• Invasive alien plant species in Ethiopia: ecological impacts on biodiversity a review paper

  2018cited by this paper
• Reimagining invasions: The social and cultural impacts of Prosopis on pastoralists in southern Afar, Ethiopia

  2017cited by this paper
• Cross-validation strategies for data with temporal, spatial, hierarchical, or phylogenetic structure

  2017cited by this paper
• ecospat: an R package to support spatial analyses and modeling of species niches and distributions

  2017cited by this paper
• Google Earth Engine: Planetary-scale geospatial analysis for everyone

  2017cited by this paper
• WorldClim 2: new 1‐km spatial resolution climate surfaces for global land areas

  2017cited by this paper
• Spatial distribution and temporal trends of rainfall and erosivity in the Eastern Africa region

  2017cited by this paper
• Climate change and biological invasions: evidence, expectations, and response options

  2017cited by this paper
• To eradicate or not to eradicate? Recommendations on Prosopis juliflora management in Afar, Ethiopia, from an interdisciplinary perspective

  2016cited by this paper
• Global threats from invasive alien species in the twenty-first century and national response capacities

  2016cited by this paper
• Alien species as a driver of recent extinctions

  2016cited by this paper
• spThin: an R package for spatial thinning of species occurrence records for use in ecological niche models

  2015cited by this paper
• Characteristics of Landsat 8 OLI-derived NDVI by comparison with multiple satellite sensors and in-situ observations

  2015cited by this paper
• The invasion of Prosopis juliflora and Afar pastoral livelihoods in the Middle Awash area of Ethiopia

  2015cited by this paper
• Overview of the Coupled Model Intercomparison Project Phase 6 (CMIP6) experimental design and organization

  2015cited by this paper
• Inferring the similarity of species distributions using Species’ Distribution Models

  2014cited by this paper
• Performance of invasive alien fountain grass (Pennisetum setaceum) along a climatic gradient through three South African biomes.

  2014cited by this paper
• Reconciling Past and Future Rainfall Trends over East Africa

  2014cited by this paper
• Biology, ecology and management of the invasive parthenium weed (Parthenium hysterophorus L.).

  2014cited by this paper
• Mapping Current and Potential Distribution of Non-Native Prosopis juliflora in the Afar Region of Ethiopia

  2014cited by this paper
• Will climate change drive alien invasive plants into areas of high protection value? An improved model-based regional assessment to prioritise the management of invasions.

  2013cited by this paper
• Selecting thresholds for the prediction of species occurrence with presence‐only data

  2013cited by this paper
• Will climate change promote future invasions?

  2013cited by this paper
• Climate warming affects biological invasions by shifting interactions of plants and herbivores

  2013cited by this paper
• The Bottom Line: Impacts of Alien Plant Invasions in Protected Areas

  2013cited by this paper
• Selecting pseudo‐absences for species distribution models: how, where and how many?

  2012cited by this paper
• A Battle Lost? Report on Two Centuries of Invasion and Management of Lantana camara L. in Australia, India and South Africa

  2012cited by this paper
• Reproductive Variation in Naturally Occurring Populations of the Weed Parthenium hysterophorus (Asteraceae) in Australia

  2012cited by this paper
• Combining static and dynamic variables in species distribution models under climate change

  2012cited by this paper
• Equilibrium or not? Modelling potential distribution of invasive species in different stages of invasion

  2012cited by this paper
• Climate Change and the Potential Distribution of an Invasive Shrub, Lantana camara L

  2012cited by this paper
• Human‐mediated introductions of Australian acacias – a global experiment in biogeography

  2011cited by this paper
• Global Resilience of Tropical Forest and Savanna to Critical Transitions

  2011cited by this paper
• Lantana camara L. invasion and impact on herb layer diversity and soil properties in a dry deciduous forest of India.

  2011cited by this paper
• Use of niche models in invasive species risk assessments

  2011cited by this paper
• Climate change and invasive species: double jeopardy.

  2010cited by this paper
• Protected-Area Boundaries as Filters of Plant Invasions

  2010cited by this paper
• Socioeconomic legacy yields an invasion debt

  2010cited by this paper
• The uncertain nature of absences and their importance in species distribution modelling

  2010cited by this paper
• The EPPO prioritization process for invasive alien plants

  2010cited by this paper
• Species Distribution Models: Ecological Explanation and Prediction Across Space and Time

  2009cited by this paper
• Mechanistic niche modelling: combining physiological and spatial data to predict species' ranges.

  2009cited by this paper
• Sample selection bias and presence-only distribution models: implications for background and pseudo-absence data.

  2009cited by this paper
• Five Potential Consequences of Climate Change for Invasive Species

  2008cited by this paper
• Mechanisms of long-distance seed dispersal.

  2008cited by this paper
• Classification and Regression by randomForest

  2007cited by this paper
• Invasion in a heterogeneous world: resistance, coexistence or hostile takeover?

  2007cited by this paper
• Promising the future? Global change projections of species distributions

  2007cited by this paper
• Risk Assessment of Riparian Plant Invasions into Protected Areas

  2007cited by this paper
• Distribution of parthenium weed (Parthenium hysterophorus L.), an alien invasive weed species threatening the biodiversity of Islamabad

  2006cited by this paper
• INTERPRETATION OF MODELS OF FUNDAMENTAL ECOLOGICAL NICHES AND SPECIES' DISTRIBUTIONAL AREAS

  2005cited by this paper
• Using Random Forest to Learn Imbalanced Data

  2004cited by this paper
• Some biological characteristics that foster the invasion of Prosopis juliflora (Sw.) DC. at Middle Awash Rift Valley Area, north-eastern Ethiopia

  2004cited by this paper
• Logistic Regression in Rare Events Data

  2001cited by this paper
• Random Forests

  2001cited by this paper
• Remote Sensing for Wildfire Mapping: A Comprehensive Review of Advances, Platforms, and Algorithms

  year unknowncited by this paper

• Study on a Process Parameter-Driven Deep Learning Prediction Model for Multi-Physical Fields in Flange Shaft Welding

  2026cites this paper