Adam Krzyzak
Orcid: 0000-0003-0766-2659Affiliations:
- Concordia University, Montreal, Canada
- Westpomeranian University of Technology (WUT), Szczecin, Poland
According to our database1,
Adam Krzyzak
authored at least 204 papers
between 1983 and 2024.
Collaborative distances:
Collaborative distances:
Awards
IEEE Fellow
IEEE Fellow 2012, "For contributions to nonparametric algorithms and classification systems for machine learning".
Timeline
Legend:
Book In proceedings Article PhD thesis Dataset OtherLinks
Online presence:
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on zbmath.org
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on concordia.ca
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on orcid.org
On csauthors.net:
Bibliography
2024
Signal Image Video Process., February, 2024
2023
Compatible-domain Transfer Learning for Breast Cancer Classification with Limited Annotated Data.
Comput. Biol. Medicine, March, 2023
Invariant Pattern Recognition with Log-Polar Transform and Dual-Tree Complex Wavelet-Fourier Features.
Sensors, 2023
On the rate of convergence of an over-parametrized Transformer classifier learned by gradient descent.
CoRR, 2023
A Robust Preprocessing Method for Measuring Image Visual Quality Using Log-Polar FFT Features.
Proceedings of the Progress in Artificial Intelligence and Pattern Recognition, 2023
Proceedings of the Advanced Intelligent Computing Technology and Applications, 2023
Proceedings of the Advanced Intelligent Computing Technology and Applications, 2023
Learning Shape-Preserving Autoencoder for the Reconstruction of Functional Data from Noisy Observations.
Proceedings of the Computational Science - ICCS 2023, 2023
Learning Bezier-Durrmeyer Type Descriptors for Classifying Curves - Preliminary Studies.
Proceedings of the Artificial Intelligence and Soft Computing, 2023
2022
IEEE Trans. Inf. Theory, 2022
Hyperspectral face recognition with histogram of oriented gradient features and collaborative representation-based classifier.
Multim. Tools Appl., 2022
Noise Robust Illumination Invariant Face Recognition Via Bivariate Wavelet Shrinkage in Logarithm Domain.
J. Artif. Intell. Soft Comput. Res., 2022
Hyperspectral imagery classification with minimum noise fraction, 2D spatial filtering and SVM.
Int. J. Wavelets Multiresolution Inf. Process., 2022
Proceedings of the Structural, Syntactic, and Statistical Pattern Recognition, 2022
A New Preprocessing Method for Measuring Image Visual Quality Robust to Rotation and Spatial Shifts.
Proceedings of the Structural, Syntactic, and Statistical Pattern Recognition, 2022
Proceedings of the Structural, Syntactic, and Statistical Pattern Recognition, 2022
Taking Advantage of Typical Testor Algorithms for Computing Non-reducible Descriptors.
Proceedings of the 11th International Conference on Pattern Recognition Applications and Methods, 2022
Proceedings of the 11th International Conference on Pattern Recognition Applications and Methods, 2022
Analysis of Different Deep Learning Architectures to Learn Generalised Classifier Stacking on Riemannian and Grassmann Manifolds.
Proceedings of the 26th International Conference on Pattern Recognition, 2022
Fast Estimation of Multidimensional Regression Functions by the Parzen Kernel-Based Method.
Proceedings of the Neural Information Processing - 29th International Conference, 2022
Proceedings of the Intelligent Computing Theories and Application, 2022
Proceedings of the 17th International Conference on Control, 2022
Proceedings of the Artificial Intelligence and Soft Computing, 2022
2021
J. Artif. Intell. Soft Comput. Res., 2021
Noise reduction of shot-noise-dominated hyperspectral imagery by combining PCA with existing denoising methods.
Int. J. Wavelets Multiresolution Inf. Process., 2021
Int. J. Wavelets Multiresolution Inf. Process., 2021
Ensemble Learning Using Matrices of Classifier Interactions and Decision Profiles on Riemannian and Grassmann Manifolds.
Int. J. Pattern Recognit. Artif. Intell., 2021
Proceedings of the Knowledge-Based and Intelligent Information & Engineering Systems: Proceedings of the 25th International Conference KES-2021, 2021
Abrupt Change Detection by the Nonparametric Approach Based on Orthogonal Series Estimates.
