Machine Learning

Automatic determination of data samples in need of human annotation for a machine learning model improvement

In one embodiment, a method includes determining which objects from a substantial dataset are expected to lead to the largest increase in model quality by applying a …

daniel-ka%C5%82uza

Learning multimodal entity representations and their ensembles, with applications in a data-driven advisory framework for video game players

We investigate the impact of combining multiple representations derived from heterogeneous data sources on the performance of machine learning (ML) models. In particular, we …

andrzej-janusz

Predicting Victories in Video Games - IEEE BigData 2021 Cup Report

We summarize the results of IEEE BigData 2021 Cup: Predicting Victories in Video Games - a data mining challenge organized at the KnowledgePit platform in association with the IEEE …

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Maciej Matraszek