Rafal Zdunek

Publication Activity (10 Years)

Years Active: 2004-2024
Publications (10 Years): 37

Top Topics

Convolutional Neural Network

Nonnegative Matrix Factorization

Top Venues

Publications

Mateusz Gabor, Rafal Zdunek, Radoslaw Zimroz, Agnieszka Wylomanska
Bearing Damage Detection With Orthogonal and Nonnegative Low-Rank Feature Extraction. IEEE Trans. Ind. Informatics 20 (2) (2024)
Mateusz Gabor, Rafal Zdunek
Reduced storage direct tensor ring decomposition for convolutional neural networks compression. CoRR (2024)
Mateusz Gabor, Rafal Zdunek
Compressing convolutional neural networks with hierarchical Tucker-2 decomposition. Appl. Soft Comput. 132 (2023)
Nicoletta Del Buono, Flavia Esposito, Laura Selicato, Rafal Zdunek
Bi-level algorithm for optimizing hyperparameters in penalized nonnegative matrix factorization. Appl. Math. Comput. 457 (2023)
Mateusz Gabor, Rafal Zdunek, Radoslaw Zimroz, Agnieszka Wylomanska
Non-Negative Matrix Underapproximation as Optimal Frequency Band Selector. IECON (2023)
Rafal Zdunek
Tensor Train Subspace Analysis for Classification of Hand Gestures with Surface EMG Signals. ICCS (2) (2023)
Rafal Zdunek, Mateusz Gabor
Nested compression of convolutional neural networks with Tucker-2 decomposition. IJCNN (2022)
Rafal Zdunek, Krzysztof Fonal
Incremental Nonnegative Tucker Decomposition with Block-Coordinate Descent and Recursive Approaches. Symmetry 14 (1) (2022)
Rafal Zdunek
Hybrid texture synthesis and interpolated structure image completion. KES (2022)
Mateusz Gabor, Rafal Zdunek
Convolutional Neural Network Compression via Tensor-Train Decomposition on Permuted Weight Tensor with Automatic Rank Determination. ICCS (3) (2022)
Nicoletta Del Buono, Flavia Esposito, Laura Selicato, Rafal Zdunek
Bi-level Optimization for hyperparameters in Nonnegative Matrix Factorizations. CoRR (2022)
Krzysztof Fonal, Rafal Zdunek
Fast hierarchical tucker decomposition with single-mode preservation and tensor subspace analysis for feature extraction from augmented multimodal data. Neurocomputing 445 (2021)
Rafal Zdunek, Andrzej Grobelny, Jerzy Witkowski, Radoslaw Igor Gnot
On-Off Scheduling for Electric Vehicle Charging in Two-Links Charging Stations Using Binary Optimization Approaches. Sensors 21 (21) (2021)
Rafal Zdunek, Tomasz Sadowski
Image completion with approximate convex hull tensor decomposition. Signal Process. Image Commun. 95 (2021)
Rafal Zdunek, Krzysztof Fonal
Trust-Region Strategy with Cauchy Point for Nonnegative Tensor Factorization with Beta-Divergence. KES-IDT (2020)
Michal Wójcik, Pia Brinkmann, Rafal Zdunek, Daniel Riebe, Toralf Beitz, Sven Merk, Katarzyna Cieslik, David Mory, Arkadiusz Antonczak
Classification of Copper Minerals by Handheld Laser-Induced Breakdown Spectroscopy and Nonnegative Tensor Factorisation. Sensors 20 (18) (2020)
Rafal Zdunek, Tomasz Sadowski
Segmented convex-hull algorithms for near-separable NMF and NTF. Neurocomputing 331 (2019)
Rafal Zdunek, Krzysztof Fonal, Tomasz Sadowski
Image Completion with Filtered Low-Rank Tensor Train Approximations. IWANN (2) (2019)
Tomasz Sadowski, Rafal Zdunek
Image Completion with Filtered Alternating Least Squares Tucker Decomposition. SPA (2019)
