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Zahra Sheikh, Ali Asghar Zolfaghari, Maryam Raeesi, Azadeh Soltani

Dibyandu Roy, Venkappayya R Desai, Bharath H Aithal

Tania Islam, Ethiopia B. Zeleke, Mahmud Afroz, Assefa M. Melesse

Noriyasu Tsumita, Suwanno Piyapong, Ratthanaporn Kaewkluengklom, Sittha Jaensirisak, Atsushi Fukuda

S. Banupriya, Abinaya Saraswathi G, Prasad Raghavan G, Preya Dharshan S

Samuel Yaw Danso, Yi Ma, Isaac Yeboah Addo

Wenli Zhang, Suixuan Qiu, Zhuochun Lin, Zhixin Chen, Yuchen Yang, Jinyao Lin, Shaoying Li

Chandini Padmanabha Panicker Chandr Senan, Rajendran Shobha Ajin, B. R. Anaswara Devi, A. Rajaneesh, Jitendra K. Nagar, K. S. Sajinkumar

A. L. Achu, C. D Aju, M. C. Raicy, Arun Bhadran, Amal George, U. Surendran, Drishya Girishbai, P. Ajayakumar, Girish Gopinath, Biswajeet Pradhan

Samuel Yaw Danso, Yi Ma, Isaac Yeboah Addo

Xu Dong, Pinglang Kou, Zhengwu Yuan, Yuxiang Tao, Haoran Yu, Wenli Liang, Ruikun Chen, Ram Avtar, Andrés Alonso-Rodriguez

Shadi Maddah, Barat Mojaradi, Hosein Alizadeh

Sasanka Ghosh, Mampi Pal, Deb Kumar Maity, Ankita Biswas, Arijit Das, Rohan Ghosal

K. S. S. Parthasarathy, Subrahmanya Kundapura

Akram Elghouat, Ahmed Algouti, Abdellah Algouti, Soukaina Baid, Salma Ezzahzi, Salma Kabili, Saloua Agli

Sackdavong O. Mangkhaseum, Sunil Duwal, Yogesh Bhattarai, Akitoshi Hanazawa

Mohamedmaroof P. Shaikh, Sanjaykumar M. Yadav, Vivek L. Manekar

Sambit Sheet, Monali Banerjee, Dayamoy Mandal, Debasis Ghosh

Kumudu Madhawa Kurugama, So Kazama, Yusuke Hiraga, Chaminda Samarasuriya

Vahid Isazade, Abdul Baser Qasimi, Abdulla Al Kafy, Pinliang Dong, Mustafa Mohammadi

Zohaib Ahmed Khan, Bharat Jhamnani

Akash TIWARI, Manish KUMAR, Syed Irtiza MAJID, Sourav BHADWAL, Naresh Kumar VERMA, Dinesh Kumar TRIPATHI, Subhash ANAND

Sackdavong Mangkhaseum, Yogesh Bhattarai, Sunil Duwal, Akitoshi Hanazawa

Fereshteh Taromideh, Ramin Fazloula, Bahram Choubin, Mehdi Masoodi, Amir Mosavi

Dibyandu Roy, Anirban Dhar, Venkappayya R. Desai

Sambit Sheet, Monali Banerjee, Manas Karmakar, Dayamoy Mandal, Debasis Ghosh

Soroosh Mehravar, Seyed Vahid Razavi-Termeh, Armin Moghimi, Babak Ranjgar, Fatemeh Foroughnia, Meisam Amani

Kumudu Madhawa KURUGAMA, So KAZAMA, Yusuke HIRAGA, Chaminda SAMARASURIYA

Faxi Yuan, Cheng-Chun Lee, William Mobley, Hamed Farahmand, Yuanchang Xu, Russell Blessing, Shangjia Dong, Ali Mostafavi, Samuel D. Brody

Jinyao Lin, Wenli Zhang, Youyue Wen, Suixuan Qiu

Ranajit Ghosh, Subhasish Sutradhar, Niladri Das, Prolay Mondal, Rejaul Islam Sana