Proceedings of the Artificial Intelligence and Soft Computing, 2021
2020
J. Artif. Intell. Soft Comput. Res., 2020
On the rate of convergence of a deep recurrent neural network estimate in a regression problem with dependent data.
CoRR, 2020
On the rate of convergence of image classifiers based on convolutional neural networks.
CoRR, 2020
Proceedings of the Pattern Recognition and Artificial Intelligence, 2020
Proceedings of the Pattern Recognition and Artificial Intelligence, 2020
Supervised Classification Using Graph-based Space Partitioning for Multiclass Problems.
Proceedings of the 25th International Conference on Pattern Recognition, 2020
Comparison of Stacking-based Classifier Ensembles using Euclidean and Riemannian Geometries.
Proceedings of the 25th International Conference on Pattern Recognition, 2020
Proceedings of the Neural Information Processing - 27th International Conference, 2020
Proceedings of the Computational Science - ICCS 2020, 2020
Proceedings of the Computational Science - ICCS 2020, 2020
Proceedings of the Artificial Intelligence and Soft Computing, 2020
Breast Cancer Classification from Histopathological Images Using Transfer Learning and Deep Neural Networks.
Proceedings of the Artificial Intelligence and Soft Computing, 2020
Proceedings of the Intelligent Information and Database Systems - 12th Asian Conference, 2020
2019
IEEE Trans. Inf. Theory, 2019
Pattern Recognit. Lett., 2019
Proceedings of the Current Trends in Biomedical Engineering and Bioimages Analysis, 2019
On Learning and Convergence of RBF Networks in Regression Estimation and Classification.
Proceedings of the Artificial Intelligence and Soft Computing, 2019
Proceedings of the Progress in Computer Recognition Systems, 2019
2018
IEEE Trans. Inf. Theory, 2018
Mass detection in digital breast tomosynthesis data using convolutional neural networks and multiple instance learning.
Comput. Biol. Medicine, 2018
Proceedings of the Structural, Syntactic, and Statistical Pattern Recognition, 2018
Trajectory Tracking and Nonparametric Identification of Flexible Space Robot Manipulators.
Proceedings of the 23rd International Conference on Methods & Models in Automation & Robotics, 2018
Proceedings of the 24th International Conference on Pattern Recognition, 2018
Computerized Counting-Based System for Acute Lymphoblastic Leukemia Detection in Microscopic Blood Images.
Proceedings of the Artificial Neural Networks and Machine Learning - ICANN 2018, 2018
Proceedings of the Artificial Intelligence and Soft Computing, 2018
2017
IEEE Trans. Inf. Theory, 2017
J. Multivar. Anal., 2017
Direct fuzzy adaptive control and nonparametric identification of robot manipulator with elastic joints.
Proceedings of the 22nd International Conference on Methods and Models in Automation and Robotics, 2017
Classification Boosting by Data Decomposition Using Consensus-Based Combination of Classifiers.
Proceedings of the Image Analysis and Recognition - 14th International Conference, 2017
Improvement of the Validity Index for Determination of an Appropriate Data Partitioning.
Proceedings of the Artificial Intelligence and Soft Computing, 2017
Proceedings of the Artificial Intelligence and Soft Computing, 2017
Convergence and Rates of Convergence of Recursive Radial Basis Functions Networks in Function Learning and Classification.
Proceedings of the Artificial Intelligence and Soft Computing, 2017
Proceedings of the 10th International Conference on Computer Recognition Systems CORES 2017, 2017
Cytological malignancy grading systems for fine needle aspiration biopsies of breast cancer.
Proceedings of the 2017 IEEE International Conference on Bioinformatics and Biomedicine, 2017
2016
Proceedings of the Challenges in Computational Statistics and Data Mining, 2016
IEEE Trans. Inf. Theory, 2016
Commun. Stat. Simul. Comput., 2016
Concurr. Comput. Pract. Exp., 2016
Concurr. Comput. Pract. Exp., 2016
Influence of feature set reduction on breast cancer malignancy classification of fine needle aspiration biopsies.
Comput. Biol. Medicine, 2016
The rates of convergence of neural network estimates of hierarchical interaction regression models.
Proceedings of the IEEE International Symposium on Information Theory, 2016
Proceedings of the 23rd International Conference on Pattern Recognition, 2016
A Modification of the Silhouette Index for the Improvement of Cluster Validity Assessment.
