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Browsing Artykuły (WFAIS) by Author "Maszczyk, Tomasz"

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Browsing Artykuły (WFAIS) by Author "Maszczyk, Tomasz"

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  • Locally Optimized Kernels 
    Duch, Włodzisław; Maszczyk, Tomasz (Springer, 2012)
    Support Vector Machines (SVM’s) with various kernels have become very successful in pattern classification and regression. However, single kernels do not lead to optimal data models. Replacing the input space by a ...
  • Make it cheap: learning with O(nd) complexity 
    Duch, Włodzisław; Jankowski, Norbert; Maszczyk, Tomasz (Institute of Electrical and Electronics Engineers, Computational Intelligence Society, 2012-06)
    Learning methods with linear computational complexity O(nd) in number of samples and their dimension often give results that are better or at least not worse that more sophisticated and slower algorithms. This is ...
  • Recursive Similarity-Based Algorithm for Deep Learning 
    Duch, Włodzisław; Maszczyk, Tomasz (Springer, 2012)
    Recursive Similarity-Based Learning algorithm (RSBL) follows the deep learning idea, exploiting similarity-based methodology to recursively generate new features. Each transformation layer is generated separately, using ...

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