Satish Kumar Saini, Susanta Mahato, Deep Narayan Pandey, Pawan Kumar Joshi

Anitabha Ghosh, Uday Chatterjee, Subodh Chandra Pal, Abu Reza Md. Towfiqul Islam, Edris Alam, Md Kamrul Islam

Sunil Duwal, Dedi Liu, Prachand Man Pradhan

Hongbo Zhao, Tianshun Gu, Junqing Tang, Zhaoya Gong, Pengjun Zhao

Mohammad Nakhaei, Amin Mohebbi Tafreshi, Tofigh Saadi

Michael Kaspi, Yuriy Kuleshov

Solomon Wakshom Newete, Samalesu Mayonde, Thabiso Kekana, Elhadi Adam

Jinyao Lin, Peiting He, Liu Yang, Xiaoyu He, Siyan Lu, Danyuan Liu

Ahmed M. Youssef, Ali M. Mahdi, Hamid Reza Pourghasemi

Ahmed M. Youssef, Hamid Reza Pourghasemi, Bosy A. El-Haddad

Ahmed M. Youssef, Hamid Reza Pourghasemi, Ali M. Mahdi, Saleh S. Matar

Fereshteh Taromideh, Ramin Fazloula, Bahram Choubin, Alireza Emadi, Ronny Berndtsson

Rui Bian, Kaiyang Huang, Xin Liao, Sixiang Ling, Hong Wen, Xiyong Wu

Peyman Yariyan, Ebrahim Omidvar, Foad Minaei, Rahim Ali Abbaspour, John P. Tiefenbacher

Eseosa Halima Ighile, Hiroaki Shirakawa, Hiroki Tanikawa

Ali R. Al-Aizari, Yousef A. Al-Masnay, Ali Aydda, Jiquan Zhang, Kashif Ullah, Abu Reza Md. Towfiqul Islam, Tayyiba Habib, Dawuda Usman Kaku, Jean Claude Nizeyimana, Bazel Al-Shaibah, Yasser M. Khalil, Wafaa M. M. AL-Hameedi, Xingpeng Liu

Lulu Yang, Xiuqin Fang, Yu Cao, Liliang Ren, Xiaoxiang Zhang

Saeid Janizadeh, Mehdi Vafakhah, Zoran Kapelan, Naghmeh Mobarghaee Dinan

Debasis Ghosh, Monali Banerjee, Manas Karmakar, Dayamoy Mandal

Fatemeh Rezaie, Mahdi Panahi, Sayed M. Bateni, Changhyun Jun, Christopher M. U. Neale, Saro Lee

Ioanna Ilia, Paraskevas Tsangaratos, Ploutarchos Tzampoglou, Wei Chen, Haoyuan Hong

Le Duan, Chao Liu, Hui Xu, Huali Huali, Haizhi Liu, Xufeng Yan, Tiegang Liu, Zhengli Yang, Gang Liu, Xiaoai Dai, Donghui Zhang, Xiao Fu, Xuemei Liu, Heng Lu

Ghazaleh Mohebbi Tafreshi, Mohammad Nakhaei, Razyeh Lak

Romulus Costache, Alireza Arabameri, Ismail Elkhrachy, Omid Ghorbanzadeh, Quoc Bao Pham

Rofiat Bunmi Mudashiru, Nuridah Sabtu, Ismail Abustan, Waheed Balogun

Hanan Al-Hinai, Rifaat Abdalla

Khaled Yousef Almansi, Abdul Rashid Mohamed Shariff, Ahmad Fikri Abdullah, Sharifah Norkhadijah Syed Ismail

Saeid Janizadeh, Mehdi Vafakhah, Zoran Kapelan, Naghmeh Mobarghaee Dinan

Maryam Sadat Jaafarzadeh, Naser Tahmasebipour, Ali Haghizadeh, Hamid Reza Pourghasemi, Hamed Rouhani

Rofiat Bunmi Mudashiru, Nuridah Sabtu, Ismail Abustan

Bosy A. El-Haddad, Ahmed M. Youssef, Hamid R. Pourghasemi, Biswajeet Pradhan, Abdel-Hamid El-Shater, Mohamed H. El-Khashab

