Current challenges and visions in music recommender systems research

M Schedl, H Zamani, CW Chen, Y Deldjoo… - International Journal of …, 2018 - Springer
Music recommender systems (MRSs) have experienced a boom in recent years, thanks to
the emergence and success of online streaming services, which nowadays make available …

[PDF][PDF] A survey of music recommendation systems and future perspectives

Y Song, S Dixon, M Pearce - … on computer music modeling and retrieval, 2012 - Citeseer
Along with the rapid expansion of digital music formats, managing and searching for songs
has become significant. Though music information retrieval (MIR) techniques have been …

Evaluating collaborative filtering recommender algorithms: a survey

M Jalili, S Ahmadian, M Izadi, P Moradi… - IEEE access, 2018 - ieeexplore.ieee.org
Due to the explosion of available information on the Internet, the need for effective means of
accessing and processing them has become vital for everyone. Recommender systems …

[图书][B] Recommender systems: an introduction

D Jannach, M Zanker, A Felfernig, G Friedrich - 2010 - books.google.com
In this age of information overload, people use a variety of strategies to make choices about
what to buy, how to spend their leisure time, and even whom to date. Recommender …

Improving content-based and hybrid music recommendation using deep learning

X Wang, Y Wang - Proceedings of the 22nd ACM international …, 2014 - dl.acm.org
Existing content-based music recommendation systems typically employ a\textit {two-stage}
approach. They first extract traditional audio content features such as Mel-frequency cepstral …

Music recommendation

O Celma - Music recommendation and discovery: The long tail …, 2010 - Springer
This chapter focuses on the recommendation problem in the music domain. Section 3.1
presents some common use cases in music recommendation. After that, Sect. 3.2, discusses …

An emotion-based personalized music recommendation framework for emotion improvement

Z Liu, W Xu, W Zhang, Q Jiang - Information Processing & Management, 2023 - Elsevier
Music has a close relationship with people's emotion and mental status. Music
recommendation has both economic and social benefits. Unfortunately, most existing music …

Music recommendation by unified hypergraph: combining social media information and music content

J Bu, S Tan, C Chen, C Wang, H Wu, L Zhang… - Proceedings of the 18th …, 2010 - dl.acm.org
Acoustic-based music recommender systems have received increasing interest in recent
years. Due to the semantic gap between low level acoustic features and high level music …

Contextual music information retrieval and recommendation: State of the art and challenges

M Kaminskas, F Ricci - Computer Science Review, 2012 - Elsevier
Increasing amount of online music content has opened new opportunities for implementing
new effective information access services–commonly known as music recommender …

Multi-view enhanced graph attention network for session-based music recommendation

D Wang, X Zhang, Y Yin, D Yu, G Xu… - ACM Transactions on …, 2023 - dl.acm.org
Traditional music recommender systems are mainly based on users' interactions, which limit
their performance. Particularly, various kinds of content information, such as metadata and …