Integrating predictive modeling techniques with geospatial data for landslide susceptibility assessment in northern Pakistan

A review of recent earthquake-induced landslides on the Tibetan Plateau

(2023) Bo Zhao et al.   EARTH-SCIENCE REVIEWS

Evaluation of the landslide susceptibility and its spatial difference in the whole Qinghai-Tibetan Plateau region by five learning algorithms

(2022) Payam Sajadi et al.   Geoscience Letters

Landslide Susceptibility Mapping Using Machine Learning Algorithm Validated by Persistent Scatterer In-SAR Technique

(2022) Muhammad Afaq Hussain et al.   SENSORS

Spatiotemporal landslide susceptibility mapping using machine learning models: A case study from district Hattian Bala, NW Himalaya, Pakistan

(2022) Ahmad Hammad Khaliq et al.   Ain Shams Engineering Journal

Application of data‐driven techniques for landslide susceptibility prediction along an earthquake‐affected road section in Kashmir Himalaya

(2022) Syed Ahsan Hussain Gardezi et al.   GEOLOGICAL JOURNAL

A Hybrid Optimization Method of Factor Screening Predicated on GeoDetector and Random Forest for Landslide Susceptibility Mapping

(2021) Deliang Sun et al.   GEOMORPHOLOGY

A Comparative Study of Landslide Susceptibility Mapping Using SVM and PSO-SVM Models Based on Grid and Slope Units

(2021) Shuai Zhao et al.   MATHEMATICAL PROBLEMS IN ENGINEERING

Geodetic and UAV Monitoring in the Sustainable Management of Shallow Landslides and Erosion of a Susceptible Urban Environment

(2021) Paul Sestras et al.   Remote Sensing

Landslide Susceptibility Mapping and Assessment Using Geospatial Platforms and Weights of Evidence (WoE) Method in the Indian Himalayan Region: Recent Developments, Gaps, and Future Directions

(2021) Amit Kumar Batar et al.   ISPRS International Journal of Geo-Information

Modeling fragmentation probability of land-use and land-cover using the bagging, random forest and random subspace in the Teesta River Basin, Bangladesh

(2021) Swapan Talukdar et al.   ECOLOGICAL INDICATORS

Spatial modeling and susceptibility zonation of landslides using random forest, naïve bayes and K-nearest neighbor in a complicated terrain

(2021) Sherif Ahmed Abu El-Magd et al.   Earth Science Informatics

A Comprehensive Assessment of XGBoost Algorithm for Landslide Susceptibility Mapping in the Upper Basin of Ataturk Dam, Turkey

(2021) Recep Can et al.   Applied Sciences-Basel

The importance of input data on landslide susceptibility mapping

(2021) Krzysztof Gaidzik et al.   Scientific Reports

Comparison of landslide susceptibility models and their robustness analysis: a case study from the NW Himalayas, Pakistan

(2021) Nawaz Ikram et al.   Geocarto International

Present‐Day Crustal Deformation of Continental China Derived From GPS and Its Tectonic Implications

(2020) Min Wang et al.   JOURNAL OF GEOPHYSICAL RESEARCH-SOLID EARTH

Modeling landslide susceptibility using LogitBoost alternating decision trees and forest by penalizing attributes with the bagging ensemble

(2020) Haoyuan Hong et al.   SCIENCE OF THE TOTAL ENVIRONMENT

A comparative study on machine learning modeling for mass movement susceptibility mapping (a case study of Iran)

(2020) Sayed Naeim Emami et al.   Bulletin of Engineering Geology and the Environment

Comparisons of heuristic, general statistical and machine learning models for landslide susceptibility prediction and mapping

(2020) Faming Huang et al.   CATENA

A random forest model of landslide susceptibility mapping based on hyperparameter optimization using Bayes algorithm

(2020) Deliang Sun et al.   GEOMORPHOLOGY

Accident Prediction Accuracy Assessment for Highway-Rail Grade Crossings Using Random Forest Algorithm Compared with Decision Tree

(2020) Xiaoyi Zhou et al.   RELIABILITY ENGINEERING & SYSTEM SAFETY

Evaluating the Effects of Digital Elevation Models in Landslide Susceptibility Mapping in Rangamati District, Bangladesh

(2020) Yasin Wahid Rabby et al.   Remote Sensing

Rainfall triggers more deep-seated landslides than Cascadia earthquakes in the Oregon Coast Range, USA

(2020) S. R. LaHusen et al.   Science Advances

Dimensionless Assessment Method of Landslide Dam Formation Caused by Tributary Debris Flow Events

(2019) Kun-Ting Chen et al.   GEOFLUIDS

Landslide Susceptibility Modeling Using Integrated Ensemble Weights of Evidence with Logistic Regression and Random Forest Models

