Abstract: Approaches attempt to determine information that can help to produce more useful recommendations to be displayed in a situation where no, or little, information is available that indicates a relationship between content provided through an electronic marketplace or other content provider. For example, data available that relates to an item in a product catalog, for example color data, can be analyzed and aggregated in order to attempt to locate other items that are related and relevant to the item, at least as it relates to color and categorization of the content. Such approaches can include, for example, analyzing images, articles, and other sources of electronic content to attempt to locate items that might be relevant to the item of interest.

Abstract: Methods, systems, and apparatus for player match-making in a gaming system are described. A search request comprising one or more attributes of one or more players of the online social game may be received. One or more attributes of one or more players of an online social game may be determined. One or more players of the online social game with attributes corresponding to the search request may be identified and a recommendation for at least one matching player may be generated.