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Binary spatter-coding of ordered K-tuples

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Artificial Neural Networks — ICANN 96 (ICANN 1996)

Part of the book series: Lecture Notes in Computer Science ((LNCS,volume 1112))

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Abstract

Information with structure is traditionally organized into records with fields. For example, a medical record consisting of name, sex, age, and weight might look like (Joe, male, 66, 77). What 77 stands for is determined by its location in the record, so that this is an example of local representation. The brain's wiring, and robustness under local damage, speak for the importance of distributed representations. The Holographic Reduced Representation (HRR) of Plate is a prime example based on real or complex vectors. This paper describes how spatter coding leads to binary HRRs, and how the fields of a record are encoded into a long binary word without fields and how they are extracted from such a word.

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References

  • Hinton, G.E. (1990) Mapping part-whole hierarchies into connectionist networks. Artificial Intelligence 46(1–2):47–75.

    Google Scholar 

  • Kanerva, P. (1988) Sparse Distributed Memory. Cambridge, Mass.: MIT Press.

    Google Scholar 

  • Kanerva, P. (1994) The Spatter Code for encoding concepts at many levels. In M. Marinaro and P.G. Morasso (eds.), ICANN '94, Proceedings International Conference on Artificial Neural Networks (Sorrento, Italy), vol. 1; 226–229. London: Springer-Verlag.

    Google Scholar 

  • Kanerva, P. (1995) A family of binary spatter codes. In F. Fogelman-Soulie and P. Gallineri (eds.), ICANN '95, Proceedings International Conference on Artificial Neural Networks (Paris, France), vol. 1; 517–522. Paris: EC2 & Cie.

    Google Scholar 

  • Miller, G. A. (1956) The magical number seven, plus or minus two: Some limits on our capacity for processing information. Psychological Review 63(2):81–97.

    Google Scholar 

  • Murdock, B.B. (1982) A theory for the storage and retrieval of item and associative information. Psychological Review 89(6):316–338.

    Google Scholar 

  • Plate, T. A. (1994) Distributed representations and nested compositional structure. PhD thesis. Graduate Department of Computer Science, University of Toronto. (Available on the Internet at Ftp-host: ftp.cs.utoronto.ca as Ftp-file: /pub/tap/plate.thesis.ps.Z)

    Google Scholar 

  • Pollack, J.P. (1990) Recursive distributed representations. Artificial Intelligence 46(1–2): 77–105.

    Google Scholar 

  • Rumelhart, D.E, and McClelland, J.L. (1986) On learning the past tenses of English verbs. In J.L. McClelland and D.E. Rumelhart (eds.), Parallel Distributed Processing 2: Applications; 216–271. Cambridge, Mass.: MIT Press.

    Google Scholar 

  • Smolensky, P. (1990) Tensor product variable binding and the representation of symbolic structures in connectionist systems. Artificial Intelligence 46(1–2): 159–216.

    Google Scholar 

  • Touretzky, D.S. (1990) BoltzCONS: Dynamic symbolic structures in connectionist networks. Artificial Intelligence 46(1–2):5–46.

    Google Scholar 

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Christoph von der Malsburg Werner von Seelen Jan C. Vorbrüggen Bernhard Sendhoff

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© 1996 Springer-Verlag Berlin Heidelberg

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Kanerva, P. (1996). Binary spatter-coding of ordered K-tuples. In: von der Malsburg, C., von Seelen, W., Vorbrüggen, J.C., Sendhoff, B. (eds) Artificial Neural Networks — ICANN 96. ICANN 1996. Lecture Notes in Computer Science, vol 1112. Springer, Berlin, Heidelberg. https://doi.org/10.1007/3-540-61510-5_146

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  • DOI: https://doi.org/10.1007/3-540-61510-5_146

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  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-540-61510-1

  • Online ISBN: 978-3-540-68684-2

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