Doç.Dr. Gülşen Taşkın Kaya

Yayın Ağı

SCI, SSCI ve AHCI İndekslerine Giren Dergilerde Yayınlanan Makaleler

There Are No Data Like More Data: <italic>Datasets for deep learning in Earth observation</italic>

Schmitt M., Ahmadi S. A., Xu Y., Taskin G., Verma U., Sica F., et al.

IEEE Geoscience and Remote Sensing Magazine , cilt.11, sa.3, ss.63-97, 2023 (SCI-Expanded)

Computer Vision for Earth Observation - The First IEEE GRSS Image Analysis and Data Fusion School [Technical Committees]

Vivone G., Lunga D., Sica F., Taskin G., Verma U., Hansch R.

IEEE Geoscience and Remote Sensing Magazine , cilt.11, sa.2, ss.95-100, 2023 (SCI-Expanded)

Machine learning-based predictive models for equivalent damping ratio of RC shear walls

Yaghoubi S. T., Değer Z., Taşkın Kaya G., Sütcü F.

BULLETIN OF EARTHQUAKE ENGINEERING , cilt.21, ss.293-318, 2023 (SCI-Expanded)

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

Taskin G., Fatih Yetkin E., Camps-Valls G.

IEEE Transactions on Geoscience and Remote Sensing , cilt.61, 2023 (SCI-Expanded)

Explainable Artificial Intelligence for Cotton Yield Prediction With Multisource Data

Çelik M. F., Işık M. S., Taşkın G., Erten E., Camps-Valls G.

IEEE Geoscience and Remote Sensing Letters , cilt.20, 2023 (SCI-Expanded) Sürdürülebilir Kalkınma

An earthquake damage identification approach from VHR image using mathematical morphology and machine learning

Alatas E. O., Taşkın Kaya G.

NEURAL COMPUTING & APPLICATIONS , cilt.34, sa.21, ss.18757-18771, 2022 (SCI-Expanded)

A novel GPR-based prediction model for cyclic backbone curves of reinforced concrete shear walls

Değer Z., Taşkın Kaya G.

ENGINEERING STRUCTURES , cilt.255, 2022 (SCI-Expanded)

Extension to manifold learning methods via advanced regression methods

Taşkın Kaya G.

JOURNAL OF THE FACULTY OF ENGINEERING AND ARCHITECTURE OF GAZI UNIVERSITY , cilt.37, sa.1, ss.485-495, 2022 (SCI-Expanded)

A Feature Selection Method via Graph Embedding and Global Sensitivity Analysis

Taşkın Kaya G.

IEEE Geoscience and Remote Sensing Letters , cilt.19, 2022 (SCI-Expanded)

Graph Embedding via High Dimensional Model Representation for Hyperspectral Images

Taşkın Kaya G., Camps-Valls G.

IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING , cilt.60, 2022 (SCI-Expanded)

An Adaptive Affinity Matrix Optimization for Locality Preserving Projection via Heuristic Methods for Hyperspectral Image Analysis

Taşkın Kaya G., Ceylan O.

IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING , cilt.12, sa.12, ss.4690-4697, 2019 (SCI-Expanded)

An Out-of-Sample Extension to Manifold Learning via Meta-Modeling

Taşkın Kaya G., Crawford M. M.

IEEE TRANSACTIONS ON IMAGE PROCESSING , cilt.28, sa.10, ss.5227-5237, 2019 (SCI-Expanded)

Selection of PolSAR Observables for Crop Biophysical Variable Estimation With Global Sensitivity Analysis

Erten E., Taşkın Kaya G., Lopez-Sanchez J. M.

IEEE GEOSCIENCE AND REMOTE SENSING LETTERS , cilt.16, sa.5, ss.766-770, 2019 (SCI-Expanded)

Feature Selection Based on High Dimensional Model Representation for Hyperspectral Images

Taşkın Kaya G., Kaya H., Bruzzone L.

