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ISSN Druckformat: 1064-2315
ISSN Online: 2163-9337
Indexed in
Sparse Binary Distributed Encoding of Numeric Vectors
ABSTRAKT
Procedures of stochastic distributed binary sparse encoding of numeric vectors are considered. Some problems of such encoding and variants of their overcoming, including the way of binding by context-dependent thinning, are discussed. Characteristics of code overlapping for different dimensions of input space and encoding parameters are presented.
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Rachkovskij Dmitri A., Slipchenko Serge V., SIMILARITY-BASED RETRIEVAL WITH STRUCTURE-SENSITIVE SPARSE BINARY DISTRIBUTED REPRESENTATIONS, Computational Intelligence, 28, 1, 2012. Crossref
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Rachkovskij Dmitri A., Kussul Ernst M., Baidyk Tatiana N., Building a world model with structure-sensitive sparse binary distributed representations, Biologically Inspired Cognitive Architectures, 3, 2013. Crossref
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Rachkovskij D. A., Binary Vectors for Fast Distance and Similarity Estimation, Cybernetics and Systems Analysis, 53, 1, 2017. Crossref
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Revunova E., Rachkovskij D., Random Projection and Truncated SVD for Estimating Direction of Arrival in Antenna Array, Kibernetika i vyčislitelʹnaâ tehnika, 2018, 3(193), 2018. Crossref
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Gritsenko V., Revunova E., Rachkovskij D., Neural Distributed Representations of Vector Data in Intelligent Information Technologies, Kibernetika i vyčislitelʹnaâ tehnika, 2018, 4(194), 2018. Crossref
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Kleyko Denis, Rachkovskij Dmitri A., Osipov Evgeny, Rahimi Abbas, A Survey on Hyperdimensional Computing aka Vector Symbolic Architectures, Part I: Models and Data Transformations, ACM Computing Surveys, 2022. Crossref
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Kleyko Denis, Rachkovskij Dmitri A., Osipov Evgeny, Rahimi Abbas, A Survey on Hyperdimensional Computing aka Vector Symbolic Architectures, Part II: Applications, Cognitive Models, and Challenges, ACM Computing Surveys, 2022. Crossref
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Rachkovskij Dmitri A., Representation of spatial objects by shift-equivariant similarity-preserving hypervectors, Neural Computing and Applications, 2022. Crossref
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Sutor Peter, Yuan Dehao, Summers-Stay Douglas, Fermuller Cornelia, Aloimonos Yiannis, Gluing Neural Networks Symbolically Through Hyperdimensional Computing, 2022 International Joint Conference on Neural Networks (IJCNN), 2022. Crossref