Rafal Zdunek, Krzysztof Fonal, Andrzej Wolczowski
Linked CP tensor decomposition algorithms for shared and individual feature extraction. Signal Process. Image Commun. 73 (2019)
Krzysztof Fonal, Rafal Zdunek
Fast Recursive Nonnegative Standard and Hierarchical Tucker Decomposition. IEEE Signal Process. Lett. 26 (9) (2019)
Maciej Roman Nowak, Rafal Zdunek, Edward Plinski, Piotr Swiatek, Malgorzata Strzelecka, Wieslaw Malinka, Stanislawa Plinska
Recognition of Pharmacological Bi-Heterocyclic Compounds by Using Terahertz Time Domain Spectroscopy and Chemometrics. Sensors 19 (15) (2019)
Krzysztof Fonal, Rafal Zdunek
Distributed and Randomized Tensor Train Decomposition for Feature Extraction. IJCNN (2019)
Rafal Zdunek, Krzysztof Fonal
Nonnegatively Constrained Tensor Network for Classification Problems. ICUFN (2019)
Krzysztof Fonal, Rafal Zdunek
Distributed Nonnegative Matrix Factorization with HALS Algorithm on Apache Spark. ICAISC (2) (2018)
Tomasz Sadowski, Rafal Zdunek
Image Completion with Nonnegative Matrix Factorization Under Separability Assumption. LVA/ICA (2018)
Tomasz Sadowski, Rafal Zdunek
Image Completion with Smooth Nonnegative Matrix Factorization. ICAISC (2) (2018)
Rafal Zdunek, Krzysztof Fonal
Distributed geometric nonnegative matrix factorization and hierarchical alternating least squares-based nonnegative tensor factorization with the MapReduce paradigm. Concurr. Comput. Pract. Exp. 30 (17) (2018)
Rafal Zdunek, Krzysztof Fonal
Randomized Nonnegative Tensor Factorization for Feature Extraction from High-dimensional Signals. IWSSIP (2018)
Krzysztof Fonal, Rafal Zdunek, Andrzej Wolczowski
Feature-Fusion HALS-based Algorithm for Linked CP Decomposition Model in Application to Joint EMG/MMG Signal Classification. ICPR (2018)
Rafal Zdunek, Krzysztof Fonal
Distributed Nonnegative Matrix Factorization with HALS Algorithm on MapReduce. ICA3PP (2017)
Rafal Zdunek, Tomasz Sadowski
XRAY Algorithm for Separable Nonnegative Tensor Factorization. IWANN (2) (2017)
Tomasz Sadowski, Rafal Zdunek
Modified HALS Algorithm for Image Completion and Recommendation System. ISAT (2) (2017)
Rafal Zdunek, Michalina Kotyla
Extraction of Dynamic Nonnegative Features from Multidimensional Nonstationary Signals. DMBD (2016)
Szymon Drgas, Rafal Zdunek
Automatic tuning of hyperparameters for NMF-based face recognition system. SPA (2016)
Rafal Zdunek
Convex Nonnegative Matrix Factorization with Rank-1 Update for Clustering. ICAISC (2015)
Tatsuya Yokota, Rafal Zdunek, Andrzej Cichocki, Yukihiko Yamashita
Smooth nonnegative matrix and tensor factorizations for robust multi-way data analysis. Signal Process. 113 (2015)
Rafal Zdunek
Regularized nonnegative matrix factorization: Geometrical interpretation and application to spectral unmixing. Int. J. Appl. Math. Comput. Sci. 24 (2) (2014)
Rafal Zdunek, Andrzej Cichocki, Tatsuya Yokota
B-Spline Smoothing of Feature Vectors in Nonnegative Matrix Factorization. ICAISC (2) (2014)
Rafal Zdunek
Alternating direction method for approximating smooth feature vectors in Nonnegative Matrix Factorization. MLSP (2014)
Rafal Zdunek
