System and method for optimized processing of information on quantum systems

A method for improved representation of classical data on quantum systems, the method is executed by a processor executing program instructions stored in a memory, the method comprising:

• receiving input classical data and creating a feature set from the classical data;
• performing a functional transformation on the created feature set to reduce high dimensional data associated with the feature set and generating a low dimensional feature space dataset;
• performing a feature space transformation on the low-dimensional feature space dataset to obtain a new feature space dataset with enhanced feature representation of the low-dimensional feature space dataset in a multi-dimensional space, wherein the new feature space dataset results in optimal mapping of the input classical data into a quantum format;
• sampling the new feature space dataset and selecting batches of the sampled dataset;
• and
• mapping the received batches of sampled dataset into an optimized quantum format for loading the sampled dataset into quantum states.

A computer program product comprising:

• a non-transitory computer readable medium having computer-readable program code stored thereon, the computer readable program code comprising instructions that, when executed by a processor, cause the processor to:
• receive input classical data and create a feature set from the classical data;
• perform a functional transformation on the created feature set to reduce high dimensional data associated with the feature set and generate a low dimensional feature space dataset;
• perform a feature space transformation on the low-dimensional feature space dataset to obtain a new feature space dataset with enhanced feature representation of the low-dimensional feature space dataset in a multi-dimensional space, wherein the new feature space dataset results in optimal mapping of the input classical data into a quantum format;
• sample the new feature space dataset and select batches of the sampled dataset;
• and
• map the received batches of sampled dataset into an optimized quantum format for loading the sampled dataset into quantum states.