System and method for electronic processing of data items for enhanced search

A method for electronic processing of data items for enhanced search, the method comprising:

• receiving, by a processor, a plurality of data items from a defined database;
• pairing, by the processor, the plurality of data items based on one or more criterions;
• determining, by the processor, a regression score for each pair of data items based on a probability score associated with a corresponding pair of data items;
• performing, by the processor, a hierarchical clustering of the plurality of data items based on the determined regression score for each pair of data items;
• constructing, by the processor, a visual representation comprising a hierarchical relationship among the plurality of data items clustered based on the hierarchical clustering;
• and
• segregating, by the processor, the visual representation into a plurality of clusters based on a predetermined threshold and probabilistic similarity information,
• wherein each cluster of the plurality of clusters comprises a group of data items that are similar to each other with respect to a defined number of parameters to allow retrieval during a search against one or more parameters from the defined number of parameters.