Proceedings of the Artificial Intelligence and Soft Computing, 2016
On the Cesàro-Means-Based Orthogonal Series Approach to Learning Time-Varying Regression Functions.
Proceedings of the Artificial Intelligence and Soft Computing, 2016
Proceedings of the Document Recognition and Retrieval XXIII, 2016
Proceedings of the Handbook of Pattern Recognition and Computer Vision, 5th Ed., 2016
2015
IEEE Trans. Inf. Theory, 2015
Nonparametric recursive identification and control of a flexible joint robot manipulator.
Proceedings of the 20th International Conference on Methods and Models in Automation and Robotics, 2015
Proceedings of the Artificial Intelligence and Soft Computing, 2015
Proceedings of the Artificial Intelligence and Soft Computing, 2015
2014
The Recognition Of Partially Occluded Objects with Support Vector Machines, Convolutional Neural Networks and Deep Belief Networks.
J. Artif. Intell. Soft Comput. Res., 2014
J. Artif. Intell. Soft Comput. Res., 2014
Proceedings of the 19th International Conference On Methods and Models in Automation and Robotics, 2014
Proceedings of the 2014 IEEE International Symposium on Information Theory, Honolulu, HI, USA, June 29, 2014
One-Class Classification Decomposition for Imbalanced Classification of Breast Cancer Malignancy Data.
Proceedings of the Artificial Intelligence and Soft Computing, 2014
Computer-Aided System for Automatic Classification of Suspicious Lesions in Breast Ultrasound Images.
Proceedings of the Artificial Intelligence and Soft Computing, 2014
Application of Support Vector Machines, Convolutional Neural Networks and Deep Belief Networks to Recognition of Partially Occluded Objects.
Proceedings of the Artificial Intelligence and Soft Computing, 2014
Proceedings of the International Conference on High Performance Computing & Simulation, 2014
Comparative Study of Feature Selection for White Blood Cell Differential Counts in Low Resolution Images.
Proceedings of the Artificial Neural Networks in Pattern Recognition, 2014
Convex Cardinality Restricted Boltzmann Machine and Its Application to Pattern Recognition.
Proceedings of the Advances in Artificial Intelligence, 2014
Analysis of Feature Maps Selection in Supervised Learning Using Convolutional Neural Networks.
Proceedings of the Advances in Artificial Intelligence, 2014
2013
Computer-Aided Breast Cancer Diagnosis Based on the Analysis of Cytological Images of Fine Needle Biopsies.
IEEE Trans. Medical Imaging, 2013
A Novel Approach for Automatic Detection and Classification of Suspicious Lesions in Breast Ultrasound Images.
J. Artif. Intell. Soft Comput. Res., 2013
Proceedings of the Advances in Neural Networks - ISNN 2013, 2013
Proceedings of the Advances in Neural Networks - ISNN 2013, 2013
White Blood Cell Differential Counts Using Convolutional Neural Networks for Low Resolution Images.
Proceedings of the Artificial Intelligence and Soft Computing, 2013
A new approach to short-time harmonic analysis of tonal audio signals using harmonic sinusoidals.
Proceedings of the 26th IEEE Canadian Conference on Electrical and Computer Engineering CCECE 2013, 2013
2012
Nonparametric estimation of non-stationary velocity fields from 3D particle tracking velocimetry data.
Comput. Stat. Data Anal., 2012
Proceedings of the 17th International Conference on Methods & Models in Automation & Robotics, 2012
Proceedings of the Computer Vision and Graphics - International Conference, 2012
Analysis of White Blood Cell Differential Counts Using Dual-Tree Complex Wavelet Transform and Support Vector Machine Classifier.
Proceedings of the Computer Vision and Graphics - International Conference, 2012
Dimensionality Reduction Using External Context in Pattern Recognition Problems with Ordered Labels.
Proceedings of the Artificial Intelligence and Soft Computing, 2012
Proceedings of the 25th IEEE Canadian Conference on Electrical and Computer Engineering, 2012
2011
Application of Pattern Recognition Techniques for the Analysis of Histopathological Images.
Proceedings of the Computer Recognition Systems 4, 2011
Int. J. Pattern Recognit. Artif. Intell., 2011
Proceedings of the 16th International Conference on Methods and Models in Automation and Robotics, 2011
Proceedings of the Medical Imaging 2011: Computer-Aided Diagnosis, 2011
Proceedings of the 2011 IEEE International Symposium on Information Theory Proceedings, 2011
2010
Pattern Recognition with Linearly Structured Labels Using Recursive Kernel Estimator.
