A novel fuzzy K-nearest neighbor inference model with differential evolution for spatial prediction of rainfall-induced shallow landslides in a tropical hilly area using GIS

No abstract is available for this paper.

• Publication year

  2017

• Venue

  Landslides

• Publication date

  2017-02-01

• Fields of study

  Geography, Computer Science, Engineering, Environmental Science

• Identifiers
  DOI 10.1007/s10346-016-0708-4
• External record

  Open on Semantic Scholar

• Source metadata

  Semantic Scholar

• No claims are published for this paper.

• No concepts are published for this paper.

• 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

  2017cited by this paper
• Spatial prediction of rainfall-induced shallow landslides using hybrid integration approach of Least-Squares Support Vector Machines and differential evolution optimization: a case study in Central Vietnam

  2016cited by this paper
• Rotation forest fuzzy rule-based classifier ensemble for spatial prediction of landslides using GIS

  2016cited by this paper
• Landslide dam formation susceptibility analysis based on geomorphic features

  2016cited by this paper
• Landslide susceptibility mapping using a modified decision tree classifier in the Xanthi Perfection, Greece

  2016cited by this paper
• Assessment of shallow landslide susceptibility using the transient infiltration flow model and GIS-based probabilistic approach

  2016cited by this paper
• Rainfall-induced landslide susceptibility assessment at the Chongren area (China) using frequency ratio, certainty factor, and index of entropy

  2016cited by this paper
• A Comparative Study of Least Square Support Vector Machines and Multiclass Alternating Decision Trees for Spatial Prediction of Rainfall-Induced Landslides in a Tropical Cyclones Area

  2016cited by this paper
• Erratum to: Landslide susceptibility mapping using random forest, boosted regression tree, classification and regression tree, and general linear models and comparison of their performance at Wadi Tayyah Basin, Asir Region, Saudi Arabia

  2016cited by this paper
• A Novel Relevance Vector Machine Classifier with Cuckoo Search Optimization for Spatial Prediction of Landslides

  2016cited by this paper
• 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

  2016cited by this paper
• Classification of incomplete data based on belief functions and K-nearest neighbors

  2015cited by this paper
• Spatial Prediction of Landslide Hazard at the Yihuang Area (China): A Comparative Study on the Predictive Ability of Backpropagation Multi-layer Perceptron Neural Networks and Radial Basic Function Neural Networks

  2015cited by this paper
• 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

  2015cited by this paper
• FPGA-based hardware accelerator for the prediction of protein secondary class via fuzzy K-nearest neighbors with Lempel-Ziv complexity based distance measure

  2015cited by this paper
• Cartography - Maps Connecting the World: 27th International Cartographic Conference 2015 - ICC2015

  2015cited by this paper
• Landslide susceptibility mapping using random forest, boosted regression tree, classification and regression tree, and general linear models and comparison of their performance at Wadi Tayyah Basin, Asir Region, Saudi Arabia

  2015cited by this paper
• Assessment of rainfall-generated shallow landslide/debris-flow susceptibility and runout using a GIS-based approach: application to western Southern Alps of New Zealand

  2015cited by this paper
• The tectonic structure of the Song Ma fault zone, Vietnam

  2015cited by this paper
• Spatial prediction of landslide hazard at the Yihuang area (China) using two-class kernel logistic regression, alternating decision tree and support vector machines

  2015cited by this paper
• Shallow landslide susceptibility mapping using high-resolution topography for areas devastated by super typhoon Haiyan

  2015cited by this paper
• Optimization of Causative Factors for Landslide Susceptibility Evaluation Using Remote Sensing and GIS Data in Parts of Niigata, Japan

  2015cited by this paper
• Spatial prediction of landslide hazard at the Luxi area (China) using support vector machines

  2015cited by this paper
• Differential Evolution: A Practical Approach to Global Optimization

  2014cited by this paper
• Classification of uncertain and imprecise data based on evidence theory

  2014cited by this paper
• GIS-based ordered weighted averaging and Dempster–Shafer methods for landslide susceptibility mapping in the Urmia Lake Basin, Iran