IEEE TRANSACTİONS ON IMAGE PROCESSİNG , cilt.26, sa.6, ss.2918-2928, 2017 (SCI-Expanded)

The Second GRSS Turkey Chapter Summer School [Chapters]

Taşkın Kaya G., Erten E., Ertürk A., Taşdemir K.

IEEE GEOSCİENCE AND REMOTE SENSİNG MAGAZİNE , cilt.4, sa.3, ss.76-78, 2016 (SCI-Expanded)

The Second GRSS Turkey Chapter Summer School

Erten E., Taskin G., ERTÜRK A., TAŞDEMİR K.

IEEE GEOSCIENCE AND REMOTE SENSING MAGAZINE , cilt.4, sa.3, ss.76-78, 2016 (SCI-Expanded)

Paddy-Rice Phenology Classification Based on Machine-Learning Methods Using Multitemporal Co-Polar X-Band SAR Images

Kucuk C., TASKIN G., Erten E.

IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING , cilt.9, sa.6, ss.2509-2519, 2016 (SCI-Expanded)

Earthquake-induced damage classification from postearthquake satellite image using spectral and spatial features with support vector selection and adaptation

Taskin G., Ersoy O. K., Kamaşak M. E.

JOURNAL OF APPLIED REMOTE SENSING , cilt.9, 2015 (SCI-Expanded)

A Hybrid Model for Classification of Remote Sensing Images With Linear SVM and Support Vector Selection and Adaptation

Kaya G.

IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING , cilt.6, sa.4, ss.1988-1997, 2013 (SCI-Expanded)

Diğer Dergilerde Yayınlanan Makaleler

Manifold Öğrenme Yöntemleri ile Hiperspektral Verilerin Sınıflandırmasında Karşılaşılan Zorluklar ve Çözüm Yöntemleri

TAŞKIN KAYA G.

Harita Dergisi , 2018 (Hakemli Dergi)

Relations Between the Matrix Algebraic Factorized Type Solutions at Different Singular Points for Generalized Hypergeometric Functions of Type p 1Fp

METİN D., TAŞKIN KAYA G.

Applied Numerical Analysis Computational Mathematics , cilt.2, sa.2, ss.227-237, 2005 (Hakemli Dergi)

Hakemli Kongre / Sempozyum Bildiri Kitaplarında Yer Alan Yayınlar

Evaluation of Modern Deep Learning Architectures in Remote Sensing Scene Classification

Taskin G., Kaya H.

10th International Conference on Recent Advances in Air and Space Technologies, RAST 2023, İstanbul, Türkiye, 7 - 09 Haziran 2023

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

Çelik M. F., Serkan Isik M., Erten E., Taskin G.

2023 IEEE International Geoscience and Remote Sensing Symposium, IGARSS 2023, California, Amerika Birleşik Devletleri, 16 - 21 Temmuz 2023, cilt.2023-July, ss.3542-3545

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

DEĞER Z., TAŞKIN KAYA G.

12th US National Conference on Earthquake Engineering, Salt Lake City, Amerika Birleşik Devletleri, 27 Haziran - 01 Temmuz 2022

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

Taşkın Kaya G., ERTÜRK A.

2022 IEEE Mediterranean and Middle-East Geoscience and Remote Sensing Symposium, M2GARSS 2022, Virtual, Online, Türkiye, 7 - 09 Mart 2022, ss.37-40

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

Taşkın Kaya G.

2022 IEEE International Geoscience and Remote Sensing Symposium, IGARSS 2022, Kuala-Lumpur, Malezya, 17 - 22 Temmuz 2022, cilt.2022-July, ss.3592-3595

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

Topaloğlu B., TAŞKIN KAYA G., SÜTCÜ F., DEĞER Z.

6th International Earthquake Engineering and Seismology Conference – 6ICEES, Kocaeli, Türkiye, 13 Ekim 2021

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

DEĞER Z., TAŞKIN KAYA G.

