Publications & Works

Articles Published in Journals That Entered SCI, SSCI and AHCI Indexes

Learning Multi-Modal Nonlinear Embeddings: Performance Bounds and an Algorithm

IEEE TRANSACTIONS ON IMAGE PROCESSING, vol.30, pp.4384-4394, 2021 (Journal Indexed in SCI) identifier identifier identifier

Domain Adaptation on Graphs by Learning Aligned Graph Bases

IEEE Transactions On Knowledge And Data Engineering, vol.0, pp.1-14, 2020 (Journal Indexed in SCI Expanded)

Mask Combination of Multi-Layer Graphs for Global Structure Inference

IEEE TRANSACTIONS ON SIGNAL AND INFORMATION PROCESSING OVER NETWORKS, vol.6, pp.394-406, 2020 (Journal Indexed in SCI) identifier identifier

Nonlinear supervised dimensionality reduction via smooth regular embeddings

PATTERN RECOGNITION, vol.87, pp.55-66, 2019 (Journal Indexed in SCI) Creative Commons License identifier identifier

Domain adaptation on graphs by learning graph topologies: theoretical analysis and an algorithm

TURKISH JOURNAL OF ELECTRICAL ENGINEERING AND COMPUTER SCIENCES, vol.27, no.3, pp.1619-1635, 2019 (Journal Indexed in SCI) identifier identifier

Analysis of Airborne LiDAR Point Clouds With Spectral Graph Filtering

IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, vol.15, pp.1284-1288, 2018 (Journal Indexed in SCI) Creative Commons License identifier identifier

A Study of the Classification of Low-Dimensional Data with Supervised Manifold Learning

JOURNAL OF MACHINE LEARNING RESEARCH, vol.18, pp.1-55, 2018 (Journal Indexed in SCI) identifier

Out-of-Sample Generalizations for Supervised Manifold Learning for Classification

IEEE TRANSACTIONS ON IMAGE PROCESSING, vol.25, no.3, pp.1410-1424, 2016 (Journal Indexed in SCI) Creative Commons License identifier identifier

Geometry-Aware Neighborhood Search for Learning Local Models for Image Superresolution

IEEE TRANSACTIONS ON IMAGE PROCESSING, vol.25, no.3, pp.1354-1367, 2016 (Journal Indexed in SCI) Creative Commons License identifier identifier

Analysis of Image Registration with Tangent Distance

SIAM JOURNAL ON IMAGING SCIENCES, vol.7, no.4, pp.2860-2915, 2014 (Journal Indexed in SCI) Creative Commons License identifier identifier

Learning Smooth Pattern Transformation Manifolds

IEEE TRANSACTIONS ON IMAGE PROCESSING, vol.22, no.4, pp.1311-1325, 2013 (Journal Indexed in SCI) Creative Commons License identifier identifier identifier

Analysis of Descent-Based Image Registration

SIAM JOURNAL ON IMAGING SCIENCES, vol.6, no.4, pp.2310-2349, 2013 (Journal Indexed in SCI) Creative Commons License identifier identifier

Discretization of Parametrizable Signal Manifolds

IEEE TRANSACTIONS ON IMAGE PROCESSING, vol.20, no.12, pp.3621-3633, 2011 (Journal Indexed in SCI) Creative Commons License identifier identifier identifier

Articles Published in Other Journals

Tangent space estimation for smooth embeddings of Riemannian manifolds

Information and Inference: A Journal of the IMA, vol.2, pp.69-114, 2013 (Refereed Journals of Other Institutions) Creative Commons License identifier

Refereed Congress / Symposium Publications in Proceedings

A Theoretical Analysis of Multi-Modal Representation Learning with Regular Functions

2020 28th Signal Processing and Communications Applications Conference (SIU), Gaziantep, Turkey, 5 - 07 October 2020, pp.1-4

Investigation of Stationarity for Graph Time Series Data Sets

2020 28th Signal Processing and Communications Applications Conference (SIU), 5 - 07 October 2020, pp.1-4

Multi-Modal Learning With Generalizable Nonlinear Dimensionality Reduction

2019 IEEE International Conference on Image Processing (ICIP), Taipei, Taiwan, 22 - 25 September 2019, pp.2139-2143 identifier identifier

Domain Adaptation with Nonparametric Projections

2019 27th Signal Processing and Communications Applications Conference (SIU), Sivas, Turkey, 24 - 26 April 2019, pp.1-4 Creative Commons License identifier

