Enhancing the accuracy of rainfall-induced landslide prediction along mountain roads with a GIS-based random forest classifier

Bagging based Support Vector Machines for spatial prediction of landslides

(2018) Binh Thai Pham et al.   Environmental Earth Sciences

A comparative study of sequential minimal optimization-based support vector machines, vote feature intervals, and logistic regression in landslide susceptibility assessment using GIS

(2017) Binh Thai Pham et al.   Environmental Earth Sciences

A Novel Hybrid Approach Based on Instance Based Learning Classifier and Rotation Forest Ensemble for Spatial Prediction of Rainfall-Induced Shallow Landslides using GIS

(2017) Quang-Khanh Nguyen et al.   Sustainability

Application of GIS-based data driven random forest and maximum entropy models for groundwater potential mapping: A case study at Mehran Region, Iran

(2016) Omid Rahmati et al.   CATENA

GIS-based modeling of rainfall-induced landslides using data mining-based functional trees classifier with AdaBoost, Bagging, and MultiBoost ensemble frameworks

(2016) Dieu Tien Bui et al.   Environmental Earth Sciences

Hybrid artificial intelligence approach based on metaheuristic and machine learning for slope stability assessment: A multinational data analysis

(2016) Nhat-Duc Hoang et al.   EXPERT SYSTEMS WITH APPLICATIONS

Decision forest: Twenty years of research

(2016) Lior Rokach   Information Fusion

A Novel Relevance Vector Machine Classifier with Cuckoo Search Optimization for Spatial Prediction of Landslides

(2016) Nhat-Duc Hoang et al.   JOURNAL OF COMPUTING IN CIVIL ENGINEERING

Slope Collapse Prediction Using Bayesian Framework with K-Nearest Neighbor Density Estimation: Case Study in Taiwan

(2016) Min-Yuan Cheng et al.   JOURNAL OF COMPUTING IN CIVIL ENGINEERING

Spatial prediction of landslide hazard at the Yihuang area (China) using two-class kernel logistic regression, alternating decision tree and support vector machines

(2015) Haoyuan Hong et al.   CATENA

GIS-based groundwater potential mapping using boosted regression tree, classification and regression tree, and random forest machine learning models in Iran

(2015) Seyed Amir Naghibi et al.   ENVIRONMENTAL MONITORING AND ASSESSMENT

Landslide susceptibility analysis in central Vietnam based on an incomplete landslide inventory: Comparison of a new method to calculate weighting factors by means of bivariate statistics

(2015) Markus Meinhardt et al.   GEOMORPHOLOGY

Physically based modelling of soil erosion induced by rainfall in small mountain basins

(2015) Sabatino Cuomo et al.   GEOMORPHOLOGY

A Swarm-Optimized Fuzzy Instance-based Learning approach for predicting slope collapses in mountain roads

(2015) Min-Yuan Cheng et al.   KNOWLEDGE-BASED SYSTEMS

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

Typhoon-induced slope collapse assessment using a novel bee colony optimized support vector classifier

(2015) Min-Yuan Cheng et al.   NATURAL HAZARDS

Landslide susceptibility assesssment in the Uttarakhand area (India) using GIS: a comparison study of prediction capability of naïve bayes, multilayer perceptron neural networks, and functional trees methods

(2015) Binh Thai Pham et al.   THEORETICAL AND APPLIED CLIMATOLOGY

Landslide susceptibility mapping using GIS-based statistical models and Remote sensing data in tropical environment

(2015) Himan Shahabi et al.   Scientific Reports

Spatial prediction of landslide susceptibility using a decision tree approach: a case study of the Pyeongchang area, Korea

(2014) Inhye Park et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

A novel ensemble decision tree-based CHi-squared Automatic Interaction Detection (CHAID) and multivariate logistic regression models in landslide susceptibility mapping

(2014) Omar F. Althuwaynee et al.   Landslides

Spatial Landslide Hazard Prediction Using Rainfall Probability and a Logistic Regression Model

(2014) Saro Lee et al.   Mathematical Geosciences

Estimating landslide susceptibility through a artificial neural network classifier

(2014) Paraskevas Tsangaratos et al.   NATURAL HAZARDS

Assessment of rainfall-induced shallow landslide susceptibility using a GIS-based probabilistic approach

(2013) Hyuck Jin Park et al.   ENGINEERING GEOLOGY

An insight into classification with imbalanced data: Empirical results and current trends on using data intrinsic characteristics

(2013) Victoria López et al.   INFORMATION SCIENCES

Spatial prediction of landslide hazards in Hoa Binh province (Vietnam): A comparative assessment of the efficacy of evidential belief functions and fuzzy logic models

(2012) Dieu Tien Bui et al.   CATENA

Application of an evidential belief function model in landslide susceptibility mapping

(2012) Omar F. Althuwaynee et al.   COMPUTERS & GEOSCIENCES

GIS-based ordered weighted averaging and Dempster–Shafer methods for landslide susceptibility mapping in the Urmia Lake Basin, Iran

(2012) Bakhtiar Feizizadeh et al.   International Journal of Digital Earth

A GIS-based comparative study of frequency ratio, analytical hierarchy process, bivariate statistics and logistics regression methods for landslide susceptibility mapping in Trabzon, NE Turkey

(2011) A. Yalcin et al.   CATENA

Susceptibility assessment of earthquake-induced landslides using Bayesian network: A case study in Beichuan, China

(2011) Yiquan Song et al.   COMPUTERS & GEOSCIENCES

Is climate change responsible for changing landslide activity in high mountains?

(2011) Christian Huggel et al.   EARTH SURFACE PROCESSES AND LANDFORMS

Evaluation of environmental parameters in logistic regression models for landslide susceptibility mapping

(2011) Mehmet Lütfi Süzen et al.   International Journal of Digital Earth

Object-oriented mapping of landslides using Random Forests

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

Deciphering the effect of climate change on landslide activity: A review

(2010) M.J. Crozier   GEOMORPHOLOGY

Landslide Susceptibility Mapping by Neuro-Fuzzy Approach in a Landslide-Prone Area (Cameron Highlands, Malaysia)

(2010) Biswajeet Pradhan et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Landslide Susceptibility Zonation through ratings derived from Artificial Neural Network

(2010) Shivani Chauhan et al.   International Journal of Applied Earth Observation and Geoinformation

Mining data with random forests: A survey and results of new tests

(2010) A. Verikas et al.   PATTERN RECOGNITION

Typical source areas of May 1998 flow-like mass movements in the Campania region, Southern Italy

(2007) Leonardo Cascini et al.   ENGINEERING GEOLOGY

Predicting landslides for risk analysis — Spatial models tested by a cross-validation technique

(2007) Chang-Jo Chung et al.   GEOMORPHOLOGY