  2014cited by this paper
• Forward logistic regression for earth-flow landslide susceptibility assessment in the Platani river basin (southern Sicily, Italy)

  2014cited by this paper
• Groutability Estimation of Grouting Processes with Microfine Cements Using an Evolutionary Instance-Based Learning Approach

  2014cited by this paper
• Focusing on the spatial non-stationarity of landslide predisposing factors in northern Iceland

  2014cited by this paper
• Landslide Susceptibility Mapping Along the National Road 32 of Vietnam Using GIS-Based J48 Decision Tree Classifier and Its Ensembles

  2014cited by this paper
• A Comparative Assessment Between the Application of Fuzzy Unordered Rules Induction Algorithm and J48 Decision Tree Models in Spatial Prediction of Shallow Landslides at Lang Son City, Vietnam

  2014cited by this paper
• Landslide susceptibility mapping using GIS-based multi-criteria decision analysis, support vector machines, and logistic regression

  2014cited by this paper
• Countering 21st Century Social-Environmental Threats to Growing Global Populations

  2014cited by this paper
• Landslide susceptibility mapping using support vector machine and GIS at the Golestan Province, Iran

  2013cited by this paper
• The effects of precipitation gradients on river profile evolution on the Big Island of Hawai'i

  2013cited by this paper
• Regional prediction of landslide hazard using probability analysis of intense rainfall in the Hoa Binh province, Vietnam

  2013cited by this paper
• Effects of rainfall intensity, underlying surface and slope gradient on soil infiltration under simulated rainfall experiments

  2013cited by this paper
• Factors selection in landslide susceptibility modelling on large scale following the gis matrix method: application to the river Beiro basin (Spain)

  2012cited by this paper
• Landslide susceptibility mapping at Hoa Binh province (Vietnam) using an adaptive neuro-fuzzy inference system and GIS

  2012influential reference
• Application of support vector machines in landslide susceptibility assessment for the Hoa Binh province (Vietnam) with kernel functions analysis

  2012influential reference
• Spatial prediction of landslide hazards in Hoa Binh province (Vietnam): a comparative assessment of

  2012influential reference
• Modelling shallow landslide susceptibility by means of a subsurface flow path connectivity index and estimates of soil depth spatial distribution

  2012cited by this paper
• Application of an evidential belief function model in landslide susceptibility mapping

  2012cited by this paper
• Landslide Susceptibility Assessment in Vietnam Using Support Vector Machines, Decision Tree, and Naïve Bayes Models

  2012influential reference
• Fractal dimension analysis of higher-order mode shapes for damage identification of beam structures

  2012cited by this paper
• Landslide susceptibility assessment in the Hoa Binh province of Vietnam: A comparison of the Levenberg–Marquardt and Bayesian regularized neural networks

  2012cited by this paper
• Landslide susceptibility mapping at Golestan Province, Iran: A comparison between frequency ratio, Dempster-Shafer, and weights-of-evidence models

  2012cited by this paper
• A novel bankruptcy prediction model based on an adaptive fuzzy k-nearest neighbor method

  2011cited by this paper
• Differential Evolution performances for the solution of mixed-integer constrained process engineering problems

  2011cited by this paper
• Manifestation of an advanced fuzzy logic model coupled with Geo-information techniques to landslide susceptibility mapping and their comparison with logistic regression modelling

  2011cited by this paper
• Landslide susceptibility assessment and factor effect analysis: backpropagation artificial neural networks and their comparison with frequency ratio and bivariate logistic regression modelling

  2010cited by this paper
• Geographical Information Systems in Assessing Natural Hazards

  2010cited by this paper
• Modelling shallow landslide susceptibility: a new approach in logistic regression by using favourability assessment

  2010cited by this paper
• GIS and statistical analysis for landslide susceptibility mapping in the Daunia area, Italy

  2010cited by this paper
• Landslides and vegetation cover in the 2005 North Pakistan earthquake: a GIS and statistical quantitative approach

  2010cited by this paper
• Landslide Susceptibility Mapping by Neuro-Fuzzy Approach in a Landslide-Prone Area (Cameron Highlands, Malaysia)

