Methods and systems for clustering document collections are disclosed. A system for clustering observations may include a processor and a processor-readable storage medium. The processor-readable storage medium may contain one or more programming instructions for performing a method of clustering observations. A plurality of parameter vectors and a plurality of observations may be received. A distribution may also be determined. An optimal partitioning of the observations may then be selected based on the distribution, the parameter vectors and a likelihood function.