Rafal Zdunek

Orcid: 0000-0003-3323-6717

According to our database1, Rafal Zdunek authored at least 87 papers between 2004 and 2024.

Collaborative distances:
  • Dijkstra number2 of five.
  • Erdős number3 of four.

Timeline

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Bibliography

2024
Bearing Damage Detection With Orthogonal and Nonnegative Low-Rank Feature Extraction.
IEEE Trans. Ind. Informatics, February, 2024

Reduced storage direct tensor ring decomposition for convolutional neural networks compression.
CoRR, 2024

2023
Bi-level algorithm for optimizing hyperparameters in penalized nonnegative matrix factorization.
Appl. Math. Comput., November, 2023

Compressing convolutional neural networks with hierarchical Tucker-2 decomposition.
Appl. Soft Comput., 2023

Non-Negative Matrix Underapproximation as Optimal Frequency Band Selector.
Proceedings of the 49th Annual Conference of the IEEE Industrial Electronics Society, 2023

Tensor Train Subspace Analysis for Classification of Hand Gestures with Surface EMG Signals.
Proceedings of the Computational Science - ICCS 2023, 2023

2022
Incremental Nonnegative Tucker Decomposition with Block-Coordinate Descent and Recursive Approaches.
Symmetry, 2022

Bi-level Optimization for hyperparameters in Nonnegative Matrix Factorizations.
CoRR, 2022

Hybrid texture synthesis and interpolated structure image completion.
Proceedings of the Knowledge-Based and Intelligent Information & Engineering Systems: Proceedings of the 26th International Conference KES-2022, 2022

Nested compression of convolutional neural networks with Tucker-2 decomposition.
Proceedings of the International Joint Conference on Neural Networks, 2022

Convolutional Neural Network Compression via Tensor-Train Decomposition on Permuted Weight Tensor with Automatic Rank Determination.
Proceedings of the Computational Science - ICCS 2022, 2022

2021
Image completion with approximate convex hull tensor decomposition.
Signal Process. Image Commun., 2021

On-Off Scheduling for Electric Vehicle Charging in Two-Links Charging Stations Using Binary Optimization Approaches.
Sensors, 2021

Fast hierarchical tucker decomposition with single-mode preservation and tensor subspace analysis for feature extraction from augmented multimodal data.
Neurocomputing, 2021

2020
Classification of Copper Minerals by Handheld Laser-Induced Breakdown Spectroscopy and Nonnegative Tensor Factorisation.
Sensors, 2020

Trust-Region Strategy with Cauchy Point for Nonnegative Tensor Factorization with Beta-Divergence.
Proceedings of the Intelligent Decision Technologies, 2020

2019
Fast Recursive Nonnegative Standard and Hierarchical Tucker Decomposition.
IEEE Signal Process. Lett., 2019

Linked CP tensor decomposition algorithms for shared and individual feature extraction.
Signal Process. Image Commun., 2019

Recognition of Pharmacological Bi-Heterocyclic Compounds by Using Terahertz Time Domain Spectroscopy and Chemometrics.
Sensors, 2019

Segmented convex-hull algorithms for near-separable NMF and NTF.
Neurocomputing, 2019

Image Completion with Filtered Alternating Least Squares Tucker Decomposition.
Proceedings of the Signal Processing: Algorithms, 2019

Image Completion with Filtered Low-Rank Tensor Train Approximations.
Proceedings of the Advances in Computational Intelligence, 2019

Distributed and Randomized Tensor Train Decomposition for Feature Extraction.
Proceedings of the International Joint Conference on Neural Networks, 2019

Nonnegatively Constrained Tensor Network for Classification Problems.
Proceedings of the Eleventh International Conference on Ubiquitous and Future Networks, 2019

2018
Distributed geometric nonnegative matrix factorization and hierarchical alternating least squares-based nonnegative tensor factorization with the MapReduce paradigm.
Concurr. Comput. Pract. Exp., 2018

Randomized Nonnegative Tensor Factorization for Feature Extraction from High-dimensional Signals.
Proceedings of the 25th International Conference on Systems, Signals and Image Processing, 2018

Feature-Fusion HALS-based Algorithm for Linked CP Decomposition Model in Application to Joint EMG/MMG Signal Classification.
Proceedings of the 24th International Conference on Pattern Recognition, 2018

Image Completion with Smooth Nonnegative Matrix Factorization.
Proceedings of the Artificial Intelligence and Soft Computing, 2018

