How to Incorporate New Pattern Pairs Without Having to Teach the Previously Acquired Pattern Pairs

Wabgaonkar, H. M.; Stubberud, Allen R.

doi:10.1162/NECO.1992.4.6.880

How to Incorporate New Pattern Pairs Without Having to Teach the Previously Acquired Pattern Pairs

H. M. Wabgaonkar, Allen R. Stubberud

NeCo 1992 pp. 880-887

doi:10.1162/NECO.1992.4.6.880 /neco/1992/wabgaonkar1992neco-incorporate/

Abstract

In this paper, we deal with the problem of associative memory synthesis. The particular issue that we wish to explore is the ability to store new input-output pattern pairs without having to modify the path weights corresponding to the already taught pattern pairs. The approach to the solution of this problem is via interpolation carried out in a Reproducing Kernel Hilbert Space setting. An orthogonalization procedure carried out on a properly chosen set of functions leads to the solution of the problem.

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Cite

Text

Wabgaonkar and Stubberud. "How to Incorporate New Pattern Pairs Without Having to Teach the Previously Acquired Pattern Pairs." Neural Computation, 1992. doi:10.1162/NECO.1992.4.6.880

Markdown

[Wabgaonkar and Stubberud. "How to Incorporate New Pattern Pairs Without Having to Teach the Previously Acquired Pattern Pairs." Neural Computation, 1992.](https://mlanthology.org/neco/1992/wabgaonkar1992neco-incorporate/) doi:10.1162/NECO.1992.4.6.880

BibTeX

@article{wabgaonkar1992neco-incorporate,
  title     = {{How to Incorporate New Pattern Pairs Without Having to Teach the Previously Acquired Pattern Pairs}},
  author    = {Wabgaonkar, H. M. and Stubberud, Allen R.},
  journal   = {Neural Computation},
  year      = {1992},
  pages     = {880-887},
  doi       = {10.1162/NECO.1992.4.6.880},
  volume    = {4},
  url       = {https://mlanthology.org/neco/1992/wabgaonkar1992neco-incorporate/}
}