  2010cited by this paper
• Differential Evolution Algorithm With Strategy Adaptation for Global Numerical Optimization

  2009cited by this paper
• Landslide susceptibility mapping using geological data, a DEM from ASTER images and an Artificial Neural Network (ANN)

  2009cited by this paper
• Predicting financial activity with evolutionary fuzzy case-based reasoning

  2009cited by this paper
• The Influence of Deforestation on Slope (In-) Stability

  2009cited by this paper
• GIS analysis to assess landslide susceptibility in a fluvial basin of NW Sicily (Italy)

  2008cited by this paper
• Predicting landslides for risk analysis — Spatial models tested by a cross-validation technique

  2008cited by this paper
• Landslide susceptibility mapping based on Support Vector Machine: A case study on natural slopes of Hong Kong, China

  2008cited by this paper
• An assessment on the use of logistic regression and artificial neural networks with different sampling strategies for the preparation of landslide susceptibility maps

  2008cited by this paper
• Relationships among remotely sensed soil moisture, precipitation and landslide events

  2007cited by this paper
• Spatial Prediction of Landslide Hazard Using Fuzzy k‐means and Dempster‐Shafer Theory

  2005cited by this paper
• Prediction of protein solvent accessibility using fuzzy k-nearest neighbor method

  2005cited by this paper
• The application of GIS-based logistic regression for landslide susceptibility mapping in the Kakuda-Yahiko Mountains, Central Japan

  2005cited by this paper
• Probabilistic landslide susceptibility mapping in the Lai Chau province of Vietnam: focus on the relationship between tectonic fractures and landslides

  2005cited by this paper
• Landslide susceptibility mapping using GIS-based weighted linear combination, the case in Tsugawa area of Agano River, Niigata Prefecture, Japan

  2004cited by this paper
• A Matlab Toolbox for Pattern Recognition

  2004influential reference
• Prediction of soil properties by digital terrain modelling

  2002cited by this paper
• Spatial Patterns of Soil Moisture as Affected by Shrubs, in Different Climatic Conditions

  2002cited by this paper
• Landslide characteristics and, slope instability modeling using GIS, Lantau Island, Hong Kong

  2002cited by this paper
• Assessment of landslide susceptibility for a landslide-prone area (north of Yenice, NW Turkey) by fuzzy approach

  2002cited by this paper
• Data mining with an ant colony optimization algorithm

  2002cited by this paper
• Particle swarm optimization: developments, applications and resources

  2001cited by this paper
• Sediment transport capacity relations for overland flow

  2000cited by this paper
• Spatial prediction of landslide hazard using discriminant analysis and GIS

  2000cited by this paper
• Multivariate Regression Analysis for Landslide Hazard Zonation

  1995cited by this paper
• The Geological deformation of sediments

  1994cited by this paper
• Simulated annealing: Practice versus theory

  1993cited by this paper
• C4.5: Programs for Machine Learning

  1992cited by this paper
• Digital terrain modelling: A review of hydrological, geomorphological, and biological applications

  1991cited by this paper
• Genetic algorithms and Machine Learning

  1988cited by this paper
• A fuzzy K-nearest neighbor algorithm

  1985cited by this paper
• Testing a physically-based flood forecasting model (TOPMODEL) for three U.K. catchments

  1984cited by this paper
• Nearest neighbor pattern classification

  1967cited by this paper

• Uncertainty-aware ensemble learning and dynamic threshold optimization for landslide susceptibility mapping

  2026cites this paper
• Spatial distribution and susceptibility mapping of landslides in the Rudraprayag to Badrinath Region, North Western Himalayas

  2026cites this paper
• Geological hazards susceptibility evaluaiton using ICM-ANN and ICM-LR ensemble models (a case study of Jiuzhai gully after Mw 7.0 earthquake in 2017)

  2025cites this paper
• Landslide Susceptibility Assessment Using Hybrid Method of Best-first Decision Tree and Machine Learning Ensembles

  2025cites this paper
• Assessment of watershed health, integrating environmental, social, and climate change criteria into a fuzzy logic framework.

