کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
455699 695530 2013 21 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
A cloud-based intelligent TV program recommendation system
موضوعات مرتبط
مهندسی و علوم پایه مهندسی کامپیوتر شبکه های کامپیوتری و ارتباطات
پیش نمایش صفحه اول مقاله
A cloud-based intelligent TV program recommendation system
چکیده انگلیسی

In recent years, cloud computing technology has matured significantly, as has the development of digital TV services. This, therefore, has led to an increased demand for improved quality TV services. In this paper, cloud computing technology is used to build a program recommendation system for digital TV programs, and the Hadoop Fair Scheduler is utilized to improve processing performance. Historical data of watched TV programs are collected through an electronic program guide, and then processed using K-means clustering, term frequency/inverse document frequency and k-nearest neighbor algorithms, to obtain clusters of audience groups and to find popular TV programs for each cluster. The proposed system can process massive amounts of user data in real-time, and can easily be scaled up.

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Computers & Electrical Engineering - Volume 39, Issue 7, October 2013, Pages 2379–2399
نویسندگان
, , , ,