| 2012 | SSPR | Mode Seeking Clustering by KNN and Mean Shift Evaluated. | Robert P. W. Duin, Ana L. N. Fred, Marco Loog, Elzbieta Pekalska |
| 2011 | CIARP | The Dissimilarity Representation for Structural Pattern Recognition. | Robert P. W. Duin, Elzbieta Pekalska |
| 2010 | CVPR | Spherical embeddings for non-Euclidean dissimilarities. | Richard C. Wilson, Edwin R. Hancock, Elzbieta Pekalska, Robert P. W. Duin |
| 2010 | ICPR | Feature-Based Dissimilarity Space Classification. | Robert P. W. Duin, Marco Loog, Elzbieta Pekalska, David M. J. Tax |
| 2010 | SSPR | Non-Euclidean Dissimilarities: Causes and Informativeness. | Robert P. W. Duin, Elzbieta Pekalska |
| 2008 | ICPR | On refining dissimilarity matrices for an improved NN learning. | Robert P. W. Duin, Elzbieta Pekalska |
| 2008 | ICPR | Indefinite Kernel Fisher Discriminant. | Bernard Haasdonk, Elzbieta Pekalska |
| 2008 | SSPR | On Euclidean Corrections for Non-Euclidean Dissimilarities. | Robert P. W. Duin, Elzbieta Pekalska, Artsiom Harol, Wan-Jui Lee, Horst Bunke |
| 2006 | ICPR | Dissimilarity-based classification for vectorial representations. | Elzbieta Pekalska, Robert P. W. Duin |
| 2006 | SSPR | Structural Inference of Sensor-Based Measurements. | Robert P. W. Duin, Elzbieta Pekalska |
| 2006 | SSPR | Augmented Embedding of Dissimilarity Data into (Pseudo-)Euclidean Spaces. | Artsiom Harol, Elzbieta Pekalska, Serguei Verzakov, Robert P. W. Duin |
| 2006 | SSPR | Non-Euclidean or Non-metric Measures Can Be Informative. | Elzbieta Pekalska, Artsiom Harol, Robert P. W. Duin, Barbara Spillmann, Horst Bunke |
| 2006 | SSPR | Transforming Strings to Vector Spaces Using Prototype Selection. | Barbara Spillmann, Michel Neuhaus, Horst Bunke, Elzbieta Pekalska, Robert P. W. Duin |
| 2006 | SSPR | Outlier Detection Using Ball Descriptions with Adjustable Metric. | David M. J. Tax, Piotr Juszczak, Elzbieta Pekalska, Robert P. W. Duin |
| 2004 | ICPR | The Characterization of Classification Problems by Classifier Disagreements. | Robert P. W. Duin, Elzbieta Pekalska, David M. J. Tax |
| 2004 | SSPR | On Not Making Dissimilarities Euclidean. | Elzbieta Pekalska, Robert P. W. Duin, Simon Gnter, Horst Bunke |
| 2002 | ICPR | Prototype Selection for Finding Efficient Representations of Dissimilarity Data. | Elzbieta Pekalska, Robert P. W. Duin |
| 2002 | ICPR | The Economics of Classification: Error vs. Complexity. | Dick de Ridder, Elzbieta Pekalska, Robert P. W. Duin |
| 2002 | SSPR | Spatial Representation of Dissimilarity Data via Lower-Complexity Linear and Nonlinear Mappings. | Elzbieta Pekalska, Robert P. W. Duin |
| 2000 | ICPR | Classifiers for Dissimilarity-Based Pattern Recognition. | Elzbieta Pekalska, Robert P. W. Duin |