An approach is provided for contextual content suggestion. A recommendation platform processes and/or facilitates a processing of contextual information associated with at least one device to determine one or more locations, one or more contextual parameter values, or a combination thereof. The recommendation platform also determines popularity data associated with one or more content items with respect to the one or more locations, the one or more contextual parameter values, or a combination. The popularity data is determined from one or more other devices sharing at least substantially the one or more locations, the one or more contextual parameter values, or a combination thereof. The recommendation platform then causes, at least in part, a recommendation of the one or more content items to the at least one device based, at least in part, on the popularity information.
Please help me write a proper abstract based on the patent claims. CLAIM: 1. A method comprising: processing and/or facilitating a processing of contextual information associated with at least one device to determine one or more locations, one or more contextual parameter values, or a combination thereof; at least one determination of popularity data associated with one or more content items with respect to the one or more locations, the one or more contextual parameter values, or a combination thereof; causing, at least in part, a recommendation of the one or more content items to the at least one device based, at least in part, on the popularity information; and causing, at least in part, a decay of the popularity information.