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  1. No Access

    Chapter and Conference Paper

    Incremental Extreme Learning Machine for Binary Data Stream Classification

    Classifier ensembles have shown the ability to classify drifted data streams. The following paper proposes an ensemble consisting of a single hidden layer feedforward neural network and an Extreme Learning Mac...

    Karol Wojtachnia, Joanna Komorniczak… in Progress on Pattern Classification, Image … (2023)

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    Chapter and Conference Paper

    Analysis of the Possibility to Employ Relationship Between the Problem Complexity and the Classification Quality as Model Optimization Proxy

    Bulk construction of pattern classifiers, whether for optimizing input data configurations or method hyperparameters, is a computationally highly complex task. The main problem is the prediction quality evalua...

    Joanna Komorniczak, Paweł Ksieniewicz… in Progress on Pattern Classification, Image … (2023)