Repository logo

Infoscience

  • English
  • French
Log In
Logo EPFL, École polytechnique fédérale de Lausanne

Infoscience

  • English
  • French
Log In
  1. Home
  2. Academic and Research Output
  3. Conferences, Workshops, Symposiums, and Seminars
  4. Coupled neural associative memories
 
conference paper

Coupled neural associative memories

Karbasi, Amin  
•
Salavati, Amir Hesam  
•
Shokrollahi, Amin  
2013
Proc. IEEE Information Theory Workshop (ITW)
IEEE Information Theory Workshop (ITW)

We propose a novel architecture to design a neural associative memory that is capable of learning a large number of patterns and recalling them later in presence of noise. It is based on dividing the neurons into local clusters and parallel plains, an architecture that is similar to the visual cortex of macaque brain. The common features of our proposed model with those of spatially-coupled codes enable us to show that the performance of such networks in eliminating noise is drastically better than the previous approaches while maintaining the ability of learning an exponentially large number of patterns. Previous work either failed in providing good performance during the recall phase or in offering large pattern retrieval (storage) capacities. We also present computational experiments that lend additional support to the theoretical analysis.

  • Files
  • Details
  • Metrics
Loading...
Thumbnail Image
Name

coupled_ITW.pdf

Type

Preprint

Version

http://purl.org/coar/version/c_71e4c1898caa6e32

Access type

openaccess

Size

262.04 KB

Format

Adobe PDF

Checksum (MD5)

bab819607dc356a544e2f723d262df24

Loading...
Thumbnail Image
Name

ITW2013_presentation.pdf

Access type

openaccess

Size

3.85 MB

Format

Adobe PDF

Checksum (MD5)

2ccb8d6e469f5bd54bf6c77017021cf3

Logo EPFL, École polytechnique fédérale de Lausanne
  • Contact
  • infoscience@epfl.ch

  • Follow us on Facebook
  • Follow us on Instagram
  • Follow us on LinkedIn
  • Follow us on X
  • Follow us on Youtube
AccessibilityLegal noticePrivacy policyCookie settingsEnd User AgreementGet helpFeedback

Infoscience is a service managed and provided by the Library and IT Services of EPFL. © EPFL, tous droits réservés