Conference Papers

2023

Temiz Kumlarda Dinamik Yükleme Sonucu Aşırı Boşluk Suyu Basıncı Oranı Değişiminin LSTM Sinir Ağı ile Tahmin Edilmesi

Ö. T. Birinc, M.B.C. Ülker, G Taskin,Yetkin

9. Uluslararası Geoteknik Sempozyumu

Machine learning-based prediction of seismic failure mode of reinforced concrete structural walls

Z. Değer, G. Taskin

Joint Conference on 18WCSI and 7ICEES (7th International Conf on Earthquake Tebliğde Adı Geçen Araştırmacılar Engineering and Seismology)

A Scalable Unsupervised Feature Selection With Orthogonal Graph Representation for Hyperspectral Images

G Taskin,Yetkin, F., and G. Camps

Workshop on Hyperspectral Image and Signal Processing: Evolutions in Remote Sensing (WHISPERS), Greece

A Structural Damage Assessment Model Based on Deep Learning

G Taskin, H Kaya, ÖT Turan, T Çinar, A Ilki

31st Signal Processing and Communications Applications Conference (SIU)

Evaluation of Modern Deep Learning Architectures in Remote Sensing Scene Classification

G Taskin, H Kaya

10th International Conference on Recent Advances in Air and Space Technologies

Interpreting Hyperspectral Remote Sensing Image Classification Methods Via Explainable Artificial Intelligence

Deren Ege Turan, Erchan Aptoula, Alp Ertürk, Gulsen Taskin

2023 IEEE Geoscience and Remote Sensing Symposium, Pasadena, USA

Informative Earth Observation Variables For Cotton Yield Prediction Using Explainable Boosting Machine

Mehmet Furkan Celik, Mustafa Serkan Isik, Esra Erten, Gulsen Taskin

2023 IEEE Geoscience and Remote Sensing Symposium, Pasadena, USA

2022

An explainable meta-modeling approach to investigate the energy behavior of reinforced concrete structural walls

Deger, Z.T., Taşkin, G.

12th International Conference on Earthquake Engineering, Utah, USA, 2022

Prediction of Load Capacities of Closed-Ended Piles using Boosting Machine Learning Methods

Karakas, S., Ulker, MBC., Taşkin, G.

Fifth International Conference on New Developments in Soil Mechanics and Geotechnical Engineering, Nicosia

A Model Distillation Approach for Explaining Black-Box Models for Hyperspectral Image Classification

Taşkin, G.

2022 IEEE Geoscience and Remote Sensing Symposium, Virtual

Fully Unsupervised Binary Change Detection for Hyperspectral Images Using Laplacian Eigenmaps and Clustering

Taşkin, G. and Ertürk, A.

2022 IEEE Mediterranean and Middle-East Geoscience and Remote Sensing Symposium, Virtual

2021

Investigation of Influential Parameters on Energy Dissipation Capacity of RC Walls Based on Machine Learning Methods

Topaloğlu, B., Taşkin, G., Değer, Z., and Sütçü, F.

6th International Conference on Earthquake Engineering and Seismology, Gebze, Turkey

Change Detection with Manifold Embedding for Hyperspectral Images

Ertürk, A., and Taşkin, G.

11th Workshop on Hyperspectral Imaging and Signal Processing: Evolution in Remote Sensing, Amsterdam, Netherlands

The Added Value of Cycle-GAN for Agriculture Studies

Sener, E., Colak, E., Erten, E., and Taşkin, G.

2021 IEEE International Geoscience and Remote Sensing Symposium IGARSS

Feature Selection Using Self Organizing Map Oriented Evolutionary Approach

Taşkin, G., and Ceylan, O.

IEEE International Geosciences and Remote Sensing Symposium, Belgium

Sca-ML: A Novel Approach for Scalable Manifold Learning

G. Taşkın, F. Yetkin, M. Manguoglu

ISC High Performance Conference, 2021.

An interpretable model to predict seismic failure mode of reinforced concrete shear walls

G. Taşkın, Z. T. Değer

Earthquake Engineering Research Institute Annual Meeting, USA, 2021.

2020

Manifold Learning with High Dimensional Model Representations

Taşkin, G., and Camps-Valls, G.

IEEE International Geoscience and Remote Sensing Symposium 2020, Hawaii, USA

A comparative study of surrogate based learning methods in solving power flow problem

Ceylan, O., Taşkin, G., and Paudyal, S.

IEEE Power & Energy Society General Meeting (PESGM), USA

Multi Output Regressions for Estimating Canola Biophysical Parameters From POLSAR Data

Sahin, Z.M., Erten, E., and Taşkin, G.

Agro-Geoinformatics 2019, Istanbul, Turkey

2019

Comparison of Object Based Machine Learning Classifications of Planetscope and Worldview-3 Satellite Images for Land Use/Cover

Tuzcu, A., Musaoglu, N. and Taşkin, G.

ISPRS Geospatial Week

Detection of Shallow Water Area with Machine Learning Algorithms

Yagmur, N., Musaoglu, N., and Taşkin, G.

ISPRS Geospatial Week

Attribute Profiles in Earthquake Damage Identification From Very High Resolution Post Event Image

Alatas, Enes Oguzhan, and Taşkin, G.

