| Comparison of a logistic regression and Naïve Bayes classifier in landslide susceptibility assessments: The influence of models complexity and training dataset size. P Tsangaratos, I Ilia | 459* | |
| Application of fuzzy weight of evidence and data mining techniques in construction of flood susceptibility map of Poyang County, China H Hong, P Tsangaratos, I Ilia, J Liu, AX Zhu, W Chen Science of the total environment 625, 575-588, 2018 | 354 | 2018 |
| Applying population-based evolutionary algorithms and a neuro-fuzzy system for modeling landslide susceptibility W Chen, M Panahi, P Tsangaratos, H Shahabi, I Ilia, S Panahi, S Li, ... Catena 172, 212-231, 2019 | 242 | 2019 |
| Landslide susceptibility mapping using a modified decision tree classifier in the Xanthi Perfection, Greece P Tsangaratos, I Ilia Landslides 13, 305-320, 2016 | 200 | 2016 |
| Applying Information Theory and GIS-based quantitative methods to produce landslide susceptibility maps in Nancheng County, China P Tsangaratos, I Ilia, H Hong, W Chen, C Xu Landslides 14, 1091-1111, 2017 | 170 | 2017 |
| Applying weight of evidence method and sensitivity analysis to produce a landslide susceptibility map I Ilia, P Tsangaratos Landslides 13, 379-397, 2016 | 164 | 2016 |
| Applying genetic algorithms to set the optimal combination of forest fire related variables and model forest fire susceptibility based on data mining models. The case of Dayu … H Hong, P Tsangaratos, I Ilia, J Liu, AX Zhu, C Xu Science of the total environment 630, 1044-1056, 2018 | 142 | 2018 |
| A hybrid fuzzy weight of evidence method in landslide susceptibility analysis on the Wuyuan area, China H Hong, I Ilia, P Tsangaratos, W Chen, C Xu Geomorphology 290, 1-16, 2017 | 141 | 2017 |
| Groundwater spring potential mapping using population-based evolutionary algorithms and data mining methods W Chen, P Tsangaratos, I Ilia, Z Duan, X Chen Science of the Total Environment 684, 31-49, 2019 | 116 | 2019 |
| Evaluating the usage of tree-based ensemble methods in groundwater spring potential mapping W Chen, X Zhao, P Tsangaratos, H Shahabi, I Ilia, W Xue, X Wang, ... Journal of Hydrology 583, 124602, 2020 | 108 | 2020 |
| Groundwater spring potential mapping using artificial intelligence approach based on kernel logistic regression, random forest, and alternating decision tree models W Chen, Y Li, P Tsangaratos, H Shahabi, I Ilia, W Xue, H Bian Applied Sciences 10 (2), 425, 2020 | 96 | 2020 |
| Introducing a novel multi-layer perceptron network based on stochastic gradient descent optimized by a meta-heuristic algorithm for landslide susceptibility mapping H Hong, P Tsangaratos, I Ilia, C Loupasakis, Y Wang Science of the total environment 742, 140549, 2020 | 77 | 2020 |
| Mineralogy and technical properties of clayey diatomites from north and central Greece I Ilia, M Stamatakis, T Perraki Open Geosciences 1 (4), 393-403, 2009 | 70 | 2009 |
| Combining evolutionary algorithms and machine learning models in landslide susceptibility assessments W Chen, Y Chen, P Tsangaratos, I Ilia, X Wang Remote Sensing 12 (23), 3854, 2020 | 63 | 2020 |
| Developing a landslide susceptibility map based on remote sensing, fuzzy logic and expert knowledge of the Island of Lefkada, Greece P Tsangaratos, C Loupasakis, K Nikolakopoulos, V Angelitsa, I Ilia Environmental earth sciences 77, 1-23, 2018 | 45 | 2018 |
| Land subsidence phenomena investigated by spatiotemporal analysis of groundwater resources, remote sensing techniques, and random forest method: The case of Western Thessaly … I Ilia, C Loupasakis, P Tsangaratos Environmental monitoring and assessment 190, 1-19, 2018 | 39 | 2018 |
| A geographical information system (GIS) based probabilistic certainty factor approach in assessing landslide susceptibility: the case study of Kimi, Euboea, Greece I Ilia, I Koumantakis, D Rozos, G Koukis, P Tsangaratos Engineering Geology for Society and Territory-Volume 2: Landslide Processes …, 2015 | 28 | 2015 |
| Comparing the performance of a logistic regression and a random forest model in landslide susceptibility assessments. The Case of Wuyaun Area, China H Hong, P Tsangaratos, I Ilia, W Chen, C Xu Advancing Culture of Living with Landslides: Volume 2 Advances in Landslide …, 2017 | 26 | 2017 |
| Case event system for landslide susceptibility analysis P Tsangaratos, I Ilia, D Rozos Landslide Science and Practice: Volume 1: Landslide Inventory and …, 2013 | 26 | 2013 |
| Application of a bayesian approach in GIS based model for evaluating landslide susceptibility. Case study KIMI area, Euboea, Greece Ι Ηλιά, Π Τσαγκαράτος, ΙΕ Κουμαντάκης, ΔΕ Ρόζος Δελτίον της Ελληνικής Γεωλογικής Εταιρίας 43 (3), 1590-1600, 2010 | 25 | 2010 |
