US Patent 11949572 Compression of telemetry sensor data with linear mappings

A system can identify a group of time-series telemetry data that represents performance metrics of computing devices, wherein the group of time-series telemetry data is represented according to a first number of dimensions. The system can compress the group of time-series telemetry data, wherein the compressed group of time-series telemetry data is represented according to a second number of dimensions that is less than the first number of dimensions, wherein the compressed group of time-series telemetry data is homomorphic. The system can perform a data science operation 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.