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Elif Vural

E-mail
velif@metu.edu.tr
Department
Department of Electrical and Electronics Engineering
Scopus Author ID
Mask Combination of Multi-Layer Graphs for Global Structure Inference
Bayram, Eda; Thanou, Dorina; Vural, Elif; Frossard, Pascal (2020-01-01)
Structure inference is an important task for network data processing and analysis in data science. In recent years, quite a few approaches have been developed to learn the graph structure underlying a set of observations c...
Multi-Modal Learning With Generalizable Nonlinear Dimensionality Reduction
KAYA, SEMİH; Vural, Elif (2019-08-26)
Cross-modal Representation Learning with Nonlinear Dimensionality Reduction
KAYA, SEMİH; Vural, Elif (2019-08-22)
Domain Adaptation on Graphs via Frequency Analysis
Pilancı, Mehmet; Vural, Elif (2019-08-22)
Domain Adaptation with Nonparametric Projections
Vural, Elif (2019-08-22)
Nonlinear supervised dimensionality reduction via smooth regular embeddings
Ornek, Cem; Vural, Elif (2019-03-01)
The recovery of the intrinsic geometric structures of data collections is an important problem in data analysis. Supervised extensions of several manifold learning approaches have been proposed in the recent years. Meanwhi...
Domain adaptation on graphs by learning graph topologies: theoretical analysis and an algorithm
Vural, Elif (The Scientific and Technological Research Council of Turkey, 2019-01-01)
Traditional machine learning algorithms assume that the training and test data have the same distribution, while this assumption does not necessarily hold in real applications. Domain adaptation methods take into account t...
GENERALIZATION BOUNDS FOR DOMAIN ADAPTATION VIA DOMAIN TRANSFORMATIONS
Vural, Elif (2018-09-20)
GENERALIZABLE SUPERVISED MANIFOLD LEARNING VIA LIPSCHITZ CONTINUOUS INTERPOLATORS
Ornek, Cem; Vural, Elif (2018-09-20)
Many supervised dimensionality reduction methods have been proposed in the recent years. Linear manifold learning methods often have limited flexibility in learning effective representations, whereas nonlinear methods main...
Analysis of Airborne LiDAR Point Clouds With Spectral Graph Filtering
Bayram, Eda; Frossard, Pascal; Vural, Elif; Alatan, Abdullah Aydın (Institute of Electrical and Electronics Engineers (IEEE), 2018-08-01)
Separation of ground and nonground measurements is an essential task in the analysis of light detection and ranging (LiDAR) point clouds; however, it is challenge to implement a LiDAR filtering algorithm that integrates th...