William Mobley, Antonia Sebastian, Russell Blessing, Wesley E. Highfield, Laura Stearns, Samuel D. Brody

Jinyao Lin, Xiaoyu He, Siyan Lu, Danyuan Liu, Peiting He

Abu Reza Md Towfiqul Islam, Swapan Talukdar, Susanta Mahato, Sonali Kundu, Kutub Uddin Eibek, Quoc Bao Pham, Alban Kuriqi, Nguyen Thi Thuy Linh

Peyman Yariyan, Mohammadtaghi Avand, Rahim Ali Abbaspour, Ali Torabi Haghighi, Romulus Costache, Omid Ghorbanzadeh, Saeid Janizadeh, Thomas Blaschke

Shahab S. Band, Saeid Janizadeh, Subodh Chandra Pal, Asish Saha, Rabin Chakrabortty, Assefa M. Melesse, Amirhosein Mosavi

Viet-Nghia Nguyen, Peyman Yariyan, Mahdis Amiri, An Dang Tran, Tien Dat Pham, Minh Phuong Do, Phuong Thao Thi Ngo, Viet-Ha Nhu, Nguyen Quoc Long, Dieu Tien Bui

Jihye Han, Jinsoo Kim, Soyoung Park, Sanghun Son, Minji Ryu

2026	GIS-driven hybrid multicriteria model for flood susceptibility assessment in a coastal metropolis of Ghana Geosystems and Geoenvironment Samuel Yaw Danso
2025	Enhancing flash flood susceptibility modeling in arid regions: integrating digital soil mapping and machine learning algorithms Environmental Earth Sciences Zahra Sheikh, Ali Asghar Zolfaghari, Maryam Raeesi, Azadeh Soltani
2025	A GIS-based integrated assessment of geomorphometry with land use dynamics for topographically harsh ungauged watershed Journal of Earth System Science Dibyandu Roy, Venkappayya R Desai, Bharath H Aithal
2025	A Systematic Review of Urban Flood Susceptibility Mapping: Remote Sensing, Machine Learning, and Other Modeling Approaches Remote Sensing Tania Islam, Ethiopia B. Zeleke, Mahmud Afroz, Assefa M. Melesse
2025	Flood susceptibility mapping of urban flood risk: comparing autoencoder multilayer perceptron and logistic regression models in Ubon Ratchathani, Thailand Natural Hazards Noriyasu Tsumita, Suwanno Piyapong, Ratthanaporn Kaewkluengklom, Sittha Jaensirisak, Atsushi Fukuda
2025	2025 5th International Conference on Trends in Material Science and Inventive Materials (ICTMIM) S. Banupriya, Abinaya Saraswathi G, Prasad Raghavan G, Preya Dharshan S
2025	Spatial evaluation of flood susceptibility on a national scale across Ghana using a fuzzy analytic hierarchy process and evidential belief function: an ensemble approach Acta Geophysica Samuel Yaw Danso, Yi Ma, Isaac Yeboah Addo
2025	Assessing the influence of green space morphological spatial pattern on urban waterlogging: A case study of a highly-urbanized city Environmental Research Wenli Zhang, Suixuan Qiu, Zhuochun Lin, Zhixin Chen, Yuchen Yang, Jinyao Lin, Shaoying Li
2025	Comparative Flood Risk Mapping Using Knowledge-Driven, Data-Driven, and Ensemble Models in a Humid Tropical River Basin in India Water Conservation Science and Engineering Chandini Padmanabha Panicker Chandr Senan, Rajendran Shobha Ajin, B. R. Anaswara Devi, A. Rajaneesh, Jitendra K. Nagar, K. S. Sajinkumar
2025	Improved flood risk assessment using multi-model ensemble machine-learning techniques in a tropical river basin of Southern India Physical Geography A. L. Achu, C. D Aju, M. C. Raicy, Arun Bhadran, Amal George, U. Surendran, Drishya Girishbai, P. Ajayakumar, Girish Gopinath, Biswajeet Pradhan
2025	Delineating flood susceptibility zones using novel ensemble models – An application of evidential belief function, relative frequency ratio, and Shannon entropy International Journal of Applied Earth Observation and Geoinformation Samuel Yaw Danso, Yi Ma, Isaac Yeboah Addo