Row-Action Projections for Nonnegative Matrix Factorization. ICANN (2014)
Rafal Zdunek, Anh Huy Phan, Andrzej Cichocki
GNMF with Newton-Based Methods. ICANN (2013)
Rafal Zdunek
Improved Convolutive and Under-Determined Blind Audio Source Separation with MRF Smoothing. Cogn. Comput. 5 (4) (2013)
Anh Huy Phan, Andrzej Cichocki, Petr Tichavský, Rafal Zdunek, Sidney R. Lehky
From basis components to complex structural patterns. ICASSP (2013)
Rafal Zdunek
Initialization of Nonnegative Matrix Factorization with Vertices of Convex Polytope. ICAISC (1) (2012)
Rafal Zdunek, Zhaoshui He
Nesterov's Iterations for NMF-Based Supervised Classification of Texture Patterns. LVA/ICA (2012)
Rafal Zdunek
Trust-Region Algorithm for Nonnegative Matrix Factorization with Alpha- and Beta-divergences. DAGM/OAGM Symposium (2012)
Rafal Zdunek
Approximation of Feature Vectors in Nonnegative Matrix Factorization with Gaussian Radial Basis Functions. ICONIP (1) (2012)
Rafal Zdunek
Spectral Signal Unmixing with Interior-Point Nonnegative Matrix Factorization. ICANN (1) (2012)
Rafal Zdunek
Uni-orthogonal Nonnegative Tucker Decomposition for Supervised Image Classification. ICIAP (1) (2011)
Rafal Zdunek
Convolutive Nonnegative Matrix Factorization with Markov Random Field Smoothing for Blind Unmixing of Multichannel Speech Recordings. NOLISP (2011)
Zhaoshui He, Shengli Xie, Rafal Zdunek, Guoxu Zhou, Andrzej Cichocki
Symmetric Nonnegative Matrix Factorization: Algorithms and Applications to Probabilistic Clustering. IEEE Trans. Neural Networks 22 (12) (2011)
Rafal Zdunek
Regularized Active Set Least Squares Algorithm for Nonnegative Matrix Factorization in Application to Raman Spectra Separation. IWANN (2) (2011)
Rafal Zdunek, Andrzej Cichocki
Sequential Coordinate-Wise DNMF for Face Recognition. ICAISC (1) (2010)
Rafal Zdunek, Anh Huy Phan, Andrzej Cichocki
Damped Newton Iterations for Nonnegative Matrix Factorization. Aust. J. Intell. Inf. Process. Syst. 12 (1) (2010)
Anh Huy Phan, Andrzej Cichocki, Rafal Zdunek, Thanh Vu Dinh
Novel Alternating Least Squares Algorithm for Nonnegative Matrix and Tensor Factorizations. ICONIP (1) (2010)
Rafal Zdunek, Tomasz Ignor
UMTS Base Station Location Planning with Invasive Weed Optimization. ICAISC (2) (2010)
Zhaoshui He, Andrzej Cichocki, Rafal Zdunek, Shengli Xie
Improved FOCUSS Method With Conjugate Gradient Iterations. IEEE Trans. Signal Process. 57 (1) (2009)
Andrzej Cichocki, Morten Mørup, Paris Smaragdis, Wenwu Wang, Rafal Zdunek
Advances in Nonnegative Matrix and Tensor Factorization. Comput. Intell. Neurosci. 2008 (2008)
Rafal Zdunek, Andrzej Cichocki
Fast Nonnegative Matrix Factorization Algorithms Using Projected Gradient Approaches for Large-Scale Problems. Comput. Intell. Neurosci. 2008 (2008)
Rafal Zdunek, Zhaoshui He, Andrzej Cichocki
Tomographic image reconstruction from limited-view projections with Wiener filtered focuss algorithm. ISBI (2008)
Zhaoshui He, Andrzej Cichocki, Rafal Zdunek, Jianting Cao
CG-M-FOCUSS and Its Application to Distributed Compressed Sensing. ISNN (1) (2008)
Rafal Zdunek, Tomasz M. Rutkowski
Nonnegative Tensor Factorization with Smoothness Constraints. ICIC (1) (2008)
Rafal Zdunek
