Torrential rainfall-induced landslide susceptibility assessment using machine learning and statistical methods of eastern Himalaya

Assessing the Importance of Static and Dynamic Causative Factors on Erosion Potentiality Using SWAT, EBF with Uncertainty and Plausibility, Logistic Regression and Novel Ensemble Model in a Sub-tropical Environment

(2020) Rabin Chakrabortty et al.   Journal of the Indian Society of Remote Sensing

Different sampling strategies for predicting landslide susceptibilities are deemed less consequential with deep learning

(2020) Jie Dou et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Integration of convolutional neural network and conventional machine learning classifiers for landslide susceptibility mapping

(2020) Zhice Fang et al.   COMPUTERS & GEOSCIENCES

Groundwater spring potential assessment using new ensemble data mining techniques

(2020) Saleh Yousefi et al.   MEASUREMENT

Novel Machine Learning Approaches for Modelling the Gully Erosion Susceptibility

(2020) Alireza Arabameri et al.   Remote Sensing

GIS-based landslide susceptibility mapping using numerical risk factor bivariate model and its ensemble with linear multivariate regression and boosted regression tree algorithms

(2019) Alireza Arabameri et al.   Journal of Mountain Science

Testing a New Ensemble Model Based on SVM and Random Forest in Forest Fire Susceptibility Assessment and Its Mapping in Serbia’s Tara National Park

(2019) Ljubomir Gigović et al.   Forests

Development of a Novel Hybrid Intelligence Approach for Landslide Spatial Prediction

(2019) Nguyen et al.   Applied Sciences-Basel

Potential Landslide Vulnerability Zonation Using Integrated Analytic Hierarchy Process and GIS Technique of Upper Rangit Catchment Area, West Sikkim, India

(2019) Subodh Chandra Pal et al.   Journal of the Indian Society of Remote Sensing

A Hybrid Computational Intelligence Approach to Groundwater Spring Potential Mapping

(2019) Dieu Tien Bui et al.   Water

Landslide Susceptibility Assessment by Novel Hybrid Machine Learning Algorithms

(2019) Pham et al.   Sustainability

Sedimentological characteristics and application of machine learning techniques for landslide susceptibility modelling along the highway corridor Nahan to Rajgarh (Himachal Pradesh), India

(2019) Vijendra Kumar Pandey et al.   CATENA

Investigating the effects of different landslide positioning techniques, landslide partitioning approaches, and presence-absence balances on landslide susceptibility mapping

(2019) Hamid Reza Pourghasemi et al.   CATENA

Assessing Susceptibility of Debris Flow in Southwest China Using Gradient Boosting Machine

(2019) Baofeng Di et al.   Scientific Reports

Flood susceptibility mapping by ensemble evidential belief function and binomial logistic regression model on river basin of eastern India

(2019) Indrajit Chowdhuri et al.   ADVANCES IN SPACE RESEARCH

Application of alternating decision tree with AdaBoost and bagging ensembles for landslide susceptibility mapping

(2019) Yanli Wu et al.   CATENA

Novel forecasting approaches using combination of machine learning and statistical models for flood susceptibility mapping

(2018) Hossein Shafizadeh-Moghadam et al.   JOURNAL OF ENVIRONMENTAL MANAGEMENT

A comparative assessment of decision trees algorithms for flash flood susceptibility modeling at Haraz watershed, northern Iran

(2018) Khabat Khosravi et al.   SCIENCE OF THE TOTAL ENVIRONMENT

A novel machine learning-based approach for the risk assessment of nitrate groundwater contamination

(2018) Farzaneh Sajedi-Hosseini et al.   SCIENCE OF THE TOTAL ENVIRONMENT

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

Groundwater spring potential modelling: Comprising the capability and robustness of three different modeling approaches

(2018) Omid Rahmati et al.   JOURNAL OF HYDROLOGY

Applying population-based evolutionary algorithms and a neuro-fuzzy system for modeling landslide susceptibility

(2018) Wei Chen et al.   CATENA

Data-driven evidential belief function (EBF) model in exploring landslide susceptibility zones for the Darjeeling Himalaya, India

(2018) Subrata Mondal et al.   Geocarto International

Groundwater Augmentation through the Site Selection of Floodwater Spreading Using a Data Mining Approach (Case study: Mashhad Plain, Iran)

(2018) Seyed Naghibi et al.   Water

Landslide Susceptibility Modeling Based on GIS and Novel Bagging-Based Kernel Logistic Regression

(2018) Wei Chen et al.   Applied Sciences-Basel

Ensembles for feature selection: A review and future trends

(2018) Verónica Bolón-Canedo et al.   Information Fusion

Shallow landslide susceptibility assessment using a novel hybrid intelligence approach

(2017) Ataollah Shirzadi et al.   Environmental Earth Sciences

Landslide spatial modeling: Introducing new ensembles of ANN, MaxEnt, and SVM machine learning techniques

(2017) Wei Chen et al.   GEODERMA

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

(2017) Omid Rahmati et al.   GEOMORPHOLOGY

Evaluation and comparison of LogitBoost Ensemble, Fisher’s Linear Discriminant Analysis, logistic regression and support vector machines methods for landslide susceptibility mapping

