Evaluation of machine learning algorithms to classify and map landforms in Antarctica

Geomorphology of Ulu Peninsula, James Ross Island, Antarctica

(2021) Stephen J. A. Jennings et al.   Journal of Maps

Soil predictors are crucial for modelling vegetation distribution and its responses to climate change

(2021) Guilherme de Castro Oliveira et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Analysis of terrain attributes in different spatial resolutions for digital soil mapping application in southeastern Brazil

(2020) Nathalie Cruz Sena et al.   Geoderma Regional

A comparative evaluation of supervised machine learning algorithms for township level landslide susceptibility zonation in parts of Indian Himalayas

(2020) Bipin Peethambaran et al.   CATENA

Weathering and pedogenesis of sediments and basaltic rocks on Vega Island, Antarctic Peninsula

(2020) Rafael G. Siqueira et al.   GEODERMA

Modelling and mapping soil organic carbon stocks in Brazil

(2019) Lucas Carvalho Gomes et al.   GEODERMA

Glacier Facies Mapping Using a Machine-Learning Algorithm: The Parlung Zangbo Basin Case Study

(2019) Jingxiao Zhang et al.   Remote Sensing

Landslide spatial modelling using novel bivariate statistical based Naïve Bayes, RBF Classifier, and RBF Network machine learning algorithms

(2019) Qingfeng He et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Soil-landscape interplays at Harmony Point, Nelson Island, Maritime Antarctica: Chemistry, mineralogy and classification

(2019) William Fortes Rodrigues et al.   GEOMORPHOLOGY

Landform classification based on optimal texture feature extraction from DEM data in Shandong Hilly Area, China

(2019) Hongchun Zhu et al.   Frontiers of Earth Science

Novel ensembles of COPRAS multi-criteria decision-making with logistic regression, boosted regression tree, and random forest for spatial prediction of gully erosion susceptibility

(2019) Alireza Arabameri et al.   SCIENCE OF THE TOTAL ENVIRONMENT

How do machine learning techniques help in increasing accuracy of landslide susceptibility maps?

(2019) Yacine Achour et al.   Geoscience Frontiers

Multi-modal deep learning for landform recognition

(2019) Lin Du et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Groundwater potential mapping using C5.0, random forest, and multivariate adaptive regression spline models in GIS

(2018) Ali Golkarian et al.   ENVIRONMENTAL MONITORING AND ASSESSMENT

Performance evaluation of the GIS-based data mining techniques of best-first decision tree, random forest, and naïve Bayes tree for landslide susceptibility modeling

(2018) Wei Chen et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Decision Variants for the Automatic Determination of Optimal Feature Subset in RF-RFE

(2018) Qi Chen et al.   Genes

Decadal topographic change in the McMurdo Dry Valleys of Antarctica: Thermokarst subsidence, glacier thinning, and transfer of water storage from the cryosphere to the hydrosphere

(2018) J.S. Levy et al.   GEOMORPHOLOGY

Development of a spatially complete floodplain map of the conterminous United States using random forest

(2018) Sean A. Woznicki et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Random-Forest-Inspired Neural Networks

(2018) Suhang Wang et al.   ACM Transactions on Intelligent Systems and Technology

The assessment of landslide susceptibility mapping using random forest and decision tree methods in the Three Gorges Reservoir area, China

(2017) Kaixiang Zhang et al.   Environmental Earth Sciences

Evaluation of different machine learning models for predicting and mapping the susceptibility of gully erosion

(2017) Omid Rahmati et al.   GEOMORPHOLOGY

Geomorphological mapping of ice-free areas using polarimetric RADARSAT-2 data on Fildes Peninsula and Ardley Island, Antarctica

(2017) T. Schmid et al.   GEOMORPHOLOGY

Soil and landform interplay in the dry valley of Edson Hills, Ellsworth Mountains, continental Antarctica

(2017) Caroline Delpupo et al.   GEOMORPHOLOGY

Object-based delineation and classification of alluvial fans by application of mean-shift segmentation and support vector machines

(2017) Isabel Pipaud et al.   GEOMORPHOLOGY

Landslide susceptibility mapping & prediction using Support Vector Machine for Mandakini River Basin, Garhwal Himalaya, India

(2017) Deepak Kumar et al.   GEOMORPHOLOGY

Semi-automated classification of exposed bedrock cover in British Columbia's Southern Mountains using a Random Forest approach

