SYSTEM FOR GENERATING QUERY SUGGESTIONS BY INTEGRATING VALUABLE QUERY SUGGESTIONS WITH EXPERIMENTAL QUERY SUGGESTIONS USING A NETWORK OF USERS AND ADVERTISERS

A system is described for generating query suggestions by integrating valuable query suggestions with experimental query suggestions using a network of users and advertisers. The system may include a memory, an interface, and a processor. The memory may store a historical dataset, a plurality of query suggestions, a plurality of query suggestion values, a query exploit set, a query explore set, and a data describing a network. The processor may identify the plurality of query suggestions in the historical dataset and generate data describing the network based on the historical dataset. The processor may calculate the query suggestion value for each query suggestion and may rank the query suggestions based on the query suggestion values. The processor may generate an exploit set comprising the top ranked query suggestions and an explore set comprising the remainder. The processor may suggest the query suggestions in the exploit set and the explore set.