In one embodiment, the present invention is directed to a method implemented on a computer system of database retrieval including organizing and suggesting search results by style, not just product category. In one embodiment, a computer implemented smoothing algorithm is used to adjust the ranking feature calculations from insufficient data. The use of smoothing improves the statistical confidence of the ranking features, creating a product ranking that is robust to small sample bias.