SYSTEMS AND METHODS FOR GENERATING DATA EXPLANATIONS FOR NEURAL NETWORKS AND RELATED SYSTEMS

摘要

A method for generating data explanations in a recursive cortical network includes receiving a set of evidence data at child feature nodes of a first layer of the recursive cortical network, setting a transformation configuration that directs messaging of evidence data and transformed data between layers of the network, performing a series of transformations on the evidence data according to the transformation configuration, the series including at least one forward transformation and at least one reverse transformation, and outputting the transformed evidence data.

主权项

1. A method for generating data explanations in a bi-directional layer-based network comprising:
receiving a set of evidence data; setting a transformation configuration that directs messaging of evidence data and transformed data between layers of the network; at a first layer of the network, performing a first forward transformation of the set of evidence data into a first set of transformed data; at a second layer of the network, performing a second forward transformation of the first set of transformed data into a second set of transformed data; at the second layer of the network, performing a first reverse transformation of the second set of transformed data into a third set of transformed data; at the second layer of the network, performing a third forward transformation of the third set of transformed data into a fourth set of transformed data; and outputting the fourth set of transformed data.