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An Introduction to the Complete Lattice Projection Autoassociative Memories: Definitions and Examples
| Content Provider | Semantic Scholar |
|---|---|
| Author | Santos, Alex Santana Dos Valle, Marcos Eduardo Nascimento, Arlyson Alves Do |
| Copyright Year | 2018 |
| Abstract | An autoassociative memory is an input-output system designed for the storage and recall of a finite set of items. In this work, we present the class of complete lattice projection autoassociative memories (CLPAMs). A CLPAM is a non-distributive autoassociative memory defined by a neural network with a hidden layer of morphological neurons. More importantly, a CLPAM is formulated using only the partial ordering of a complete lattice. As an example of CLPAM, we introduce the so called distance-based projection autoassociative memories (DBPAMs) which exhibit an excellent tolerance to salt-and-pepper noise. |
| File Format | PDF HTM / HTML |
| DOI | 10.5540/03.2018.006.02.0249 |
| Volume Number | 6 |
| Alternate Webpage(s) | https://proceedings.sbmac.org.br/sbmac/article/download/2321/2337 |
| Alternate Webpage(s) | https://doi.org/10.5540/03.2018.006.02.0249 |
| Language | English |
| Access Restriction | Open |
| Content Type | Text |
| Resource Type | Article |