CPC G06F 16/1744 (2019.01) [G06F 16/9024 (2019.01); G06F 16/9038 (2019.01); G06F 16/906 (2019.01); G06N 7/00 (2013.01)] | 19 Claims |
1. A computer system for automated estimation of relationships among a plurality of data elements, the system comprising:
a data receiver configured to receive one or more input data sets including the plurality of data elements, the one or more input data sets including a set of data records C;
a classifier engine computer processor configured to:
establish one or more linkage relations among data records in the set of data records C, the one or more linkage relations maintained as an adjacency matrix data structure on a non-transitory computer memory;
extend the one or more linkage relations into equivalence relations, updating the adjacency matrix data structure; and
generate an output data set by transforming the set of data records C using at least the adjacency matrix data structure, the output data set compressed relative to the set of data records C;
wherein the equivalence relations include
![]() wherein the equivalence relations include the relation:
given two sets of data sets
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Let
![]() ![]() ![]() ![]() where ƒ is defined by ƒ([x])=[ƒ(x)]:
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