| dc.contributor | 資科系 | - |
| dc.creator (作者) | Chen, Chih-Ming;Tsai, Ming-Feng;Liu, J.-Y.;Yang, Y.-H. | - |
| dc.creator (作者) | 陳志明;蔡銘峰 | - |
| dc.date (日期) | 2013-10 | - |
| dc.date.accessioned | 28-May-2015 16:59:41 (UTC+8) | - |
| dc.date.available | 28-May-2015 16:59:41 (UTC+8) | - |
| dc.date.issued (上傳時間) | 28-May-2015 16:59:41 (UTC+8) | - |
| dc.identifier.uri (URI) | http://nccur.lib.nccu.edu.tw/handle/140.119/75348 | - |
| dc.description.abstract (摘要) | This paper proposes a context-aware approach that recommends music to a user based on the user`s emotional state predicted from the article the user writes. We analyze the association between user-generated text and music by using a real-world dataset with <user, text, music> tripartite information collected from the social blogging website LiveJournal. The audio information represents various perceptual dimensions of music listening, including danceability, loudness, mode, and tempo; the emotional text information consists of bag-of-words and three dimensional affective states within an article: valence, arousal and dominance. To combine these factors for music recommendation, a factorization machine- based approach is taken. Our evaluation shows that the emotional context information mined from user-generated articles does improve the quality of recommendation, com- paring to either the collaborative filtering approach or the content-based approach. Copyright © 2013 ACM. | - |
| dc.format.extent | 176 bytes | - |
| dc.format.mimetype | text/html | - |
| dc.relation (關聯) | MM 2013 - Proceedings of the 2013 ACM Multimedia Conference, 2013, 649-652, 21st ACM International Conference on Multimedia, MM 2013; Barcelona; Spain; 21 October 2013 到 25 October 2013; 類別編號433137; 代碼 100792 | - |
| dc.subject (關鍵詞) | Content-based approach; Context information; Context-aware approaches; Factorization machines; Listening context; Music recommendation; Perceptual dimensions; Quality of recommendations | - |
| dc.title (題名) | Using emotional context from article for contextual music recommendation | - |
| dc.type (資料類型) | conference | en |
| dc.identifier.doi (DOI) | 10.1145/2502081.2502170 | - |
| dc.doi.uri (DOI) | http://dx.doi.org/10.1145/2502081.2502170 | - |