2025	Extreme flood significantly altered urban ground deformation patterns: multi-source remote sensing evidence from the 2020 Chongqing flood Hydrological Sciences Journal Xu Dong, Pinglang Kou, Zhengwu Yuan, Yuxiang Tao, Haoran Yu, Wenli Liang, Ruikun Chen, Ram Avtar, Andrés Alonso-Rodriguez
2025	Enhancing flood susceptibility modeling using integration of multi-source satellite imagery and multi-input convolutional neural network Natural Hazards Shadi Maddah, Barat Mojaradi, Hosein Alizadeh
2025	Mapping stormwater inundation potential in data-scarce urban areas: A machine learning approach for Kolkata, India Urban Climate Sasanka Ghosh, Mampi Pal, Deb Kumar Maity, Ankita Biswas, Arijit Das, Rohan Ghosal
2024	Lecture Notes in Civil Engineering K. S. S. Parthasarathy, Subrahmanya Kundapura
2024	Integrated approaches for flash flood susceptibility mapping: spatial modeling and comparative analysis of statistical and machine learning models. A case study of the Rheraya watershed, Morocco Journal of Water and Climate Change Akram Elghouat, Ahmed Algouti, Abdellah Algouti, Soukaina Baid, Salma Ezzahzi, Salma Kabili, Saloua Agli
2024	SPIE Future Sensing Technologies 2024 Sackdavong O. Mangkhaseum, Sunil Duwal, Yogesh Bhattarai, Akitoshi Hanazawa
2024	Flood Hazards Mapping by Linking CF, AHP, and Fuzzy Logic Techniques in Urban Areas Natural Hazards Review Mohamedmaroof P. Shaikh, Sanjaykumar M. Yadav, Vivek L. Manekar
2024	Time traveling through the floodscape: assessing the spatial and temporal probability of floods and susceptibility zones in the Lower Damodar Basin Environmental Monitoring and Assessment Sambit Sheet, Monali Banerjee, Dayamoy Mandal, Debasis Ghosh
2024	A comparative spatial analysis of flood susceptibility mapping using boosting machine learning algorithms in Rathnapura, Sri Lanka Journal of Flood Risk Management Kumudu Madhawa Kurugama, So Kazama, Yusuke Hiraga, Chaminda Samarasuriya
2024	SIMULATION OF FLOOD-PRONE AREAS USING MACHINE LEARNING AND GIS TECHNIQUES IN SAMANGAN PROVINCE, AFGHANISTAN Geodesy and cartography Vahid Isazade, Abdul Baser Qasimi, Abdulla Al Kafy, Pinliang Dong, Mustafa Mohammadi
2024	Development of flood susceptibility map using a GIS-based AHP approach: a novel case study on Idukki district, India Journal of Spatial Science Zohaib Ahmed Khan, Bharat Jhamnani
2024	Unravelling the Role of Socio-Physical Drivers for Potential Built-up Site Selection in the Kumaun Himalayas Using GIS-Based Fuzzy-AHP and Machine Learning Journal of Settlements and Spatial Planning Akash TIWARI, Manish KUMAR, Syed Irtiza MAJID, Sourav BHADWAL, Naresh Kumar VERMA, Dinesh Kumar TRIPATHI, Subhash ANAND
2024	Flood susceptibility mapping leveraging open-source remote-sensing data and machine learning approaches in Nam Ngum River Basin (NNRB), Lao PDR Geomatics, Natural Hazards and Risk Sackdavong Mangkhaseum, Yogesh Bhattarai, Sunil Duwal, Akitoshi Hanazawa
2024	2024 IEEE 22nd World Symposium on Applied Machine Intelligence and Informatics (SAMI) Fereshteh Taromideh, Ramin Fazloula, Bahram Choubin, Mehdi Masoodi, Amir Mosavi
2023	A grey fuzzy analytic hierarchy process-based flash flood vulnerability assessment in an ungauged Himalayan watershed Environment, Development and Sustainability Dibyandu Roy, Anirban Dhar, Venkappayya R. Desai