(2019) Wei Chen et al.   Applied Sciences-Basel

A Comparative Assessment of Flood Susceptibility Modeling Using Multi-Criteria Decision-Making Analysis and Machine Learning Methods

(2019) Khabat Khosravi et al.   JOURNAL OF HYDROLOGY

A survey on evolutionary machine learning

(2019) Harith Al-Sahaf et al.   JOURNAL OF THE ROYAL SOCIETY OF NEW ZEALAND

Landslide Susceptibility Mapping for the Muchuan County (China): A Comparison Between Bivariate Statistical Models (WoE, EBF, and IoE) and Their Ensembles with Logistic Regression

(2019) Renwei Li et al.   Symmetry-Basel

Classification and interaction in random forests

(2018) Danielle Denisko et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Landslide susceptibility modelling using GIS-based machine learning techniques for Chongren County, Jiangxi Province, China

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

A Data-Driven Approach to Landslide-Susceptibility Mapping in Mountainous Terrain: Case Study from the Northwest Himalayas, Pakistan

(2018) Muhammad Tayyib Riaz et al.   Natural Hazards Review

A Comparative Assessment of Canonical Correlation Forest, Random Forest, Rotation Forest and Logistic Regression Methods for Landslide Susceptibility Mapping

(2018) Emrehan Kutlug Sahin et al.   Geocarto International

Sediment accumulation and budget in the Bohai Sea, Yellow Sea and East China Sea

(2017) Shuqing Qiao et al.   MARINE GEOLOGY

Landslide susceptibility mapping using GIS and weighted overlay method: a case study from NW Himalayas, Pakistan

(2016) Muhammad Basharat et al.   Arabian Journal of Geosciences

Spatial prediction of rainfall-induced landslides for the Lao Cai area (Vietnam) using a hybrid intelligent approach of least squares support vector machines inference model and artificial bee colony optimization

(2016) Dieu Tien Bui et al.   Landslides

Rainfall-induced landslide susceptibility assessment at the Chongren area (China) using frequency ratio, certainty factor, and index of entropy

(2016) Haoyuan Hong et al.   Geocarto International

Evaluating machine learning and statistical prediction techniques for landslide susceptibility modeling

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

Optimization of Causative Factors for Landslide Susceptibility Evaluation Using Remote Sensing and GIS Data in Parts of Niigata, Japan

(2015) Jie Dou et al.   PLoS One

First-Approximation Landslide Inventory Maps for Northern Pakistan, Using ASTER DEM Data and Geomorphic Indicators

(2014) M. F. AHMED et al.   ENVIRONMENTAL & ENGINEERING GEOSCIENCE

The Varnes classification of landslide types, an update

(2013) Oldrich Hungr et al.   Landslides

Bayesian Citation-KNN with distance weighting

(2013) Liangxiao Jiang et al.   International Journal of Machine Learning and Cybernetics

Application of weights-of-evidence and certainty factor models and their comparison in landslide susceptibility mapping at Haraz watershed, Iran

(2012) Hamid Reza Pourghasemi et al.   Arabian Journal of Geosciences

Lithological and structural control of Hattian Bala rock avalanche triggered by the Kashmir earthquake 2005, sub-Himalayas, northern Pakistan

(2012) Muhammad Basharat et al.   Journal of Earth Science

Noisy data elimination using mutual k-nearest neighbor for classification mining

(2011) Huawen Liu et al.   JOURNAL OF SYSTEMS AND SOFTWARE

The 2005 Pakistan Earthquake Revisited: Methods for Integrated Landslide Assessment

(2011) Karen Sudmeier-Rieux et al.   MOUNTAIN RESEARCH AND DEVELOPMENT

Combining neural network with fuzzy, certainty factor and likelihood ratio concepts for spatial prediction of landslides

(2011) D. P. Kanungo et al.   NATURAL HAZARDS

Analysis of flood causes and associated socio-economic damages in the Hindukush region

(2011) Atta-ur-Rahman et al.   NATURAL HAZARDS

Landslide susceptibility assessment using the bivariate statistical analysis and the index of entropy in the Sibiciu Basin (Romania)

(2010) Mihaela Constantin et al.   Environmental Earth Sciences

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

Evolution of earthquake-triggered landslides in the Kashmir Himalaya, northern Pakistan

(2009) Ghazanfar A. Khattak et al.   GEOMORPHOLOGY

GIS-based landslide susceptibility mapping for the 2005 Kashmir earthquake region

(2008) Ulrich Kamp et al.   GEOMORPHOLOGY

Knowledge-guided data-driven evidential belief modeling of mineral prospectivity in Cabo de Gata, SE Spain

(2008) E.J.M. Carranza et al.   International Journal of Applied Earth Observation and Geoinformation

Landslides triggered by the 8 October 2005 Kashmir earthquake

(2007) Lewis A. Owen et al.   GEOMORPHOLOGY