Distributed Nonnegative Matrix Factorization with HALS Algorithm on Apache Spark.
Proceedings of the Artificial Intelligence and Soft Computing, 2018

Image Completion with Nonnegative Matrix Factorization Under Separability Assumption.
Proceedings of the Latent Variable Analysis and Signal Separation, 2018

2017
XRAY Algorithm for Separable Nonnegative Tensor Factorization.
Proceedings of the Advances in Computational Intelligence, 2017

Modified HALS Algorithm for Image Completion and Recommendation System.
Proceedings of the Information Systems Architecture and Technology: Proceedings of 38th International Conference on Information Systems Architecture and Technology - ISAT 2017, 2017

Distributed Nonnegative Matrix Factorization with HALS Algorithm on MapReduce.
Proceedings of the Algorithms and Architectures for Parallel Processing, 2017

2016
Automatic tuning of hyperparameters for NMF-based face recognition system.
Proceedings of the Signal Processing: Algorithms, 2016

Extraction of Dynamic Nonnegative Features from Multidimensional Nonstationary Signals.
Proceedings of the Data Mining and Big Data, First International Conference, 2016

2015
Smooth nonnegative matrix and tensor factorizations for robust multi-way data analysis.
Signal Process., 2015

Convex Nonnegative Matrix Factorization with Rank-1 Update for Clustering.
Proceedings of the Artificial Intelligence and Soft Computing, 2015

2014
Regularized nonnegative matrix factorization: Geometrical interpretation and application to spectral unmixing.
Int. J. Appl. Math. Comput. Sci., 2014

Alternating direction method for approximating smooth feature vectors in Nonnegative Matrix Factorization.
Proceedings of the IEEE International Workshop on Machine Learning for Signal Processing, 2014

Row-Action Projections for Nonnegative Matrix Factorization.
Proceedings of the Artificial Neural Networks and Machine Learning - ICANN 2014, 2014

B-Spline Smoothing of Feature Vectors in Nonnegative Matrix Factorization.
Proceedings of the Artificial Intelligence and Soft Computing, 2014

2013
Improved Convolutive and Under-Determined Blind Audio Source Separation with MRF Smoothing.
Cogn. Comput., 2013

From basis components to complex structural patterns.
Proceedings of the IEEE International Conference on Acoustics, 2013

GNMF with Newton-Based Methods.
Proceedings of the Artificial Neural Networks and Machine Learning - ICANN 2013, 2013

2012
Approximation of Feature Vectors in Nonnegative Matrix Factorization with Gaussian Radial Basis Functions.
Proceedings of the Neural Information Processing - 19th International Conference, 2012

Spectral Signal Unmixing with Interior-Point Nonnegative Matrix Factorization.
Proceedings of the Artificial Neural Networks and Machine Learning - ICANN 2012, 2012

Initialization of Nonnegative Matrix Factorization with Vertices of Convex Polytope.
Proceedings of the Artificial Intelligence and Soft Computing, 2012

Nesterov's Iterations for NMF-Based Supervised Classification of Texture Patterns.
Proceedings of the Latent Variable Analysis and Signal Separation, 2012

Trust-Region Algorithm for Nonnegative Matrix Factorization with Alpha- and Beta-divergences.
Proceedings of the Pattern Recognition, 2012

2011
Regularized NNLS Algorithms for Nonnegative Matrix Factorization with Application to Text Document Clustering.
Proceedings of the Computer Recognition Systems 4, 2011

Symmetric Nonnegative Matrix Factorization: Algorithms and Applications to Probabilistic Clustering.
IEEE Trans. Neural Networks, 2011

Convolutive Nonnegative Matrix Factorization with Markov Random Field Smoothing for Blind Unmixing of Multichannel Speech Recordings.
Proceedings of the Advances in Nonlinear Speech Processing, 2011

Regularized Active Set Least Squares Algorithm for Nonnegative Matrix Factorization in Application to Raman Spectra Separation.
Proceedings of the Advances in Computational Intelligence, 2011

Uni-orthogonal Nonnegative Tucker Decomposition for Supervised Image Classification.
Proceedings of the Image Analysis and Processing - ICIAP 2011, 2011

2010
Damped Newton Iterations for Nonnegative Matrix Factorization.
Aust. J. Intell. Inf. Process. Syst., 2010

Novel Alternating Least Squares Algorithm for Nonnegative Matrix and Tensor Factorizations.
Proceedings of the Neural Information Processing. Theory and Algorithms, 2010

