Patent ID: 11960904
Assignee: ACCENTURE GLOBAL SOLUTIONS LIMITED
Field: Computer technology (Electrical engineering)
Classification: CPC G | IPC G

Claim 14:
15. A non-transitory computer-readable medium storing a set of instructions, the set of instructions comprising:
one or more instructions that, when executed by one or more processors of a device, cause the device to:
receive historic time series data identifying events associated with a system;
perform block bootstrapping of the historic time series data, based on a parameter, to generate blocks of data points of the historic time series data,
wherein the parameter defines a quantity of data points to be included in each of the blocks of data points, and
wherein the parameter is modified based on feedback associated with a prediction;

process the blocks of data points, with first machine learning models, to calculate first predictions;
apply first weights to the first predictions to generate weighted first predictions;
aggregate the weighted first predictions to generate an aggregated first prediction;
process the blocks of data points, with second machine learning models, to calculate second predictions;
apply second weights to the second predictions to generate weighted second predictions;
aggregate the weighted second predictions to generate an aggregated second prediction;
process the blocks of data points, with third machine learning models, to calculate third predictions;
apply third weights to the third predictions to generate weighted third predictions;
aggregate the weighted third predictions to generate an aggregated third prediction;
apply final weights to the aggregated first prediction, the aggregated second prediction, and the aggregated third prediction to generate weighted aggregated predictions;
aggregate the weighted aggregated predictions to generate a final prediction; and
perform one or more actions based on the final prediction.