2023	Evaluation of flood risk at the river reach scale using Shannon’s Entropy Model: a case study of the Damodar River Safety in Extreme Environments Sambit Sheet, Monali Banerjee, Manas Karmakar, Dayamoy Mandal, Debasis Ghosh
2023	Flood susceptibility mapping using multi-temporal SAR imagery and novel integration of nature-inspired algorithms into support vector regression Journal of Hydrology Soroosh Mehravar, Seyed Vahid Razavi-Termeh, Armin Moghimi, Babak Ranjgar, Fatemeh Foroughnia, Meisam Amani
2023	A NOVEL HYBRID APPROACH OF SPATIAL PREDICTION OF FLOOD SUSCEPTIBILITY IN SRI LANKA USING BIVARIATE INDEX OF ENTROPY AND SUPPORT VECTOR MACHINE MODELS Journal of JSCE Kumudu Madhawa KURUGAMA, So KAZAMA, Yusuke HIRAGA, Chaminda SAMARASURIYA
2023	Predicting road flooding risk with crowdsourced reports and fine-grained traffic data Computational Urban Science Faxi Yuan, Cheng-Chun Lee, William Mobley, Hamed Farahmand, Yuanchang Xu, Russell Blessing, Shangjia Dong, Ali Mostafavi, Samuel D. Brody
2023	Evaluating the association between morphological characteristics of urban land and pluvial floods using machine learning methods Sustainable Cities and Society Jinyao Lin, Wenli Zhang, Youyue Wen, Suixuan Qiu
2023	A comparative evaluation of GIS based flood susceptibility models: a case of Kopai river basin, Eastern India Arabian Journal of Geosciences Ranajit Ghosh, Subhasish Sutradhar, Niladri Das, Prolay Mondal, Rejaul Islam Sana
2023	Modeling flood susceptibility zones using hybrid machine learning models of an agricultural dominant landscape of India Environmental Science and Pollution Research Satish Kumar Saini, Susanta Mahato, Deep Narayan Pandey, Pawan Kumar Joshi
2023	Flood hazard mapping using GIS-based statistical model in vulnerable riparian regions of sub-tropical environment Geocarto International Anitabha Ghosh, Uday Chatterjee, Subodh Chandra Pal, Abu Reza Md. Towfiqul Islam, Edris Alam, Md Kamrul Islam
2023	Flood susceptibility modeling of the Karnali river basin of Nepal using different machine learning approaches Geomatics, Natural Hazards and Risk Sunil Duwal, Dedi Liu, Prachand Man Pradhan
2023	Urban flood risk differentiation under land use scenario simulation iScience Hongbo Zhao, Tianshun Gu, Junqing Tang, Zhaoya Gong, Pengjun Zhao
2023	An evaluation of satellite precipitation downscaling models using machine learning algorithms in Hashtgerd Plain, Iran Modeling Earth Systems and Environment Mohammad Nakhaei, Amin Mohebbi Tafreshi, Tofigh Saadi
2023	Flood Hazard Assessment in Australian Tropical Cyclone-Prone Regions Climate Michael Kaspi, Yuriy Kuleshov
2023	A rapid and accurate method of mapping invasive Tamarix genotypes using Sentinel-2 images PeerJ Solomon Wakshom Newete, Samalesu Mayonde, Thabiso Kekana, Elhadi Adam
2022	Predicting future urban waterlogging-prone areas by coupling the maximum entropy and FLUS model Sustainable Cities and Society Jinyao Lin, Peiting He, Liu Yang, Xiaoyu He, Siyan Lu, Danyuan Liu
2022	Landslides and flood multi-hazard assessment using machine learning techniques Bulletin of Engineering Geology and the Environment Ahmed M. Youssef, Ali M. Mahdi, Hamid Reza Pourghasemi