UMTS Base Station Location Planning with Invasive Weed Optimization.
Proceedings of the Artifical Intelligence and Soft Computing, 2010

Sequential Coordinate-Wise DNMF for Face Recognition.
Proceedings of the Artificial Intelligence and Soft Computing, 2010

2009
Improved FOCUSS Method With Conjugate Gradient Iterations.
IEEE Trans. Signal Process., 2009

Nonnegative Matrix and Tensor Factorizations - Applications to Exploratory Multi-way Data Analysis and Blind Source Separation.
Wiley, ISBN: 978-0-470-74727-8, 2009

2008
Improved M-FOCUSS Algorithm With Overlapping Blocks for Locally Smooth Sparse Signals.
IEEE Trans. Signal Process., 2008

On image reconstruction algorithms for binary electromagnetic geotomography.
Theor. Comput. Sci., 2008

Nonnegative Matrix and Tensor Factorization [Lecture Notes].
IEEE Signal Process. Mag., 2008

Nonnegative matrix factorization with quadratic programming.
Neurocomputing, 2008

Fast Nonnegative Matrix Factorization Algorithms Using Projected Gradient Approaches for Large-Scale Problems.
Comput. Intell. Neurosci., 2008

Advances in Nonnegative Matrix and Tensor Factorization.
Comput. Intell. Neurosci., 2008

CG-M-FOCUSS and Its Application to Distributed Compressed Sensing.
Proceedings of the Advances in Neural Networks, 2008

Tomographic image reconstruction from limited-view projections with Wiener filtered focuss algorithm.
Proceedings of the 2008 IEEE International Symposium on Biomedical Imaging: From Nano to Macro, 2008

Nonnegative Tensor Factorization with Smoothness Constraints.
Proceedings of the Advanced Intelligent Computing Theories and Applications. With Aspects of Theoretical and Methodological Issues, 2008

Data Clustering with Semi-binary Nonnegative Matrix Factorization.
Proceedings of the Artificial Intelligence and Soft Computing, 2008

2007
Nonnegative matrix factorization with constrained second-order optimization.
Signal Process., 2007

Multilayer Nonnegative Matrix Factorization Using Projected Gradient Approaches.
Int. J. Neural Syst., 2007

Regularized Alternating Least Squares Algorithms for Non-negative Matrix/Tensor Factorization.
Proceedings of the Advances in Neural Networks, 2007

Blind Image Separation Using Nonnegative Matrix Factorization with Gibbs Smoothing.
Proceedings of the Neural Information Processing, 14th International Conference, 2007

Flexible Component Analysis for Sparse, Smooth, Nonnegative Coding or Representation.
Proceedings of the Neural Information Processing, 14th International Conference, 2007

Sparse Super Symmetric Tensor Factorization.
Proceedings of the Neural Information Processing, 14th International Conference, 2007

Non-Negative Tensor Factorization using Alpha and Beta Divergences.
Proceedings of the IEEE International Conference on Acoustics, 2007

Novel Multi-layer Non-negative Tensor Factorization with Sparsity Constraints.
Proceedings of the Adaptive and Natural Computing Algorithms, 8th International Conference, 2007

Hierarchical ALS Algorithms for Nonnegative Matrix and 3D Tensor Factorization.
Proceedings of the Independent Component Analysis and Signal Separation, 2007

2006
Improved Modeling of Highly Loaded UMTS Network with Nonnegative Constraints.
Proceedings of the IEEE 17th International Symposium on Personal, 2006

New Algorithms for Non-Negative Matrix Factorization in Applications to Blind Source Separation.
Proceedings of the 2006 IEEE International Conference on Acoustics Speech and Signal Processing, 2006

Non-negative Matrix Factorization with Quasi-Newton Optimization.
Proceedings of the Artificial Intelligence and Soft Computing, 2006

Extended SMART Algorithms for Non-negative Matrix Factorization .
Proceedings of the Artificial Intelligence and Soft Computing, 2006

Csiszár's Divergences for Non-negative Matrix Factorization: Family of New Algorithms.
Proceedings of the Independent Component Analysis and Blind Signal Separation, 2006

2005
Detection of Subsurface Bubbles with Discrete Electromagnetic Geotomography.
Electron. Notes Discret. Math., 2005

Application of linear solvers to UMTS network optimization without and with smart antennas.
Proceedings of the IEEE 16th International Symposium on Personal, 2005

2004
Kaczmarz extended algorithm for tomographic image reconstruction from limited-data.
Math. Comput. Simul., 2004


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