| CPC H04L 43/04 (2013.01) [H04L 69/04 (2013.01)] | 20 Claims |
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1. A system, comprising:
a processor; and
a memory that stores executable instructions that, when executed by the processor, facilitate performance of operations, comprising:
determining to compress a group of time-series telemetry data that represents performance metrics of computing devices into a compressed group of time-series telemetry time series data,
wherein the compressed group of time-series telemetry time series data is usable for data science operations that evaluate performance of the computing devices,
wherein from which results satisfy a similarity criterion relative to a performance of corresponding data science operations on the group of time-series telemetry data, and
wherein the group of time-series telemetry data is represented according to a first number of values;
compressing the group of time-series telemetry data to produce the compressed group of time-series telemetry data,
wherein the compressed group of time-series telemetry data is represented according to a second number of values that is less than the first number of values,
wherein the compressed group of time-series telemetry data is homomorphic relative to the group of time-series telemetry data, and
wherein a first data size of the compressed group of time-series telemetry data is smaller than a second data size of the group of time-series telemetry data; and
performing a data science operation that evaluates performance of the computing devices on the compressed group of time-series telemetry data to produce a first result, wherein the first result is within a predetermined threshold value of a second result of performing the data science operation on the group of time-series telemetry data.
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