2022	Advanced machine learning algorithms for flood susceptibility modeling — performance comparison: Red Sea, Egypt Environmental Science and Pollution Research Ahmed M. Youssef, Hamid Reza Pourghasemi, Bosy A. El-Haddad
2022	Flood vulnerability mapping and urban sprawl suitability using FR, LR, and SVM models Environmental Science and Pollution Research Ahmed M. Youssef, Hamid Reza Pourghasemi, Ali M. Mahdi, Saleh S. Matar
2022	Urban Flood-Risk Assessment: Integration of Decision-Making and Machine Learning Sustainability Fereshteh Taromideh, Ramin Fazloula, Bahram Choubin, Alireza Emadi, Ronny Berndtsson
2022	Snow avalanche susceptibility assessment based on ensemble machine learning model in the central Shaluli Mountain Frontiers in Earth Science Rui Bian, Kaiyang Huang, Xin Liao, Sixiang Ling, Hong Wen, Xiyong Wu
2022	An optimization on machine learning algorithms for mapping snow avalanche susceptibility Natural Hazards Peyman Yariyan, Ebrahim Omidvar, Foad Minaei, Rahim Ali Abbaspour, John P. Tiefenbacher
2022	Application of GIS and Machine Learning to Predict Flood Areas in Nigeria Sustainability Eseosa Halima Ighile, Hiroaki Shirakawa, Hiroki Tanikawa
2022	Assessment Analysis of Flood Susceptibility in Tropical Desert Area: A Case Study of Yemen Remote Sensing Ali R. Al-Aizari, Yousef A. Al-Masnay, Ali Aydda, Jiquan Zhang, Kashif Ullah, Abu Reza Md. Towfiqul Islam, Tayyiba Habib, Dawuda Usman Kaku, Jean Claude Nizeyimana, Bazel Al-Shaibah, Yasser M. Khalil, Wafaa M. M. AL-Hameedi, Xingpeng Liu
2022	2022 29th International Conference on Geoinformatics Lulu Yang, Xiuqin Fang, Yu Cao, Liliang Ren, Xiaoxiang Zhang
2022	Hybrid XGboost model with various Bayesian hyperparameter optimization algorithms for flood hazard susceptibility modeling Geocarto International Saeid Janizadeh, Mehdi Vafakhah, Zoran Kapelan, Naghmeh Mobarghaee Dinan
2022	Advances in Geographic Information Science Debasis Ghosh, Monali Banerjee, Manas Karmakar, Dayamoy Mandal
2022	Novel hybrid models by coupling support vector regression (SVR) with meta-heuristic algorithms (WOA and GWO) for flood susceptibility mapping Natural Hazards Fatemeh Rezaie, Mahdi Panahi, Sayed M. Bateni, Changhyun Jun, Christopher M. U. Neale, Saro Lee
2022	Flash flood susceptibility mapping using stacking ensemble machine learning models Geocarto International Ioanna Ilia, Paraskevas Tsangaratos, Ploutarchos Tzampoglou, Wei Chen, Haoyuan Hong
2022	Susceptibility Assessment of Flash Floods: A Bibliometrics Analysis and Review Remote Sensing Le Duan, Chao Liu, Hui Xu, Huali Huali, Haizhi Liu, Xufeng Yan, Tiegang Liu, Zhengli Yang, Gang Liu, Xiaoai Dai, Donghui Zhang, Xiao Fu, Xuemei Liu, Heng Lu
2022	Subsidence risk assessment based on a novel hybrid form of a tree-based machine learning algorithm and an index model of vulnerability Geocarto International Ghazaleh Mohebbi Tafreshi, Mohammad Nakhaei, Razyeh Lak
2021	Detection of areas prone to flood risk using state-of-the-art machine learning models Geomatics, Natural Hazards and Risk Romulus Costache, Alireza Arabameri, Ismail Elkhrachy, Omid Ghorbanzadeh, Quoc Bao Pham
2021	Flood hazard mapping methods: A review Journal of Hydrology Rofiat Bunmi Mudashiru, Nuridah Sabtu, Ismail Abustan, Waheed Balogun
2021	Mapping Coastal Flood Susceptible Areas Using Shannon’s Entropy Model: The Case of Muscat Governorate, Oman ISPRS International Journal of Geo-Information Hanan Al-Hinai, Rifaat Abdalla
