| 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 Catena 145, 164-179, 2016 | 510 | 2016 |
| 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 | 419 | 2018 |
| Comparing the prediction performance of a Deep Learning Neural Network model with conventional machine learning models in landslide susceptibility assessment DT Bui, P Tsangaratos, VT Nguyen, N Van Liem, PT Trinh Catena 188, 104426, 2020 | 398 | 2020 |
| 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 | 268 | 2019 |
| Flash flood susceptibility modeling using an optimized fuzzy rule based feature selection technique and tree based ensemble methods DT Bui, P Tsangaratos, PTT Ngo, TD Pham, BT Pham Science of the total environment 668, 1038-1054, 2019 | 267 | 2019 |
| Landslide susceptibility mapping using a modified decision tree classifier in the Xanthi Perfection, Greece P Tsangaratos, I Ilia Landslides 13, 305-320, 2016 | 221 | 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 | 192 | 2017 |
| Applying weight of evidence method and sensitivity analysis to produce a landslide susceptibility map I Ilia, P Tsangaratos Landslides 13, 379-397, 2016 | 186 | 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 | 173 | 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 | 150 | 2017 |
| Estimating landslide susceptibility through a artificial neural network classifier P Tsangaratos, A Benardos Natural hazards 74, 1489-1516, 2014 | 146 | 2014 |
| 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 | 128 | 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 | 124 | 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 | 120 | 2020 |
| An implementation of rock engineering system for ranking the instability potential of natural slopes in Greek territory. An application in Karditsa County D Rozos, L Pyrgiotis, S Skias, P Tsagaratos Landslides 5, 261-270, 2008 | 115 | 2008 |
| 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 | 93 | 2020 |
| 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 | 77 | 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 | 53 | 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 | 47 | 2018 |
| Land subsidence rebound detected via multi-temporal InSAR and ground truth data in Kalochori and Sindos regions, Northern Greece S Nikos, P Ioannis, L Constantinos, T Paraskevas, K Anastasia, ... Engineering Geology 209, 175-186, 2016 | 36 | 2016 |
Ioanna IliaPhD, National Technical University of AthensVerified email at metal.ntua.gr