Proceedings of the Artificial Intelligence and Soft Computing, 2010
2009
Invariant pattern recognition using radon, dual-tree complex wavelet and Fourier transforms.
Pattern Recognit., 2009
Proceedings of the Medical Imaging 2009: Computer-Aided Diagnosis, 2009
Proceedings of the IEEE International Symposium on Information Theory, 2009
Proceedings of the Image Analysis and Recognition, 6th International Conference, 2009
Proceedings of the Image Analysis and Processing, 2009
2008
Int. J. Pattern Recognit. Artif. Intell., 2008
Classification of Breast Cancer Malignancy Using Cytological Images of Fine Needle Aspiration Biopsies.
Int. J. Appl. Math. Comput. Sci., 2008
Proceedings of the 19th International Conference on Pattern Recognition (ICPR 2008), 2008
Proceedings of the 19th International Conference on Pattern Recognition (ICPR 2008), 2008
Proceedings of the Image Analysis and Recognition, 5th International Conference, 2008
Nonlinear Function Learning Using Radial Basis Function Networks: Convergence and Rates.
Proceedings of the Artificial Intelligence and Soft Computing, 2008
Comparison of Pleomorphic and Structural Features Used for Breast Cancer Malignancy Classification.
Proceedings of the Advances in Artificial Intelligence , 2008
2007
On the Rate of Convergence of Local Averaging Plug-In Classification Rules Under a Margin Condition.
IEEE Trans. Inf. Theory, 2007
Semi-automatic computer aided lesion detection in dental X-rays using variational level set.
Pattern Recognit., 2007
Proceedings of the Medical Imaging 2007: Computer-Aided Diagnosis, 2007
2006
Pattern Anal. Appl., 2006
Eng. Appl. Artif. Intell., 2006
An automatic variational level set segmentation framework for computer aided dental X-rays analysis in clinical environments.
Comput. Medical Imaging Graph., 2006
Fast and Robust Clinical Triple-Region Image Segmentation Using One Level Set Function.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention, 2006
Proceedings of the 18th International Conference on Pattern Recognition (ICPR 2006), 2006
Proceedings of the International Conference on Image Processing, 2006
Proceedings of the Artificial Intelligence and Soft Computing, 2006
2005
IEEE Trans. Inf. Theory, 2005
An improved handwritten Chinese character recognition system using support vector machine.
Pattern Recognit. Lett., 2005
Rotation invariant pattern recognition using ridgelets, wavelet cycle-spinning and Fourier features.
Pattern Recognit., 2005
Pattern Recognit., 2005
IEEE Trans. Pattern Anal. Mach. Intell., 2005
Integr. Comput. Aided Eng., 2005
Proceedings of the Machine Learning and Data Mining in Pattern Recognition, 2005
Proceedings of the Machine Learning and Data Mining in Pattern Recognition, 2005
Proceedings of the Medical Imaging 2005: Image Processing, 2005
Proceedings of the Medical Image Computing and Computer-Assisted Intervention, 2005
Rates of convergence for adaptive regression estimates with multiple hidden layer feedforward neural networks.
Proceedings of the 2005 IEEE International Symposium on Information Theory, 2005
Proceedings of the Eighth International Conference on Document Analysis and Recognition (ICDAR 2005), 29 August, 2005
2004
Image Segmentation Adapted for Clinical Settings by Combining Pattern Classification and Level Sets.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention -- MICCAI 2004, 2004
Proceedings of the 2004 IEEE International Symposium on Information Theory, 2004
Proceedings of the Artificial Intelligence and Soft Computing, 2004
A SVM-based framework for autonomous volumetric medical image segmentation using hierarchical and coupled level sets.
Proceedings of the CARS 2004. Computer Assisted Radiology and Surgery. Proceedings of the 18th International Congress and Exhibition, 2004
2003
IEEE Trans. Inf. Theory, 2003
Contour-based handwritten numeral recognition using multiwavelets and neural networks.
Pattern Recognit., 2003
Proceedings of the Machine Learning and Data Mining in Pattern Recognition, 2003
2002
Verification - a method of enhancing the recognizers of isolated and touching handwritten numerals.
