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An Associative Memory System for Sequential Learning Using Reliability of Memorized Patterns

机译:使用记忆模式的可靠性的顺序学习联想记忆系统

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摘要

Most conventional associative memory systems beal with input patterns that are known in advance. On the contrary, the proposed system memorizes input patterns and recalls memorized patterns sequentially. In the system, a new measure, "reliability of the memorized pattern," is introduced, Using the measure, a problem of sequential learning is solved. Memorized patterns with high reliability are treated as important ones and are not removed from the memory of the system. They are recalled with high priority. Memorized patterns with low reliability are replaced by new important input patterns. In this way, sequential learning and recall in the on-line mode are possible by using the measure of reliability. The effectiveness of the proposed syystem is shown in a simulation.
机译:大多数传统的关联存储系统具有预先已知的输入模式。相反,提出的系统存储输入模式并顺序地调用存储的模式。在该系统中,引入了一种新的度量“记忆模式的可靠性”,使用该度量解决了顺序学习的问题。具有高可靠性的存储模式被视为重要模式,不会从系统内存中删除。他们被高度优先召回。具有低可靠性的存储模式被新的重要输入模式代替。这样,通过使用可靠性的度量,可以在在线模式下进行顺序学习和记忆。仿真显示了所提出系统的有效性。

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