Hybrid Music Recommendation System Enhanced Collaborative Filtering Using Context And Interest Based Approach

被引：0
|
作者：
Naser, Intekhab [1 ]
Pagare, Reena [1 ]
Wathap, NayanKumar [1 ]
Pingale, Vinod [1 ]
机构：
[1] Savitribai Phule Pune Univ, MAEERs MITCOE, Dept Comp Engn, Pune, Maharashtra, India
来源：
2014 ANNUAL IEEE INDIA CONFERENCE (INDICON) | 2014年
关键词：
Recommender Sytem; Collaborative Filtering; Context;
D O I：
暂无
中图分类号：
TP39 [计算机的应用];
学科分类号：
081203 ; 0835 ;
摘要：
In this paper, we propose an enhancement to the collaborative filtering, by combining context and interest of the user to give recommendations. The primary approach is based on the user's contextual information that is influenced by various seasonal, atmospheric, situation and location oriented conditions. The secondary approach is based on the user's interest of particular songs along with the choice of songs of other users with similar interest. This combined approach enhances the relevancy constraint of recommended songs to the user's mood and interest.
引用
收藏
页数：11
相关论文
共 50 条
  • [1] Evaluation of Hybrid Collaborative Filtering Approach with Context-Sensitive Recommendation System
    Murad, Dina Fitria
    Hassan, Rosilah
    Wijanarko, Bambang Dwi
    Leandros, Riyan
    Murad, Silvia Ayunda
    2022 7TH INTERNATIONAL CONFERENCE ON BUSINESS AND INDUSTRIAL RESEARCH (ICBIR2022), 2022, : 7 - 12
  • [2] A hybrid music recommendation method based on music genes and collaborative filtering
    Zhang, Ruowei
    Tu, Shengxia
    Sun, Zhongzheng
    2022 IEEE INTL CONF ON DEPENDABLE, AUTONOMIC AND SECURE COMPUTING, INTL CONF ON PERVASIVE INTELLIGENCE AND COMPUTING, INTL CONF ON CLOUD AND BIG DATA COMPUTING, INTL CONF ON CYBER SCIENCE AND TECHNOLOGY CONGRESS (DASC/PICOM/CBDCOM/CYBERSCITECH), 2022, : 814 - 819
  • [3] A Music Recommendation Algorithm Based on Hybrid Collaborative Filtering Technique
    Yan, Yan
    Liu, Tianlong
    Wang, Zhenyu
    SOCIAL MEDIA PROCESSING, SMP 2015, 2015, 568 : 233 - 240
  • [4] Improving Music Recommendation in Session-Based Collaborative Filtering by using Temporal Context
    Dias, Ricardo
    Fonseca, Manuel J.
    2013 IEEE 25TH INTERNATIONAL CONFERENCE ON TOOLS WITH ARTIFICIAL INTELLIGENCE (ICTAI), 2013, : 783 - 788
  • [5] An Approach for Music Recommendation Using Content-based Analysis and Collaborative Filtering
    Kim, Jaekwang
    Kim, Kunsu
    You, Kwan-Ho
    Lee, Jee-Hyong
    INFORMATION-AN INTERNATIONAL INTERDISCIPLINARY JOURNAL, 2012, 15 (05): : 1985 - 1996
  • [6] An Enhanced Memory-Based Collaborative Filtering Approach for Context-Aware Recommendation
    Tseng, Guan-Yu
    Lee, Wei-Po
    WORLD CONGRESS ON ENGINEERING, WCE 2015, VOL I, 2015, : 198 - 202
  • [7] Personalized Music Recommendation Algorithm Based On Hybrid Collaborative Filtering Technology
    Wang Wenzhen
    2019 INTERNATIONAL CONFERENCE ON SMART GRID AND ELECTRICAL AUTOMATION (ICSGEA), 2019, : 280 - 283
  • [8] Personalized recommendation: an enhanced hybrid collaborative filtering
    Parivash Pirasteh
    Mohamed-Rafik Bouguelia
    K. C. Santosh
    Advances in Computational Intelligence, 2021, 1 (4):
  • [9] Music recommendation hybrid system for improving recognition ability using collaborative filtering and impression words
    Yoshizaki, S.
    Yoshitomi, Y.
    Koro, C.
    Asada, T.
    PROCEEDINGS OF THE EIGHTEENTH INTERNATIONAL SYMPOSIUM ON ARTIFICIAL LIFE AND ROBOTICS (AROB 18TH '13), 2013, : 192 - 196
  • [10] Music recommendation hybrid system for improving recognition ability using collaborative filtering and impression words
    Yoshizaki, Saya
    Yoshitomi, Yasunari
    Koro, Chikoto
    Asada, Taro
    ARTIFICIAL LIFE AND ROBOTICS, 2013, 18 (1-2) : 109 - 116
12345