Title
Neural Network Based Next-Song Recommendation.
Abstract
Recently, the next-item/basket recommendation system, which considers the sequential relation between bought items, has drawn attention of researchers. The utilization of sequential patterns has boosted performance on several kinds of recommendation tasks. Inspired by natural language processing (NLP) techniques, we propose a novel neural network (NN) based next-song recommender, CNN-rec, in this paper. Then, we compare the proposed system with several NN based and classic recommendation systems on the next-song recommendation task. Verification results indicate the proposed system outperforms classic systems and has comparable performance with the state-of-the-art system.
Year
Venue
Field
2016
arXiv: Information Retrieval
Recommender system,Data mining,Information retrieval,Computer science,Artificial intelligence,Artificial neural network,Machine learning
DocType
Volume
Citations 
Journal
abs/1606.07722
0
PageRank 
References 
Authors
0.34
9
4
Name
Order
Citations
PageRank
Kai-Chun Hsu100.68
Szu-Yu Chou2496.82
Yi-Hsuan Yang3102284.71
Tai-Shih Chi48217.79