Cloud Based Mobile Video Recommendation System with User Behaviour
Journal Title: International Journal for Research in Applied Science and Engineering Technology (IJRASET) - Year 2015, Vol 3, Issue 9
Abstract
Nowadays, Countless online video services are available Users usually waste lot of time to obtain their interested videos in browsing and watching those videos on mobile. The existing result shows the poor service quality of video streaming over mobile network such long buffering and interrupt happen in the streaming video. The proposed system is a video recommendation system which can speed up the recommendation process and reduce network overhead. The mobile video streamed by using the cloud. For video-sharing mobile application Mobile properties are collected for context aware recommendation. The Cloud based recommendation system is created with Mahout Machine learning library. Core algorithms of Mahout are used for classification, cluster and collaborative Moreover filtering. We use Mahout’s user and item based recommendation and user behaviour. The System collects user, item, rating, genre and viewing time for creating clusters of user profiles to generate implicit preferences video recommendations. Mobile properties such as location, time and network types are used to generate recommendation rules. User context and profile clusters are used for finding video recommendation from the massive amount of video collection on cloud. The proposed system can recommend desired services with high recall, high precision and low response delay.
Authors and Affiliations
Ms. Latika R. Gaddam, Mrs. Pratibha S. Yalagi
Keywords
Related Articles
- EP ID EP21258
- DOI -
- Views 311
- Downloads 6
Analysis and Comparison of Models for Classification of Diabetic Disease
Diagnosis of health condition is very challenging task in medical science. In healthcare, due to large amount of data to extract the useful information and knowledge is very essential. Machine learning techniques play m...
Modeling and Analysis of Three Phase Induction Motor Drive System Using Two Parallel Rectifiers for Power Factor Correction
This paper presents a single-phase to three-phase drive system composed of two parallel single-phase rectifiers, a three-phase inverter, and an induction motor. It gives the comparison between the single-phase rectifier...
Gamma Dose Rate And Effective Dose Equivalent Due To Gamma Radiation From Granite Samples Collected From Prominent Quarry Sites In Oyo State, Nigeria
The global attention to the problem of exposure due to natural gamma radiation and associated health risk in dwelling using some materials for building and construction called for this study. Due to the widespread and t...
A Comparative Study between Hamming Code and Reed-Solomon Code in Byte Error Detection and Correction
This work concerns the comparative study between Hamming code and Reed-Solomon (RS) code in byte error detection and correction. Data are either stored in storage applications or transferred through a media. In either c...
Review of MAC Protocol for WSN
In this paper with the widespread rapid development of computers and the wireless communication, the mobile computing becomes the field of computer communications in high profile link. In wireless networks, the data is...