EERI Annual Meeting 2021, Amerika Birleşik Devletleri, 23 - 25 Mart 2021

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

CEYLAN O., TAŞKIN KAYA G.

2019 27th Signal Processing and Communications Applications Conference (SIU), Sivas, Turkey, Türkiye, 24 - 26 Nisan 2019

GRAPH OPTIMIZED LOCALITY PRESERVING PROJECTION VIA HEURISTIC OPTIMIZATION ALGORITHMS

CEYLAN O., TAŞKIN KAYA G.

IEEE Geoscience and Remote Sensing Symposium, 28 Temmuz - 02 Ağustos 2019

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

Alatas E. O., TAŞKIN KAYA G.

IGARSS 2019 - 2019 IEEE International Geoscience and Remote Sensing Symposium, Yokohama, Japan, 28 Temmuz - 02 Ağustos 2019

Multi-Output Regressions For Estimating Canola Biophysical Parameters From PolSAR Data

Şahin Z. M., ERTEN E., TAŞKIN KAYA G.

2019 8th International Conference on Agro-Geoinformatics (Agro-Geoinformatics), Istanbul, Turkey, 16 - 19 Temmuz 2019

Detection of Shallow Water Area with Machine Learning Algorithms

YAĞMUR N., TAŞKIN KAYA G., MUSAOĞLU N.

ISPRS GEOSPATIAL WEEK, 10 - 14 Haziran 2019

COMPARISON OF OBJECT BASED MACHINE LEARNING CLASSIFICATIONS OF PLANETSCOPE AND WORLDVIEW-3 SATELLITE IMAGES FOR LAND USE / COVER

Tuzcu A., Taşkın Kaya G., Musaoğlu N.

ISPRS Geospatial Week 2019, Enschede, Hollanda, 10 Haziran - 14 Temmuz 2019, ss.1887-1892

GLOBAL SENSITIVITY ANALYSIS OF POLARIMETRIC DATA TO RETRIEVE BIOPHYSICAL PARAMETERS OF CANOLA AND BARLEY CROPS

Erten E., Taskin G., Lopez-Sanchez J. M.

38th IEEE International Geoscience and Remote Sensing Symposium (IGARSS), Valencia, İspanya, 22 - 27 Temmuz 2018, ss.3836-3839

ACTIVE MANIFOLD LEARNING FOR HYPERSPECTRAL IMAGE CLASSIFICATION

Zhang Z., Taşkın Kaya G., Crawford M. M.

38th IEEE International Geoscience and Remote Sensing Symposium (IGARSS), Valencia, İspanya, 22 - 27 Temmuz 2018, ss.2587-2590

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

Şahin Z. M., ERTEN E., MUSAOĞLU N., CANBAY D. E., TAŞKIN KAYA G.

2018 26th Signal Processing and Communications Applications Conference (SIU), İzmir, Türkiye, 2 - 05 Mayıs 2018

EXTENDING OUT-OF-SAMPLE MANIFOLD LEARNING VIA META-MODELLING TECHNIQUES

Taşkın Kaya G., Crawford M.

IEEE International Geoscience and Remote Sensing Symposium (IGARSS), Texas, Amerika Birleşik Devletleri, 23 - 28 Temmuz 2017, ss.562-565

A COMPARISON OF DIFFERENTIAL EVOLUTION AND HARMONY SEARCH METHODS FOR SVM MODEL SELECTION IN HYPERSPECTRAL IMAGE CLASSIFICATION

Ceylan O., Taskin G.

36th IEEE International Geoscience and Remote Sensing Symposium (IGARSS), Beijing, Çin, 10 - 15 Temmuz 2016, ss.485-488

A COMPREHENSIVE EVALUATION OF FEATURE SELECTION ALGORITHMS IN HYPERSPECTRAL IMAGE CLASSIFICATION

Vijouyeh H. G., Taskin G.

36th IEEE International Geoscience and Remote Sensing Symposium (IGARSS), Beijing, Çin, 10 - 15 Temmuz 2016, ss.489-492

SVM Parameter Selection Based on Harmony Search with an Application to Hyperspectral Image Classification

Ceylan O., Taşkın Kaya G.

