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Content-based filtering (CBF) recommends items that have similar content to the contents that the user had already experienced [7]. It uses item descriptions and metadata information [8] for finding similar users/items. CBF needs structural information of both the experienced and available programs. These methods do not consider the users opinion about contents and assume that similar programs are rated similarly. CBF has the limitation of a structural information requirement, useful for text-based recommendations but ineffective for unstructured items such as movies and music [6]. These filtering techniques restrict the user to only those types of programs that user previously experienced and cannot recommend programs with different features.
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where DSij represents the similarity between the user's current access network available bandwidth and visual quality on the user's N-Screen device with the database of the movies that contains the history for access network speed and visual quality of different users experienced programs on various device. P shows the vector of estimated values of the available bandwidth and the visual quality on user's N-Screen device and access network, and D is the user movie network bandwidth and visual quality of the experienced programs by different users on different devices. 2ff7e9595c
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