  2025cites this paper
• A comparative evaluation of machine learning approaches for erosion prediction in dam-break problems

  2025cites this paper
• A method for predicting unsaturated loess landslides based on rainfall intensity and validation

  2025cites this paper
• Spatial–temporal evolution of glacial lakes and multi-phase geological hazards susceptibility evaluation of Midui Gully, Xizang

  2025cites this paper
• Effects of Digital Elevation Models on Spatial Characterisation of Landslides in the Kalka-Shimla Region of the Indian Himalayas

  2024cites this paper
• Review on the progress and future prospects of geological disasters prediction in the era of artificial intelligence

  2024cites this paper
• Hybrid Integration of Bagging and Decision Tree Algorithms for Landslide Susceptibility Mapping

  2024cites this paper
• Investigating the dynamic nature of landslide susceptibility in the Indian Himalayan region

  2024influential citation
• A progressive framework combining unsupervised and optimized supervised learning for debris flow susceptibility assessment

  2024cites this paper
• Enhanced landslide susceptibility zonation using GIS-Based ensemble techniques

  2024cites this paper
• Multi-hazard stress testing under extreme rainstorms in the Shenzhen metropolitan area

  2024cites this paper
• Quantifying the Geomorphological Susceptibility of the Piping Erosion in Loess Using LiDAR-Derived DEM and Machine Learning Methods

  2024cites this paper
• Comparative study of thaw settlement susceptibility mapping for the Qinghai-Tibet Plateau based on index and machine learning models

  2024cites this paper
• A Robust Fuzzy Model for Evaluating Defects in Building Elements

  2024cites this paper
• Efficient risk assessment of landslide dam breach floods in the Yarlung Tsangpo river basin

  2024cites this paper
• Assessment of earthquake-triggered landslide susceptibility considering coseismic ground deformation

  2023cites this paper
• Automated Machine Learning-Based Landslide Susceptibility Mapping for the Three Gorges Reservoir Area, China

  2023cites this paper
• Optimization of negative sample selection for landslide susceptibility mapping based on machine learning using K-means-KNN algorithm

  2023cites this paper
• Landslide susceptibility mapping and management in Western Serbia: an analysis of ANFIS- and SVM-based hybrid models

  2023cites this paper
• On the Localization Properties of Swarm Intelligence Algorithms

  2023cites this paper
• Landslide susceptibility prediction considering rock integrity and stress state: a case study

  2023cites this paper
• Uncertainties of landslide susceptibility prediction: Influences of different spatial resolutions, machine learning models and proportions of training and testing dataset

  2023cites this paper
• Risk evaluation of thaw settlement using machine learning models for the Wudaoliang-Tuotuohe region, Qinghai-Tibet Plateau

  2023cites this paper
• Comparing the prediction performance of logistic model tree with different ensemble techniques in susceptibility assessments of different landslide types

  2022cites this paper
• A new approach based on integration of random subspace and C4.5 decision tree learning method for spatial prediction of shallow landslides

  2022cites this paper
• Landslide Susceptibility Evaluation Using Different Slope Units Based on BP Neural Network

  2022cites this paper
• Application of an ensemble learning model based on random subspace and a J48 decision tree for landslide susceptibility mapping: a case study for Qingchuan, Sichuan, China

  2022cites this paper
• Permafrost degradation induced thaw settlement susceptibility research and potential risk analysis in the Qinghai-Tibet Plateau

  2022cites this paper
• Soil erodibility assessment of laterite dominant sub-basin watersheds in the humid tropical region of India

  2022cites this paper
• Construction of Facial Expression Recognition Technology of Intelligent Service Robot Based on Nanofiber Flexible Wearable Electronic Skins

  2022cites this paper
• Comparative analysis of machine learning and multi-criteria decision making techniques for landslide susceptibility mapping of Muzaffarabad district

  2022cites this paper
• Prediction of Rainfall Using Hybrid SVM-HHO Model

  2022cites this paper
• Evaluating the effects of climate and land use change on the future flood susceptibility in the central region of Vietnam by integrating land change modeler, machine learning methods

  2022influential citation
• Spatial landslide susceptibility modelling using metaheuristic-based machine learning algorithms

