Convergence in Iteratively Formed Correlation Matrix Memories

  • Authors:
  • R. J. Reid;J. S. Frame

  • Affiliations:
  • Department of Computer Science, Michigan State University;-

  • Venue:
  • IEEE Transactions on Computers
  • Year:
  • 1975

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Abstract

Correlation matrix memories are formed iteratively given a single cue-response pair at a time to be stored in an associative anner. If the cues presented are not orthogonal, the memory provides imperfect recollections after a single training exposure; however, if the cues are linearly independent, repetitions of the exposures can lead to ultimate perfect memorization and recollection ability.