2021	Hospital Site Suitability Assessment Using Three Machine Learning Approaches: Evidence from the Gaza Strip in Palestine Applied Sciences Khaled Yousef Almansi, Abdul Rashid Mohamed Shariff, Ahmad Fikri Abdullah, Sharifah Norkhadijah Syed Ismail
2021	Flood hazards susceptibility mapping using statistical, fuzzy logic, and MCDM methods Soft Computing Hüseyin Akay
2021	Novel Bayesian Additive Regression Tree Methodology for Flood Susceptibility Modeling Water Resources Management Saeid Janizadeh, Mehdi Vafakhah, Zoran Kapelan, Naghmeh Mobarghaee Dinan
2021	Spatial modeling of snow avalanche susceptibility using hybrid and ensemble machine learning techniques CATENA Hüseyin Akay
2021	Groundwater recharge potential zonation using an ensemble of machine learning and bivariate statistical models Scientific Reports Maryam Sadat Jaafarzadeh, Naser Tahmasebipour, Ali Haghizadeh, Hamid Reza Pourghasemi, Hamed Rouhani
2021	Quantitative and semi-quantitative methods in flood hazard/susceptibility mapping: a review Arabian Journal of Geosciences Rofiat Bunmi Mudashiru, Nuridah Sabtu, Ismail Abustan
2021	Flood susceptibility prediction using four machine learning techniques and comparison of their performance at Wadi Qena Basin, Egypt Natural Hazards Bosy A. El-Haddad, Ahmed M. Youssef, Hamid R. Pourghasemi, Biswajeet Pradhan, Abdel-Hamid El-Shater, Mohamed H. El-Khashab
2021	Quantification of continuous flood hazard using random forest classification and flood insurance claims at large spatial scales: a pilot study in southeast Texas Natural Hazards and Earth System Sciences William Mobley, Antonia Sebastian, Russell Blessing, Wesley E. Highfield, Laura Stearns, Samuel D. Brody
2021	Investigating the influence of three-dimensional building configuration on urban pluvial flooding using random forest algorithm Environmental Research Jinyao Lin, Xiaoyu He, Siyan Lu, Danyuan Liu, Peiting He
2021	Flood susceptibility modelling using advanced ensemble machine learning models Geoscience Frontiers Abu Reza Md Towfiqul Islam, Swapan Talukdar, Susanta Mahato, Sonali Kundu, Kutub Uddin Eibek, Quoc Bao Pham, Alban Kuriqi, Nguyen Thi Thuy Linh
2020	Flood susceptibility mapping using an improved analytic network process with statistical models Geomatics, Natural Hazards and Risk Peyman Yariyan, Mohammadtaghi Avand, Rahim Ali Abbaspour, Ali Torabi Haghighi, Romulus Costache, Omid Ghorbanzadeh, Saeid Janizadeh, Thomas Blaschke
2020	Flash Flood Susceptibility Modeling Using New Approaches of Hybrid and Ensemble Tree-Based Machine Learning Algorithms Remote Sensing Shahab S. Band, Saeid Janizadeh, Subodh Chandra Pal, Asish Saha, Rabin Chakrabortty, Assefa M. Melesse, Amirhosein Mosavi
2020	A New Modeling Approach for Spatial Prediction of Flash Flood with Biogeography Optimized CHAID Tree Ensemble and Remote Sensing Data Remote Sensing Viet-Nghia Nguyen, Peyman Yariyan, Mahdis Amiri, An Dang Tran, Tien Dat Pham, Minh Phuong Do, Phuong Thao Thi Ngo, Viet-Ha Nhu, Nguyen Quoc Long, Dieu Tien Bui
2020	Seismic Vulnerability Assessment and Mapping of Gyeongju, South Korea Using Frequency Ratio, Decision Tree, and Random Forest Sustainability Jihye Han, Jinsoo Kim, Soyoung Park, Sanghun Son, Minji Ryu
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