  2022cites this paper
• A Dynamic Strain-Rate-Dependent Contact Model and Its Application in Hongshiyan Landslide

  2021cites this paper
• Experimental study on the longitudinal evolution of the overtopping breaching of noncohesive landslide dams

  2021cites this paper
• Fuzzy binary relation based elucidation of air quality over a highly polluted urban region of India

  2021cites this paper
• The Detection of Counterfeit Banknotes Using Ensemble Learning Techniques of AdaBoost and Voting

  2021cites this paper
• Credit Card Fraud Detection Using Fuzzy Rough Nearest Neighbor and Sequential Minimal Optimization with Logistic Regression

  2021cites this paper
• A smart predictor used for lithologies of tight sandstone reservoirs: a case study of member of Chang 4 + 5, Jiyuan Oilfield, Ordos Basin

  2021cites this paper
• Spatial prediction of landslides along National Highway-6, Hoa Binh province, Vietnam using novel hybrid models

  2021cites this paper
• Scale and surface morphology effects on the micromechanical contact behavior of granular materials

  2021cites this paper
• Artificial intelligence approaches for spatial prediction of landslides in mountainous regions

  2021influential citation
• Landslide susceptibility mapping using artificial neural network tuned by metaheuristic algorithms

  2021cites this paper
• GIS-based coseismic landslide susceptibility assessment using ensemble learning approach: a case of the 2017.8.8 Jiuzhaigou earthquake event

  2021cites this paper
• Advanced data mining techniques for landslide susceptibility mapping

  2021cites this paper
• LANDSLIDES MONITORING WITH TIME SERIES OF SENTINEL-1 IMAGERY IN YEN BAI PROVINCE-VIETNAM

  2021cites this paper
• Artificial intelligence approaches for spatial prediction of landslides in mountainous regions of western India

  2021cites this paper
• A visual risk identification and early warning research for college net loan based on microblog texts

  2021cites this paper
• Landslide Susceptibility Mapping Using Single Machine Learning Models: A Case Study from Pithoragarh District, India

  2021cites this paper
• A catastrophic flowslide that overrides a liquefied substrate: the 1983 Saleshan landslide in China

  2021cites this paper
• Is multi-hazard mapping effective in assessing natural hazards and integrated watershed management?

  2020cites this paper
• Modeling areal measures of campsite impacts on the Appalachian National Scenic Trail to enhance ecological sustainability.

  2020cites this paper
• Quantitative assessment of landslide susceptibility on the Loess Plateau in China

  2020cites this paper
• An assessment of metaheuristic approaches for flood assessment

  2020cites this paper
• Investigating Complementary and Competitive Relationships between Bikeshare Service and Public Transit: A Spatial-Temporal Framework

  2020cites this paper
• Failure mechanism and dynamic processes of rock avalanche occurrence in Chengkun railway, China, on August 14, 2019

  2020cites this paper
• The assessment of earthquake-triggered landslides susceptibility with considering coseismic ground deformation

  2020cites this paper
• Analyzing the formation mechanism of the Xuyong landslide, Sichuan province, China, and emergency monitoring based on multiple remote sensing platform techniques

  2020cites this paper
• Debris Flow Susceptibility Assessment and Runout Prediction: A Case Study in Shiyang Gully, Beijing, China

  2020cites this paper
• Assessment of Rockfall Hazards of Moziyan in Hechuan District, Chongqing, China

  2020cites this paper
• Development of pedotransfer functions for water retention in tropical mountain soil landscapes: spotlight on parameter tuning in machine learning

  2020cites this paper
• A new method for assessing slope unloading zones based on unloading strain

  2020cites this paper
• Optimization of state-of-the-art fuzzy-metaheuristic ANFIS-based machine learning models for flood susceptibility prediction mapping in the Middle Ganga Plain, India.