24th Signal Processing and Communication Application Conference (SIU), Zonguldak, Türkiye, 16 - 19 Mayıs 2016, ss.657-660

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

Taşkın Kaya G.

22nd SPIE Conference on Algorithms and Technologies for Multispectral, Hyperspectral, and Ultraspectral Imagery XXII, Maryland, Amerika Birleşik Devletleri, 18 - 21 Nisan 2016, cilt.9840 Sürdürülebilir Kalkınma

SVM Model Selection by High Dimensional Model Representation

KAYA H., TAŞKIN KAYA G., OKAN K E.

IEEE International Geosciences andRemote Sensing Symposium (IGARSS’13), 21 - 26 Temmuz 2013

Approximation Scheme for Multivariate Hypersurface Fitting Problems

TAŞKIN KAYA G., SAYGIN H., Metin D.

International Symposium on GeographicInformation Systems, İstanbul, Türkiye, 23 - 26 Eylül 2002

Least Squares Curve Fitting via High Dimensional Model Representation for Digitial Elevation Model

TAŞKIN KAYA G., SAYGIN H., Metin D., YANALAK M.

International Symposium on Geographic Information Systems, İstanbul, Türkiye, 23 - 26 Eylül 2002

Change detection in very high resolution imagery based on dynamic time warping An implementation for Haiti earthquake damage assessment

TAŞKIN KAYA G., Huseyin K., Okan K E.

2011 6th International Workshop on the Analysis of Multi-temporal Remote Sensing Images (Multi-Temp), Trento, Italy, 12 - 14 Temmuz 2011, ss.13-16

Spectral and spatial classification of earthquake images by support vector selection and adaptation

TAŞKIN KAYA G., Okan K E., KAMAŞAK M. E.

2010 International Conference of Soft Computing and Pattern Recognition, Cergy-Pontoise, France, Fransa, 7 - 10 Aralık 2010, cilt.194

Random Data Partitioning via Generalized High Dimensional Model Representation for Digital Elevation Models by Using Cubic Spline Interpolation

TAŞKIN KAYA G., Metin D.

International Conference of Numerical Analysis and AppliedMathematics (ICNAAM 2005), 16 - 18 Eylül 2005

Support Vector Selection and Adaptation

TAŞKIN KAYA G., Ersoy O. K., KAMAŞAK M. E.

International Symposium on Innovations in IntelligentSystems and Applications, 29 Haziran - 01 Temmuz 2009

Relations Between the Matrix Algebraic Factorized Type Solutions at Different Singular Points for Generalized Hypergeometric Functions of Type p 1Fp

Metin D., TAŞKIN KAYA G.

International Conference of Numerical Analysis and AppliedMathematics (ICNAAM 2004), Chalkis, Yunanistan, 10 - 14 Eylül 2004

Kitap & Kitap Bölümleri

A Review on Multi-temporal Earthquake Damage Assessment Using Satellite Images

TAŞKIN KAYA G., ERTEN E., Alataş E. O.

Change Detection and Image Time Series Analysis 2: Supervised Methods, Abdourrahmane M. atto, Francesca Bovolo, Lorenzo Bruzzone, Editör, WILEY, ss.155-205, 2021

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Atıf (WoS)

H-İndeks (WoS)

Atıf (Scopus)

114

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BM Sürdürülebilir Kalkınma Amaçları

Yayınlar & Eserler

SCI, SSCI ve AHCI İndekslerine Giren Dergilerde Yayınlanan Makaleler

Diğer Dergilerde Yayınlanan Makaleler

Hakemli Kongre / Sempozyum Bildiri Kitaplarında Yer Alan Yayınlar

Kitap & Kitap Bölümleri

Metrikler

Yayın

Atıf (WoS)

H-İndeks (WoS)

Atıf (Scopus)

H-İndeks (Scopus)

Proje

Açık Erişim