(2017) Christopher Scarpone et al.   GEOMORPHOLOGY

Automatic recognition of loess landforms using Random Forest method

(2017) Wu-fan Zhao et al.   Journal of Mountain Science

Comparison of four machine learning algorithms for their applicability in satellite-based optical rainfall retrievals

(2016) Hanna Meyer et al.   ATMOSPHERIC RESEARCH

Landslide susceptibility assessment in Lianhua County (China): A comparison between a random forest data mining technique and bivariate and multivariate statistical models

(2016) Haoyuan Hong et al.   GEOMORPHOLOGY

Glacier Remote Sensing Using Sentinel-2. Part II: Mapping Glacier Extents and Surface Facies, and Comparison to Landsat 8

(2016) Frank Paul et al.   Remote Sensing

Estimation of Soil Moisture Content from the Spectral Reflectance of Bare Soils in the 0.4–2.5 µm Domain

(2015) Sophie Fabre et al.   SENSORS

Soils and Landforms at Hope Bay, Antarctic Peninsula: Formation, Classification, Distribution, and Relationships

(2015) Carlos Ernesto G. Reynaud Schaefer et al.   SOIL SCIENCE SOCIETY OF AMERICA JOURNAL

Building Predictive Models inRUsing thecaretPackage

(2015) Max Kuhn   Journal of Statistical Software

The McMurdo Dry Valleys: A landscape on the threshold of change

(2014) Andrew G. Fountain et al.   GEOMORPHOLOGY

Random Forest with semantic tie points for classifying landforms and creating rigorous shaded relief representations

(2014) F. Veronesi et al.   GEOMORPHOLOGY

Object-based gully system prediction from medium resolution imagery using Random Forests

(2014) Rajesh B.V. Shruthi et al.   GEOMORPHOLOGY

Soils and landforms from Fildes Peninsula and Ardley Island, Maritime Antarctica

(2014) Roberto F.M. Michel et al.   GEOMORPHOLOGY

Landslide susceptibility mapping based on rough set theory and support vector machines: A case of the Three Gorges area, China

(2013) Ling Peng et al.   GEOMORPHOLOGY

Geomorphological mapping in the Antarctic Peninsula region applying single and multipolarization RADARSAT-2 data

(2012) Thomas Schmid et al.   CANADIAN JOURNAL OF REMOTE SENSING

Are fine resolution digital elevation models always the best choice in digital soil mapping?

(2012) Stefano Cavazzi et al.   GEODERMA

Geomorphons — a pattern recognition approach to classification and mapping of landforms

(2012) Jarosław Jasiewicz et al.   GEOMORPHOLOGY

Geomorphology and soils distribution under paraglacial conditions in an ice-free area of Admiralty Bay, King George Island, Antarctica

(2011) Marcio Rocha Francelino et al.   CATENA

Periglacial processes and landforms in the South Shetland Islands (northern Antarctic Peninsula region)

(2011) Jerónimo López-Martínez et al.   GEOMORPHOLOGY

Geomorphometry and landform mapping: What is a landform?

(2011) Ian S. Evans   GEOMORPHOLOGY

Variable selection using random forests

(2010) Robin Genuer et al.   PATTERN RECOGNITION LETTERS

Assessing spatial uncertainty in predictive geomorphological mapping: A multi-modelling approach

(2009) Miska Luoto et al.   COMPUTERS & GEOSCIENCES

Automatic detection of sub-km craters in high resolution planetary images

(2009) Erik R. Urbach et al.   PLANETARY AND SPACE SCIENCE

Statistical consensus methods for improving predictive geomorphology maps

(2008) Mathieu Marmion et al.   COMPUTERS & GEOSCIENCES

A comparison of predictive methods in modelling the distribution of periglacial landforms in Finnish Lapland

(2008) Mathieu Marmion et al.   EARTH SURFACE PROCESSES AND LANDFORMS

Neural network modelling of planform geometry of headland-bay beaches

(2008) G. Iglesias et al.   GEOMORPHOLOGY

Geomorphometric feature analysis using morphometric parameterization and artificial neural networks

(2007) Amir Houshang Ehsani et al.   GEOMORPHOLOGY

Six million years of glacial history recorded in volcanic lithofacies of the James Ross Island Volcanic Group, Antarctic Peninsula

(2007) J.L. Smellie et al.   PALAEOGEOGRAPHY PALAEOCLIMATOLOGY PALAEOECOLOGY