On image reconstruction algorithms for binary electromagnetic geotomography. Theor. Comput. Sci. 406 (1-2) (2008)
Rafal Zdunek, Andrzej Cichocki
Nonnegative matrix factorization with quadratic programming. Neurocomputing 71 (10-12) (2008)
Rafal Zdunek, Andrzej Cichocki
Improved M-FOCUSS Algorithm With Overlapping Blocks for Locally Smooth Sparse Signals. IEEE Trans. Signal Process. 56 (10-1) (2008)
Andrzej Cichocki, Rafal Zdunek, Shun-ichi Amari
Nonnegative Matrix and Tensor Factorization [Lecture Notes]. IEEE Signal Process. Mag. 25 (1) (2008)
Rafal Zdunek
Data Clustering with Semi-binary Nonnegative Matrix Factorization. ICAISC (2008)
Andrzej Cichocki, Rafal Zdunek, Seungjin Choi, Robert J. Plemmons, Shun-ichi Amari
Non-Negative Tensor Factorization using Alpha and Beta Divergences. ICASSP (3) (2007)
Andrzej Cichocki, Rafal Zdunek
Multilayer Nonnegative Matrix Factorization Using Projected Gradient Approaches. Int. J. Neural Syst. 17 (6) (2007)
Andrzej Cichocki, Marko Jankovic, Rafal Zdunek, Shun-ichi Amari
Sparse Super Symmetric Tensor Factorization. ICONIP (1) (2007)
Andrzej Cichocki, Rafal Zdunek
Regularized Alternating Least Squares Algorithms for Non-negative Matrix/Tensor Factorization. ISNN (3) (2007)
Andrzej Cichocki, Rafal Zdunek, Shun-ichi Amari
Hierarchical ALS Algorithms for Nonnegative Matrix and 3D Tensor Factorization. ICA (2007)
Rafal Zdunek, Andrzej Cichocki
Nonnegative matrix factorization with constrained second-order optimization. Signal Process. 87 (8) (2007)
Andrzej Cichocki, Rafal Zdunek, Seungjin Choi, Robert J. Plemmons, Shun-ichi Amari
Novel Multi-layer Non-negative Tensor Factorization with Sparsity Constraints. ICANNGA (2) (2007)
Rafal Zdunek, Andrzej Cichocki
Blind Image Separation Using Nonnegative Matrix Factorization with Gibbs Smoothing. ICONIP (2) (2007)
Andrzej Cichocki, Anh Huy Phan, Rafal Zdunek, Liqing Zhang
Flexible Component Analysis for Sparse, Smooth, Nonnegative Coding or Representation. ICONIP (1) (2007)
Andrzej Cichocki, Rafal Zdunek, Shun-ichi Amari
Csiszár's Divergences for Non-negative Matrix Factorization: Family of New Algorithms. ICA (2006)
Rafal Zdunek, Andrzej Cichocki
Non-negative Matrix Factorization with Quasi-Newton Optimization. ICAISC (2006)
Rafal Zdunek, Maciej J. Nawrocki
Improved Modeling of Highly Loaded UMTS Network with Nonnegative Constraints. PIMRC (2006)
Andrzej Cichocki, Shun-ichi Amari, Rafal Zdunek, Raul Kompass, Gen Hori, Zhaoshui He
Extended SMART Algorithms for Non-negative Matrix Factorization . ICAISC (2006)
Andrzej Cichocki, Rafal Zdunek, Shun-ichi Amari
New Algorithms for Non-Negative Matrix Factorization in Applications to Blind Source Separation. ICASSP (5) (2006)
Rafal Zdunek, Andrzej Pralat
Detection of Subsurface Bubbles with Discrete Electromagnetic Geotomography. Electron. Notes Discret. Math. 20 (2005)
Rafal Zdunek, Maciej J. Nawrocki, Mischa Dohler, Hamid Aghvami
Application of linear solvers to UMTS network optimization without and with smart antennas. PIMRC (2005)
Constantin Popa, Rafal Zdunek
Kaczmarz extended algorithm for tomographic image reconstruction from limited-data. Math. Comput. Simul. 65 (6) (2004)