IEEE International Geosciences and Remote Sensing Symposium (IGARSS'19)

Graph Optimized Locality Preserving Projection via Heuristic Optimization Algorithms

Ceylan, O., and Taşkin, G.

IEEE International Geosciences and Remote Sensing Symposium (IGARSS'19)

Optimization of Graph Affinity Matrix with Heuristic Methods in Dimensionality Reduction of Hyperspectral Images

G. Taşkın, O. Ceylan

27th Signal Processing and Communications Applications Conference, Sivas, Turkey, 2019.

2018

Global Sensitivity Analysis of Polarimetric Data to Retrieve Biophysical Parameters of Canola and Barley Crops

Erten, E., Taşkin, G., Lopez-Sanchez, JM.

IEEE International Geosciences and Remote Sensing Symposium (IGARSS'18)

Using single-and multi-target regression to estimate biophysical parameters of crops

G. Taşkın, Z.M. Şahin, E. Erten, N. Musaoğlu, D.E. Canbay

26th Signal Processing and Communications Applications Conference, 2018.

2017

Active Manifold Learning for Hyperspectral Image Classification

Zhang, Z., Taşkin, G., Crawford, M.

IEEE International Geosciences and Remote Sensing Symposium (IGARSS'17)

Extending out-of-sample manifold learning via meta-modelling techniques

Taşkin, G., Crawford, M.

IEEE International Geosciences and Remote Sensing Symposium (IGARSS'17)

2016

A Comparison Of Differential Evolution and Harmony Search Methods For SVM Model Selection in Hyperspectral Image Classification

Ceylan, O., and Taşkin, G.

IEEE International Geosciences and Remote Sensing Symposium (IGARSS'16)

A Comprehensive Evaluation of Feature Selection Algorithms in Hyperspectral Image Classification

Vijouyeh, G. H., Taşkin, G.

IEEE International Geosciences and Remote Sensing Symposium (IGARSS'16)

Use of High Dimensional Model Representation in Dimensionality Reduction: Application to Hyperspectral Image Classification

G. Taşkın

SPIE Defense + Security: Algorithms and Technologies for Multispectral, Hyperspectral, and Ultraspectral Imagery XXII, USA, Baltimore, invited speaker.

SVM parameter selection based on harmony search with an application to hyperspectral image classification

G. Taşkın, O. Ceylan

24th Signal Processing and Communication Application Conference (SIU), Zonguldak, Turkey, 2016.

2015

A Novel Method for Feature Selection with Random Sampling HDMR and Its Application to Hyperspectral Image Classification

G. Taşkın Kaya, H. Kaya, L. Bruzzone

IEEE International Geosciences and Remote Sensing Symposium (IGARSS'15), Milan (Italy), Jul. 26 -- 31.

Co-Polar SAR Data Classification as a Tool for Real Time Paddy Rice Monitoring

C. Kucuk, G. Taşkın Kaya, E. Erten

IEEE International Geosciences and Remote Sensing Symposium (IGARSS'15), Milan (Italy), Jul. 26 -- 31.

A comprehensive analysis of twin support vector machines in remote sensing image classification

G. Taşkın

23nd Signal Processing and Communications Applications Conference (SIU), Malatya, Turkey, 2015.

2014

Recursive Feature Selection Based on Non-parallel SVMs and Its Application to Hyperspectral Image Classification

G. Taşkın Kaya, Y. Torun, C. Kucuk

IEEE International Geosciences and Remote Sensing Symposium (IGARSS'14), Quebec City (Canada), Jul. 13 -- 18.

Remote sensing image classification by non-parallel SVMs

C. Kucuk, Y. Torun, G. Taşkın Kaya

IEEE International Geosciences and Remote Sensing Symposium (IGARSS'14), Quebec City (Canada), Jul. 13 -- 18.

Optimization of SVM parameters using High Dimensional Model Representation and its application to hyperspectral images

G. Taşkın, H. Kaya

22nd Signal Processing and Communications Applications Conference (SIU), Trabzon, Turkey, 2014.

2013

A comprehensive analysis of earthquake damage patterns using high dimensional model representation feature selection

G. Taşkın Kaya

SPIE Remote Sensing: Image and Signal Processing for Remote Sensing, Dresden (Germany), September 23 -- 26.

SVM Model Selection by High Dimensional Model Representation

G. Taşkın Kaya, H. Kaya, O.K. Ersoy

IEEE International Geosciences and Remote Sensing Symposium (IGARSS'13), Melbourne (Australia), Jul. 21 -- 26.

2012

Feature Selection by High Dimensional Model Representation and Its Application to Remote Sensing

G. Taşkın Kaya, H. Kaya, O.K. Ersoy

IEEE International Geosciences and Remote Sensing Symposium (IGARSS'12), Munich (Germany), Jul. 22 -- 27.

2011

Change Detection in Very High Resolution Imagery Based on Dynamic Time Warping: An Implementation for Haiti Earthquake Damage Assessment

G. Taşkın Kaya, H. Kaya, O.K. Ersoy

Workshop on the Analysis of Multi-Temporal Remote Sensing Images (MultiTemp), Trento (Italy), Jul. 12 -- 14.