Improving the Accuracy of Landslide Detection in “Off-site” Area by Machine Learning Model Portability Comparison: A Case Study of Jiuzhaigou Earthquake, China

Evaluation of Different Machine Learning Methods and Deep-Learning Convolutional Neural Networks for Landslide Detection

(2019) Omid Ghorbanzadeh et al.   Remote Sensing

Detecting and monitoring long-term landslides in urbanized areas with nighttime light data and multi-seasonal Landsat imagery across Taiwan from 1998 to 2017

(2019) Tzu-Hsin Karen Chen et al.   REMOTE SENSING OF ENVIRONMENT

Assessment of debris-flow potential dangers in the Jiuzhaigou Valley following the August 8, 2017, Jiuzhaigou earthquake, western China

(2019) Xudong Hu et al.   ENGINEERING GEOLOGY

A comparative study of an expert knowledge-based model and two data-driven models for landslide susceptibility mapping

(2018) A-Xing Zhu et al.   CATENA

Review on landslide susceptibility mapping using support vector machines

(2018) Yu Huang et al.   CATENA

A review of statistically-based landslide susceptibility models

(2018) Paola Reichenbach et al.   EARTH-SCIENCE REVIEWS

Modeling landslide susceptibility in data-scarce environments using optimized data mining and statistical methods

(2018) Jung-Hyun Lee et al.   GEOMORPHOLOGY

Comparison of GIS-based landslide susceptibility models using frequency ratio, logistic regression, and artificial neural network in a tertiary region of Ambon, Indonesia

(2018) Aril Aditian et al.   GEOMORPHOLOGY

A comparative analysis of pixel- and object-based detection of landslides from very high-resolution images

(2018) Ren N. Keyport et al.   International Journal of Applied Earth Observation and Geoinformation

Comparison and evaluation of landslide susceptibility maps obtained from weight of evidence, logistic regression, and artificial neural network models

(2018) Christos Polykretis et al.   NATURAL HAZARDS

Inventory and Spatial Distribution of Landslides Triggered by the 8th August 2017 MW 6.5 Jiuzhaigou Earthquake, China

(2018) Yingying Tian et al.   Journal of Earth Science

A novel algorithm for calculating transition potential in cellular automata models of land-use/cover change

(2018) Majid Shadman Roodposhti et al.   ENVIRONMENTAL MODELLING & SOFTWARE

Distinguishing the windthrow and hydrogeological effects of typhoon impact on agricultural lands: an integrative OBIA and PPGIS approach

(2017) Tzu-Hsin Chen et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Assessment of the effects of training data selection on the landslide susceptibility mapping: a comparison between support vector machine (SVM), logistic regression (LR) and artificial neural networks (ANN)

(2017) Bahareh Kalantar et al.   Geomatics Natural Hazards & Risk

Automatic landslide detection using Dempster–Shafer theory from LiDAR-derived data and orthophotos

(2017) Mustafa Ridha Mezaal et al.   Geomatics Natural Hazards & Risk

Integration of Information Theory, K-Means Cluster Analysis and the Logistic Regression Model for Landslide Susceptibility Mapping in the Three Gorges Area, China

(2017) Qian Wang et al.   Remote Sensing

Congestive heart failure detection using random forest classifier

(2016) Zerina Masetic et al.   COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE

Data Fusion Technique Using Wavelet Transform and Taguchi Methods for Automatic Landslide Detection From Airborne Laser Scanning Data and QuickBird Satellite Imagery

(2016) Biswajeet Pradhan et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Random forest in remote sensing: A review of applications and future directions

(2016) Mariana Belgiu et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Detection of 2011 Sikkim earthquake-induced landslides using neuro-fuzzy classifier and digital elevation model

(2016) Krishna Kant Singh et al.   NATURAL HAZARDS

Automated derivation and spatio-temporal analysis of landslide properties in southern Kyrgyzstan

(2016) Darya Golovko et al.   NATURAL HAZARDS

A meta-analysis of remote sensing research on supervised pixel-based land-cover image classification processes: General guidelines for practitioners and future research

(2016) Reza Khatami et al.   REMOTE SENSING OF ENVIRONMENT

Combining satellite imagery and machine learning to predict poverty

(2016) N. Jean et al.   SCIENCE

Spatial prediction of landslide hazard at the Luxi area (China) using support vector machines

(2015) Haoyuan Hong et al.   Environmental Earth Sciences

Spatial prediction models for shallow landslide hazards: a comparative assessment of the efficacy of support vector machines, artificial neural networks, kernel logistic regression, and logistic model tree