  2020cites this paper
• Comparative analysis of gradient boosting algorithms for landslide susceptibility mapping

  2020cites this paper
• Machine learning methods for landslide susceptibility studies: A comparative overview of algorithm performance

  2020cites this paper
• Slope stability evaluation using backpropagation neural networks and multivariate adaptive regression splines

  2020cites this paper
• Mapping Landslide Susceptibility Using Machine Learning Algorithms and GIS: A Case Study in Shexian County, Anhui Province, China

  2020cites this paper
• Improved prediction of slope stability using a hybrid stacking ensemble method based on finite element analysis and field data

  2020cites this paper
• Investigation and mechanism analysis of disasters under Hokkaido Eastern Iburi earthquake

  2020cites this paper
• Comparison of Moving-Average, Lazy, and Information Gain Methods for Predicting Weekly Slope-Movements: A Case-Study in Chamoli, India

  2020cites this paper
• Optimization of state-ofthe-art fuzzy-metaheuristic ANFIS based machine 1 learning models for flood susceptibility prediction mapping in the Middle 2

  2020cites this paper
• A Comparative Study of Functional Data Analysis and Generalized Linear Model Data-Mining Techniques for Landslide Spatial Modeling

  2019cites this paper
• Optimisation in machine learning: An application to topsoil organic stocks prediction in a dry forest ecosystem

  2019cites this paper
• Spatial prediction of shallow landslide using Bat algorithm optimized machine learning approach: A case study in Lang Son Province, Vietnam

  2019cites this paper
• Performance evaluation for four GIS-based models purposed to predict and map landslide susceptibility: A case study at a World Heritage site in Southwest China

  2019cites this paper
• High-Speed Interval Type-2 Fuzzy System for Dynamic Crossover Parameter Adaptation in Differential Evolution and Its Application to Controller Optimization

  2019cites this paper
• Spatial Prediction of Landslide Susceptibility Using GIS-Based Data Mining Techniques of ANFIS with Whale Optimization Algorithm (WOA) and Grey Wolf Optimizer (GWO)

  2019cites this paper
• Coupling logistic model tree and random subspace to predict the landslide susceptibility areas with considering the uncertainty of environmental features

  2019cites this paper
• An adaptive fuzzy K-nearest neighbor approach for MR brain tumor image classification using parameter free bat optimization algorithm

  2019cites this paper
• Experimental Study on the Effects of Unloading Normal Stress on Shear Mechanical Behaviour of Sandstone Containing a Parallel Fissure Pair

  2019cites this paper
• Deformation characteristics and failure mechanisms of a rainfall-induced complex landslide in Wanzhou County, Three Gorges Reservoir, China

  2019cites this paper
• Flash-Flood Susceptibility Assessment Using Multi-Criteria Decision Making and Machine Learning Supported by Remote Sensing and GIS Techniques

  2019cites this paper
• Multi-hazard probability assessment and mapping in Iran.

  2019cites this paper
• Development of pedotransfer functions for tropical mountain soilscapes: Spotlight on parameter tuning in machine learning

  2019cites this paper
• Landslide susceptibility assessment using different slope units based on the evidential belief function model

  2019cites this paper
• Exploring the effects of the design and quantity of absence data on the performance of random forest-based landslide susceptibility mapping

  2019cites this paper
• A two-stage differential biogeography-based optimization algorithm and its performance analysis

  2019cites this paper
• GIS-based landslide susceptibility mapping using numerical risk factor bivariate model and its ensemble with linear multivariate regression and boosted regression tree algorithms

  2019cites this paper
• Optimization of causative factors using logistic regression and artificial neural network models for landslide susceptibility assessment in Ujung Loe Watershed, South Sulawesi Indonesia

  2019cites this paper
• Influence of inflow discharge and bed erodibility on outburst flood of landslide dam

  2019cites this paper
• A novel hybrid intelligent model of support vector machines and the MultiBoost ensemble for landslide susceptibility modeling

  2019cites this paper
• Hazard zoning for spatial planning using GIS-based landslide susceptibility assessment: a new hybrid integrated data-driven and knowledge-based model

  2019cites this paper
• Time-dependent slope stability during intense rainfall with stratified soil water content

  2019cites this paper
• Spatial prediction of landslide susceptibility using data mining-based kernel logistic regression, naive Bayes and RBFNetwork models for the Long County area (China)

  2019cites this paper
• Sinkhole susceptibility mapping: A comparison between Bayes‐based machine learning algorithms

  2019influential citation