4 papers
Cross-Modality Clustering-based Self-Labeling for Multimodal Data Classification
Paweł Zyblewski, Leandro L. Minku
Technological advances facilitate the ability to acquire multimodal data, posing a challenge for recognition systems while also providing an opportunity to use the heterogeneous na…
WarCov -- Large multilabel and multimodal dataset from social platform
Weronika Borek-Marciniec, Pawel Zyblewski, Jakub Klikowski +1
In the classification tasks, from raw data acquisition to the curation of a dataset suitable for use in evaluating machine learning models, a series of steps - often associated wit…
Employing Two-Dimensional Word Embedding for Difficult Tabular Data Stream Classification
Paweł Zyblewski
Rapid technological advances are inherently linked to the increased amount of data, a substantial portion of which can be interpreted as data stream, capable of exhibiting the phen…
Active Weighted Aging Ensemble for Drifted Data Stream Classification
Michał Woźniak, Paweł Zyblewski, Paweł Ksieniewicz
One of the significant problems of streaming data classification is the occurrence of concept drift, consisting of the change of probabilistic characteristics of the classification…