(2015) Dieu Tien Bui et al.   Landslides

An object-based approach for semi-automated landslide change detection and attribution of changes to landslide classes in northern Taiwan

(2015) Daniel Hölbling et al.   Earth Science Informatics

Identification of Forested Landslides Using LiDar Data, Object-based Image Analysis, and Machine Learning Algorithms

(2015) Xianju Li et al.   Remote Sensing

Combining spectral and geoenvironmental information for probabilistic event landslide mapping

(2014) Alessandro C. Mondini et al.   GEOMORPHOLOGY

Forested landslide detection using LiDAR data and the random forest algorithm: A case study of the Three Gorges, China

(2014) Weitao Chen et al.   REMOTE SENSING OF ENVIRONMENT

Automated Spatiotemporal Landslide Mapping over Large Areas Using RapidEye Time Series Data

(2014) Robert Behling et al.   Remote Sensing

A novel ensemble bivariate statistical evidential belief function with knowledge-based analytical hierarchy process and multivariate statistical logistic regression for landslide susceptibility mapping

(2013) Omar F. Althuwaynee et al.   CATENA

Landslide susceptibility mapping using rough sets and back-propagation neural networks in the Three Gorges, China

(2013) Xueling Wu et al.   Environmental Earth Sciences

Bayesian framework for mapping and classifying shallow landslides exploiting remote sensing and topographic data

(2013) Alessandro C. Mondini et al.   GEOMORPHOLOGY

Modeling Typhoon Event-Induced Landslides Using GIS-Based Logistic Regression: A Case Study of Alishan Forestry Railway, Taiwan

(2013) Sheng-Chuan Chen et al.   MATHEMATICAL PROBLEMS IN ENGINEERING

Landslide inventory maps: New tools for an old problem

(2012) Fausto Guzzetti et al.   EARTH-SCIENCE REVIEWS

How can statistical models help to determine driving factors of landslides?

(2012) Peter Vorpahl et al.   ECOLOGICAL MODELLING

Tree Species Classification in Boreal Forests With Hyperspectral Data

(2012) Michele Dalponte et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Automatic landslide detection from remote-sensing imagery using a scene classification method based on BoVW and pLSA

(2012) Gong Cheng et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Landslide susceptibility mapping at Hoa Binh province (Vietnam) using an adaptive neuro-fuzzy inference system and GIS

(2011) Dieu Tien Bui et al.   COMPUTERS & GEOSCIENCES

Landslide susceptibility assessment using SVM machine learning algorithm

(2011) Miloš Marjanović et al.   ENGINEERING GEOLOGY

Advances in landslide nowcasting: evaluation of a global and regional modeling approach

(2011) Dalia Bach Kirschbaum et al.   Environmental Earth Sciences

Seasonal landslide mapping and estimation of landslide mobilization rates using aerial and satellite images

(2011) F. Fiorucci et al.   GEOMORPHOLOGY

Segment Optimization and Data-Driven Thresholding for Knowledge-Based Landslide Detection by Object-Based Image Analysis

(2011) T. R. Martha et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Semi-automatic recognition and mapping of rainfall induced shallow landslides using optical satellite images

(2011) A.C. Mondini et al.   REMOTE SENSING OF ENVIRONMENT

Object-oriented mapping of landslides using Random Forests

(2011) André Stumpf et al.   REMOTE SENSING OF ENVIRONMENT

A comparison of pixel-based and object-based image analysis with selected machine learning algorithms for the classification of agricultural landscapes using SPOT-5 HRG imagery

(2011) Dennis C. Duro et al.   REMOTE SENSING OF ENVIRONMENT

Landslide volumes and landslide mobilization rates in Umbria, central Italy

(2009) Fausto Guzzetti et al.   EARTH AND PLANETARY SCIENCE LETTERS

Comparison of landslide susceptibility mapping methodologies for Koyulhisar, Turkey: conditional probability, logistic regression, artificial neural networks, and support vector machine

(2009) Işık Yilmaz   Environmental Earth Sciences

Delineation of landslide hazard areas on Penang Island, Malaysia, by using frequency ratio, logistic regression, and artificial neural network models

(2009) Biswajeet Pradhan et al.   Environmental Earth Sciences

Spatial data for landslide susceptibility, hazard, and vulnerability assessment: An overview

(2008) Cees J. van Westen et al.   ENGINEERING GEOLOGY