(2017) Binh Thai Pham et al.   Geocarto International

Machine learning in materials informatics: recent applications and prospects

(2017) Rampi Ramprasad et al.   npj Computational Materials

Congestive heart failure detection using random forest classifier

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

Comparison of boosted regression tree and random forest models for mapping topsoil organic carbon concentration in an alpine ecosystem

(2016) Ren-Min Yang et al.   ECOLOGICAL INDICATORS

A comparative study for landslide susceptibility mapping using GIS-based multi-criteria decision analysis (MCDA), logistic regression (LR) and association rule mining (ARM)

(2016) Arzu Erener et al.   ENGINEERING GEOLOGY

Hydrochemical evaluation of Rangit river, Sikkim, India: using Water Quality Index and multivariate statistics

(2016) S. Gupta et al.   Environmental Earth Sciences

Random forests and evidential belief function-based landslide susceptibility assessment in Western Mazandaran Province, Iran

(2016) Hamid Reza Pourghasemi et al.   Environmental Earth Sciences

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

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

Semantic segmentation of images exploiting DCT based features and random forest

(2016) D. Ravì et al.   PATTERN RECOGNITION

Evaluating machine learning and statistical prediction techniques for landslide susceptibility modeling

(2015) J.N. Goetz et al.   COMPUTERS & GEOSCIENCES

Landslide susceptibility delineation in the Ar-Rayth area, Jizan, Kingdom of Saudi Arabia, using analytical hierarchy process, frequency ratio, and logistic regression models

(2015) Ahmed M. Youssef   Environmental Earth Sciences

Landslide susceptibility zonation in part of Tehri reservoir region using frequency ratio, fuzzy logic and GIS

(2015) Rohan Kumar et al.   Journal of Earth System Science

A Comparative Assessment Between Three Machine Learning Models and Their Performance Comparison by Bivariate and Multivariate Statistical Methods in Groundwater Potential Mapping

(2015) Seyed Amir Naghibi et al.   WATER RESOURCES MANAGEMENT

Forest fire susceptibility mapping in the Minudasht forests, Golestan province, Iran

(2014) Zohre Sadat Pourtaghi et al.   Environmental Earth Sciences

Flood susceptibility mapping using integrated bivariate and multivariate statistical models

(2014) Mahyat Shafapour Tehrany et al.   Environmental Earth Sciences

GIS-based frequency ratio and index of entropy models for landslide susceptibility assessment in the Caspian forest, northern Iran

(2014) A. Jaafari et al.   International Journal of Environmental Science and Technology

Landslide susceptibility mapping using multi-criteria evaluation techniques in Chittagong Metropolitan Area, Bangladesh

(2014) Bayes Ahmed   Landslides

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

GIS-based support vector machine modeling of earthquake-triggered landslide susceptibility in the Jianjiang River watershed, China

(2012) Chong Xu et al.   GEOMORPHOLOGY

A comparative study of frequency ratio, weights of evidence and logistic regression methods for landslide susceptibility mapping: Sultan Mountains, SW Turkey

(2012) Adnan Ozdemir et al.   JOURNAL OF ASIAN EARTH SCIENCES

Landslide susceptibility mapping using the weight of evidence method in the Tinau watershed, Nepal

(2012) Prabin Kayastha et al.   NATURAL HAZARDS

Landslide susceptibility mapping using certainty factor, index of entropy and logistic regression models in GIS and their comparison at Mugling–Narayanghat road section in Nepal Himalaya

(2012) Krishna Chandra Devkota et al.   NATURAL HAZARDS

Application of fuzzy logic and analytical hierarchy process (AHP) to landslide susceptibility mapping at Haraz watershed, Iran

(2012) Hamid Reza Pourghasemi et al.   NATURAL HAZARDS

Comparison and ranking of different modelling techniques for prediction of site index in Mediterranean mountain forests

(2010) Wim Aertsen et al.   ECOLOGICAL MODELLING

Landslide susceptibility mapping of a catchment area using frequency ratio, fuzzy logic and multivariate logistic regression approaches

(2010) B. Pradhan   Journal of the Indian Society of Remote Sensing

Landslide susceptibility assessment and factor effect analysis: backpropagation artificial neural networks and their comparison with frequency ratio and bivariate logistic regression modelling

(2009) Biswajeet Pradhan et al.   ENVIRONMENTAL MODELLING & SOFTWARE

Landslide susceptibility assessment using logistic regression and its comparison with a rock mass classification system, along a road section in the northern Himalayas (India)

(2009) Iswar Das et al.   GEOMORPHOLOGY

Rainfall thresholds for the initiation of landslide at Lanta Khola in north Sikkim, India

(2009) A. Sengupta et al.   NATURAL HAZARDS

Predictive modelling of rainfall-induced landslide hazard in the Lesser Himalaya of Nepal based on weights-of-evidence

(2008) Ranjan Kumar Dahal et al.   GEOMORPHOLOGY