Domain Adaptation on Graphs via Frequency Analysis

2019 27th Signal Processing and Communications Applications Conference (SIU), Sivas, Turkey, 24 - 26 April 2019, pp.1-4 Creative Commons License identifier

Cross-modal Representation Learning with Nonlinear Dimensionality Reduction

2019 27th Signal Processing and Communications Applications Conference (SIU), Sivas, Turkey, 24 - 26 April 2019, pp.1-4 Creative Commons License identifier

Learning Semi-Supervised Nonlinear Embeddings for Domain-Adaptive Pattern Recognition

International Conference on Advanced Technologies, Computer Engineering and Science (ICATCES 2019), Antalya, Alanya, Turkey, 26 - 28 April 2019, pp.295-299 Creative Commons License

GENERALIZATION BOUNDS FOR DOMAIN ADAPTATION VIA DOMAIN TRANSFORMATIONS

IEEE 28th International Workshop on Machine Learning for Signal Processing (MLSP), Aalborg, Denmark, 17 - 20 September 2018 identifier

GENERALIZABLE SUPERVISED MANIFOLD LEARNING VIA LIPSCHITZ CONTINUOUS INTERPOLATORS

IEEE 28th International Workshop on Machine Learning for Signal Processing (MLSP), Aalborg, Denmark, 17 - 20 September 2018 identifier

PROGRESSIVE CLUSTERING OF MANIFOLD-MODELED DATA BASED ON TANGENT SPACE VARIATIONS

27th IEEE International Workshop on Machine Learning for Signal Processing (MLSP), Tokyo, Japan, 25 - 28 September 2017 identifier

A Graph Signal Filtering Based Approach for Detection of Different Edge Typeson Airborne LiDAR Data

Conference on Lidar Technologies, Techniques, and Measurements for Atmospheric Remote Sensing XIII, Warszawa, Poland, 11 - 12 September 2017, vol.10429 identifier identifier

DOMAIN ADAPTATION VIA TRANSFERRING SPECTRAL PROPERTIES OF LABEL FUNCTIONS ON GRAPHS

12th IEEE Image, Video, and Multidimensional Signal Processing Workshop (IVMSP), Bordeaux, France, 11 - 12 July 2016 identifier

A performance study of the tangent distance method in transformation-invariant image classification

2015 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), South Brisbane, Queensland, Australia, Australia, 19 - 24 April 2015, pp.5773-5777 identifier identifier

TRANSFORMATION-INVARIANT DICTIONARY LEARNING FOR CLASSIFICATION WITH 1-SPARSE REPRESENTATIONS

IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Florence, Italy, 4 - 09 May 2014 identifier

Analysis of Hierarchical Image Alignment with Descent Methods

10th International Conference on Sampling Theory and Applications, Bremen, Germany, 1 - 05 July 2013

Tangent Space Estimation Bounds for Smooth Manifolds

10th International Conference on Sampling Theory and Applications, Bremen, Germany, 1 - 05 July 2013

Learning pattern transformation manifolds for classification

2012 19th IEEE International Conference on Image Processing, Orlando, FL, USA, United States Of America, 30 September - 03 October 2012, pp.1165-1168 Creative Commons License identifier identifier

Alignment of uncalibrated images for multi-view classification

2011 18th IEEE International Conference on Image Processing, Brussels, Belgium, Belgium, 11 - 14 September 2011, pp.2365-2368 Creative Commons License identifier

Approximation of pattern transformation manifolds with parametric dictionaries

2011 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Prague, Czech Republic, Czech Republic, 22 - 27 May 2011, pp.977-980 Creative Commons License identifier

Learning Pattern Transformation Manifolds with Parametric Atom Selection

9th International Conference on Sampling Theory and Applications, Singapore, Singapore, 2 - 06 May 2011

Curvature analysis of pattern transformation manifolds

2010 IEEE International Conference on Image Processing, Hong Kong, Hong Kong, Hong Kong, 26 - 29 September 2010, pp.2689-2692 Creative Commons License identifier identifier

Distance-based discretization of parametric signal manifolds

2010 IEEE International Conference on Acoustics, Speech and Signal Processing, Dallas, TX, USA, United States Of America, 14 - 19 March 2010, pp.3574-3577 Creative Commons License identifier identifier

Outlier removal for sparse 3D reconstruction from video

3DTV Conference - True Vision - Capture, Transmission and Display of 3D Video, İstanbul, Turkey, 28 - 30 May 2008, pp.321-324 identifier