TY - GEN
T1 - N-Screen Smart TV contents personalization system using adaptive hybrid similarity approach
AU - Ullah, Farman
AU - Sarwar, Ghulam
AU - Lee, Sungchang
PY - 2013
Y1 - 2013
N2 - In this paper, we propose N-Screen Smart TV contents personalization system. The N-Screen Smart TV provides contents to user multiple devices having different Codec, bit rate and display format at the different location and time. The proposed system considers user N-Screen device attributes and current access network speed for visual perceptual quality on the user device, and ensure that user device is capable to display with his preferences. Furthermore, we present a novel similarity method using user rating variation to improve the accuracy of the collaborative filtering. In addition, we suggest a weight-based adaptive hybrid similarity to combine collaborative and content-based filtering. The proposed system ensures that current access network is capable to stream and recommended contents have high visual quality on the user device, and improve the accuracy, cold start issue and sparsity.
AB - In this paper, we propose N-Screen Smart TV contents personalization system. The N-Screen Smart TV provides contents to user multiple devices having different Codec, bit rate and display format at the different location and time. The proposed system considers user N-Screen device attributes and current access network speed for visual perceptual quality on the user device, and ensure that user device is capable to display with his preferences. Furthermore, we present a novel similarity method using user rating variation to improve the accuracy of the collaborative filtering. In addition, we suggest a weight-based adaptive hybrid similarity to combine collaborative and content-based filtering. The proposed system ensures that current access network is capable to stream and recommended contents have high visual quality on the user device, and improve the accuracy, cold start issue and sparsity.
KW - Collaborative Filtering
KW - Content-based Filtering
KW - N-Screen
KW - Smart TV
KW - Visual Perceptual Quality
UR - http://www.scopus.com/inward/record.url?scp=84891590715&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=84891590715&partnerID=8YFLogxK
U2 - 10.1109/ICUFN.2013.6614852
DO - 10.1109/ICUFN.2013.6614852
M3 - Conference contribution
AN - SCOPUS:84891590715
SN - 9781467359900
T3 - International Conference on Ubiquitous and Future Networks, ICUFN
SP - 413
EP - 417
BT - ICUFN 2013 - 5th International Conference on Ubiquitous and Future Networks
T2 - 5th International Conference on Ubiquitous and Future Networks, ICUFN 2013
Y2 - 2 July 2013 through 5 July 2013
ER -