Pattern Recognit., 2002
IEEE Trans. Pattern Anal. Mach. Intell., 2002
Springer series in statistics, Springer, ISBN: 978-0-387-95441-7, 2002
2001
IEEE Trans. Inf. Theory, 2001
Non-parametric identification of dynamic non-linear systems by a Hermite Series Approach.
Int. J. Syst. Sci., 2001
Nonlinear Function Learning and Classification Using Optimal Radial Basis Function Networks.
Proceedings of the Machine Learning and Data Mining in Pattern Recognition, 2001
Proceedings of the Machine Learning and Data Mining in Pattern Recognition, 2001
Proceedings of the 6th International Conference on Document Analysis and Recognition (ICDAR 2001), 2001
2000
IEEE Trans. Pattern Anal. Mach. Intell., 2000
Radial Basis Function Networks and Complexity Regularization in Function Learning and Classification.
Proceedings of the 15th International Conference on Pattern Recognition, 2000
1999
Int. J. Document Anal. Recognit., 1999
1998
IEEE Trans. Neural Networks, 1998
Proceedings of the Advances in Neural Information Processing Systems 11, [NIPS Conference, Denver, Colorado, USA, November 30, 1998
Radial basis function networks in nonparametric classification and function learning.
Proceedings of the Fourteenth International Conference on Pattern Recognition, 1998
1997
IEEE Trans. Signal Process., 1997
Proceedings of the 1997 IEEE International Conference on Acoustics, 1997
1996
IEEE Trans. Signal Process., 1996
Nonparametric estimation and classification using radial basis function nets and empirical risk minimization.
IEEE Trans. Neural Networks, 1996
On nonparametric estimation of nonlinear dynamic systems by the Fourier series estimate.
Signal Process., 1996
Proceedings of the 13th International Conference on Pattern Recognition, 1996
Radial basis function networks and nonparametric classification: complexity regularization and rates of convergence.
Proceedings of the 13th International Conference on Pattern Recognition, 1996
1995
Proceedings of International Conference on Neural Networks (ICNN'95), Perth, WA, Australia, November 27, 1995
Proceedings of the Research in Computer and Robot Vision, 1995
1994
IEEE Trans. Pattern Anal. Mach. Intell., 1994
On radial basis function nets and kernel regression: Statistical consistency, convergence rates, and receptive field size.
Neural Networks, 1994
Proceedings of the 1994 IEEE International Symposium on Circuits and Systems, ISCAS 1994, London, England, UK, May 30, 1994
Nonparametric classification using radial basis function nets and empirical risk minimization.
Proceedings of the 12th IAPR International Conference on Pattern Recognition, 1994
On L<sub>1</sub> convergence rate of RBF networks and kernel regression estimators with applications in classification.
Proceedings of the 12th IAPR International Conference on Pattern Recognition, 1994
1993
Rival penalized competitive learning for clustering analysis, RBF net, and curve detection.
IEEE Trans. Neural Networks, 1993
Proceedings of the 2nd International Conference Document Analysis and Recognition, 1993
1992
Methods of combining multiple classifiers and their applications to handwriting recognition.
IEEE Trans. Syst. Man Cybern., 1992
Global convergence of the recursive kernel regression estimates with applications in classification and nonlinear system estimation.
IEEE Trans. Inf. Theory, 1992
Proceedings of the 11th IAPR International Conference on Pattern Recognition, 1992
Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition, 1992
1991
Proceedings of the Pattern Recognition: Architectures, Algorithms and Applications, 1991
IEEE Trans. Inf. Theory, 1991
1990
IEEE Trans. Inf. Theory, 1990
Proceedings of the IJCNN 1990, 1990
Classification of large set of handwritten characters using modified back propagation model.
Proceedings of the IJCNN 1990, 1990
1989
Classification of Digitized Curves Represented by Signatures and Fourier Descriptors.
Proceedings of the Computer Vision and Shape Recognition, 1989
Mach. Vis. Appl., 1989
1988
Proceedings of IAPR Workshop on Computer Vision, 1988
Proceedings of the 9th International Conference on Pattern Recognition, 1988
1986
IEEE Trans. Inf. Theory, 1986
1984
Almost everywhere convergence of a recursive regression function estimate and classification.
IEEE Trans. Inf. Theory, 1984
Distribution-free consistency of a nonparametric kernel regression estimate and classification.
IEEE Trans. Inf. Theory, 1984
1983
Pattern Recognit. Lett., 1983