I. Ilia

发表

The Use of a Spatial Multi—Criteria Technique for Urban Suitability Assessment, Due to Extensive Mass Movements. The Case Study of Vitala Village, Kimi, Euboea, Greece

P. Tsangaratos, D. Rozos, I. Ilia, 2015 .

Application of fuzzy weight of evidence and data mining techniques in construction of flood susceptibility map of Poyang County, China.

A. Zhu, I. Ilia, Wei Chen, 2018, The Science of the total environment.

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 County, China.

A. Zhu, I. Ilia, Chong Xu, 2018, The Science of the total environment.

Comparison of a logistic regression and Naïve Bayes classifier in landslide susceptibility assessments: The influence of models complexity and training dataset size

Paraskevas Tsangaratos, Ioanna Ilia, I. Ilia, 2016 .

Case Event System for Landslide Susceptibility Analysis

D. Rozos, I. Ilia, P. Tsangaratos, 2013 .

Applying weight of evidence method and sensitivity analysis to produce a landslide susceptibility map

I. Ilia, P. Tsangaratos, 2016, Landslides.

Landslide susceptibility mapping using a modified decision tree classifier in the Xanthi Perfection, Greece

I. Ilia, P. Tsangaratos, 2016, Landslides.

Multi-criteria Decision Support System (DSS) for optimal locations of Soil Aquifer Treatment (SAT) facilities.

I. Ilia, P. Tsangaratos, A. Kallioras, 2017, The Science of the total environment.

Bulletin of the Geological Society of Greece

I. Ilia, 2018 .

Developing an interactive application embodied in the geosciences educational procedure

I. Ilia, M. Perraki, P. Tsangaratos, 2017 .

Evaluating the usage of tree-based ensemble methods in groundwater spring potential mapping

Wei Chen, Paraskevas Tsangaratos, Ioanna Ilia, 2020 .

Groundwater spring potential mapping using population-based evolutionary algorithms and data mining methods.

Paraskevas Tsangaratos, Ioanna Ilia, Zhao Duan, 2019, The Science of the total environment.

Applying Machine Learning Algorithms in Landslide Susceptibility Assessments

I. Ilia, P. Tsangaratos, 2017 .

Landslide Assessments through Soft Computing Techniques within a GIS-based Framework

I. Ilia, P. Tsangaratos, 2017 .

Land subsidence phenomena investigated by spatiotemporal analysis of groundwater resources, remote sensing techniques, and random forest method: the case of Western Thessaly, Greece

I. Ilia, P. Tsangaratos, C. Loupasakis, 2018, Environmental Monitoring and Assessment.

Ground subsidence phenomena in Frakadona, West Thessaly, Greece

I. Ilia, P. Tsangaratos, C. Loupasakis, 2017 .

Flash flood susceptibility mapping using stacking ensemble machine learning models

I. Ilia, Wei Chen, P. Tsangaratos, 2022, Geocarto International.

Developing a landslide susceptibility map based on remote sensing, fuzzy logic and expert knowledge of the Island of Lefkada, Greece

Konstantinos G. Nikolakopoulos, Paraskevas Tsangaratos, Ioanna Ilia, 2018, Environmental Earth Sciences.

A hybrid fuzzy weight of evidence method in landslide susceptibility analysis on the Wuyuan area, China

Wei Chen, Paraskevas Tsangaratos, Ioanna Ilia, 2017 .

Mineralogy and technical properties of clayey diatomites from north and central Greece

I. Ilia, T. Perraki, M. Stamatakis, 2009 .

Land Subsidence Modelling Using Data Mining Techniques. The Case Study of Western Thessaly, Greece

I. Ilia, P. Tsangaratos, C. Loupasakis, 2018, Advances in Natural and Technological Hazards Research.

Groundwater Spring Potential Mapping Using Artificial Intelligence Approach Based on Kernel Logistic Regression, Random Forest, and Alternating Decision Tree Models

Paraskevas Tsangaratos, Ioanna Ilia, Yang Li, 2020, Applied Sciences.

ASSESSING GROUND SUBSIDENCE PHENOMENA WITH PERSISTENT SCATTERER INTERFEROMETRY DATA IN WESTERN THESSALY, GREECE

I. Ilia, P. Tsangaratos, C. Loupasakis, 2017 .

Applying population-based evolutionary algorithms and a neuro-fuzzy system for modeling landslide susceptibility

Wei Chen, Shaojun Li, Paraskevas Tsangaratos, 2019, CATENA.

Applying Information Theory and GIS-based quantitative methods to produce landslide susceptibility maps in Nancheng County, China

Wei Chen, Paraskevas Tsangaratos, Ioanna Ilia, 2017, Landslides.

Introducing a novel multi-layer perceptron network based on stochastic gradient descent optimized by a meta-heuristic algorithm for landslide susceptibility mapping.

Yi Wang, Paraskevas Tsangaratos, Ioanna Ilia, 2020, The Science of the total environment.

Applying support vector machines optimized by genetic algorithm for estimating the spatial distribution of mean annual precipitation

I. Ilia, P. Tsangaratos, Abderrezak Kamel Toubal, 2021, Arabian Journal of Geosciences.

Comparing the Performance of a Logistic Regression and a Random Forest Model in Landslide Susceptibility Assessments. the Case of Wuyaun Area, China

I. Ilia, Wei Chen, Chong Xu, 2017 .

Combining Evolutionary Algorithms and Machine Learning Models in Landslide Susceptibility Assessments

Wei Chen, Paraskevas Tsangaratos, Ioanna Ilia, 2020, Remote. Sens..

Applying a 1D Convolutional Neural Network in Flood Susceptibility Assessments - The Case of the Island of Euboea, Greece

I. Ilia, Wei Chen, P. Tsangaratos, 2023, Remote. Sens..

Spatial Analysis of Extreme Rainfall Values Based on Support Vector Machines Optimized by Genetic Algorithms

Paraskevas Tsangaratos, Ioanna Ilia, Ioannis Matiatos, 2019, Spatial Modeling in GIS and R for Earth and Environmental Sciences.

Application of fuzzy weight of evidence and data mining techniques in construction of flood susceptibility map of Poyang County, China.

A. Zhu, I. Ilia, Wei Chen, 2018, The Science of the total environment.

Hybrid Integration of Bagging and Decision Tree Algorithms for Landslide Susceptibility Mapping

I. Ilia, P. Tsangaratos, Qi Zhang, 2024, Water.

Optimizing Rotation Forest-Based Decision Tree Algorithms for Groundwater Potential Mapping

I. Ilia, Wei Chen, P. Tsangaratos, 2023, Water.

Evaluating landslide susceptibility: the impact of resolution and hybrid integration approaches

I. Ilia, P. Tsangaratos, Wei Chen, 2024, Geomatics, Natural Hazards and Risk.