Elif Vural

E-mail

velif@metu.edu.tr

Department

Department of Electrical and Electronics Engineering

ORCID

0000-0002-5491-2588

Scopus Author ID

26645193800

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...