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Browsing Mathematics by Author "c6553662-923e-419c-acb9-feb98a221d49"

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Browsing Mathematics by Author "c6553662-923e-419c-acb9-feb98a221d49"

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  • APPROXIMATION ERROR OF FOURIER NEURAL NETWORKS 
    Zhumekenov, Abylay; Takhanov, Rustem; Castro, Alejandro J.; Assylbekov, Zhenisbek (John Wiley and Sons Inc, 2021-03-23)
    The paper investigates approximation error of two-layer feedforward Fourier Neural Networks (FNNs). Such networks are motivated by the approximation properties of Fourier series. Several implementations of FNNs were proposed ...
  • Context Vectors Are Reflections of Word Vectors in Half the Dimensions 
    Assylbekov, Zhenisbek; Takhanov, Rustem (AI ACCESS FOUNDATION, 2019-09)
    This paper takes a step towards theoretical analysis of the relationship between word embeddings and context embeddings in models such as word2vec. We start from basic probabilistic assumptions on the nature of word vectors, ...
  • Manual vs Automatic Bitext Extraction 
    Myrzakhmetov, Bagdat; Assylbekov, Zhenisbek; Makazhanov, Aibek (Nazarbayev University School of Sciences and Humanities, 2018-05-12)
    We compare manual and automatic approaches to the problem of extracting bitexts from the Web in the framework of a case study on building a Russian-Kazakh parallel corpus. Our findings suggest that targeted, site-specific ...