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ASSESSING PERFORMANCE IN A SPATIAL AND TEMPORAL MEMORY SYSTEM

机译:时空内存系统中的性能评估

摘要

A spatial and temporal memory system (STMS) processes input data to detect whether spatial patterns and/or temporal sequences of spatial patterns exist within the data, and to make predictions about future data. The data processed by the STMS may be retrieved from, for example, one or more database fields and is encoded into a distributed representation format using a coding scheme. The performance of the STMS in predicting future data is evaluated for the coding scheme used to process the data as performance data. The selection and prioritization of STMS experiments to perform may be based on the performance data for an experiment. The best fields, encodings, and time aggregations for generating predictions can be determined by an automated search and evaluation of multiple STMS systems.
机译:空间和时间存储系统(STMS)处理输入数据,以检测数据中是否存在空间模式和/或空间模式的时间序列,并对未来数据进行预测。可以从例如一个或多个数据库字段中检索由STMS处理的数据,并使用编码方案将其编码为分布式表示格式。针对用于将数据作为性能数据进行处理的编码方案,评估了STMS在预测未来数据中的性能。要执行的STMS实验的选择和优先顺序可以基于实验的性能数据。可以通过自动搜索和评估多个STMS系统来确定用于生成预测的最佳字段,编码和时间聚合。

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