Dynamic resource allocator in secure computation and communication

A secure computation and communication system, the system comprising:

• a memory to store a usage log of a differentially private system, the usage log including operation information of the differentially private system, the differentially private system having a privacy budget parameter indicative of a strength of a data privacy protection and a probability parameter indicative of a data privacy loss, the usage log having a plurality of attributes;
• a processor to:
• aggregate the attributes of the usage log for a predetermined period of time, the privacy budget parameter and the probability parameter forming at least a part of the attributes;
• generate a windowed moving aggregation based on the aggregated attributes;
• optimize a first attribute of the attributes of the usage log based on the windowed moving aggregation and a set of constraints to minimize an overall error of the first attribute, the set of constraints including a number of query operations of the differentially private system;
• generate a distribution of a resource of the differentially private system based on the optimized first attribute;
• and
• dynamically allocate the resource based on the generated distribution.

A non-transitory computer-readable medium having computer-executable instructions stored thereon that, upon execution, cause one or more processors to perform operations comprising:

• providing a usage log including operation information of a differentially private system, the differentially private system having a privacy budget parameter indicative of a strength of a data privacy protection and a probability parameter indicative of a data privacy loss;
• aggregating attributes from the usage log of a differentially private system for a predetermined period of time, the privacy budget parameter and the probability parameter forming at least a part of the attributes;
• generating a windowed moving aggregation based on the aggregated attributes;
• optimizing a first attribute of the attributes of the usage log based on the windowed moving aggregation and a set of constraints to minimize an overall error of the first attribute, the set of constraints including a number of query operations of the differentially private system;
• generating a distribution of a resource of the differentially private system based on the optimized first attribute;
• and
• dynamically allocating the resource based on the generated distribution.