Abstract
Much of the world’s new knowledge is now largely captured in digital form and archived within a digital library system. However, these trends lead to information overload, where users find an overwhelmingly large number of publications that match their search queries but are largely irrelevant to their latent information needs. Therefore, we develop methods for recommending scholarly papers relevant to each researcher’s information needs. Furthermore, among researchers, junior researchers need to broaden their range of research interests to acquire knowledge, while senior researchers seek to apply their knowledge towards other areas to lead interdisciplinary research. Therefore, we have also developed methods for recommending scholarly papers that are serendipitous to each researcher’s research interests.
Publication
2018
Yu, Jifan; Pan, Liangming; Li, Juanzi; Du, Xiaoping
Predicting Concept-based Research Trends with Rhetorical Framing Conference
The 3th China Conference on Knowledge Graph and Semantic Computing (CCKS 2018), 2018.
@conference{plm2018CCKS,
title = {Predicting Concept-based Research Trends with Rhetorical Framing},
author = {Jifan Yu and Liangming Pan and Juanzi Li and Xiaoping Du},
url = {http://www.liangmingpan.com/files/publications/CCKS18_Paper.pdf},
year = {2018},
date = {2018-08-01},
booktitle = {The 3th China Conference on Knowledge Graph and Semantic Computing (CCKS 2018)},
keywords = {},
pubstate = {published},
tppubtype = {conference}
}
2015
Sugiyama, Kazunari; Kan, Min-Yen
A Comprehensive Evaluation of Scholarly Paper Recommendation Using Potential Citation Papers Journal Article
In: International Journal on Digital Libraries, vol. 16, pp. 91-109, 2015.
@article{bt,
title = {A Comprehensive Evaluation of Scholarly Paper Recommendation Using Potential Citation Papers},
author = {Kazunari Sugiyama and Min-Yen Kan},
url = {/wp-content/uploads/Publications/PDF/A-Comprehensive-Evaluation.pdf},
year = {2015},
date = {2015-01-01},
journal = {International Journal on Digital Libraries},
volume = {16},
pages = {91-109},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
Sugiyama, Kazunari; Kan, Min-Yen
Towards Higher Relevance and Serendipity in Scholarly Paper Recommendation Journal Article
In: ACM SIGWEB Newsletter, 2015.
@article{bw,
title = {Towards Higher Relevance and Serendipity in Scholarly Paper Recommendation},
author = {Kazunari Sugiyama and Min-Yen Kan},
url = {/wp-content/uploads/Publications/PDF/Towards Higher Relevance and Serendipity in Scholarly Paper Recommendation.pdf},
year = {2015},
date = {2015-01-01},
journal = {ACM SIGWEB Newsletter},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
2013
Sugiyama, Kazunari; Kan, Min-Yen
Exploiting Potential Citation Papers in Scholarly Paper Recommendation Conference
Proceedings of the Joint Conference on Digital Libraries (JCDL '13), 2013.
@conference{b_45,
title = {Exploiting Potential Citation Papers in Scholarly Paper Recommendation},
author = {Kazunari Sugiyama and Min-Yen Kan},
url = {/wp-content/uploads/Publications/PDF/Exploiting%20Potential%20Citation%20Papers%20in%20Scholarly%20Paper%20Recommendation.pdf
/wp-content/uploads/Publications/slide/Exploiting%20Potential%20Citation%20Papers%20in%20Scholarly%20Paper%20Recommendation%20slide.pdf},
year = {2013},
date = {2013-01-01},
booktitle = {Proceedings of the Joint Conference on Digital Libraries (JCDL '13)},
keywords = {},
pubstate = {published},
tppubtype = {conference}
}
2011
Sugiyama, Kazunari; Kan, Min-Yen
Serendipitous Recommendation for Scholarly Papers Considering Relations Among Researchers Conference
Proceedings of the 11th ACM/IEEE Joint Conference on Digital Libraries (JCDL 2011) Short Papers, 2011.
@conference{b_83,
title = {Serendipitous Recommendation for Scholarly Papers Considering Relations Among Researchers},
author = {Kazunari Sugiyama and Min-Yen Kan},
url = {http://wing.comp.nus.edu.sg/wp-content/uploads/Publications/PDF/Serendipitous%20Recommendation%20for%20Scholarly%20Papers%20Considering%20Relations%20Among%20Researchers.pdf
http://wing.comp.nus.edu.sg/wp-content/uploads/Publications/slide/Serendipitous%20Recommendation%20for%20Scholarly%20Papers%20Considering%20Relations%20Among%20Researchers%20slide.pdf},
year = {2011},
date = {2011-01-01},
booktitle = {Proceedings of the 11th ACM/IEEE Joint Conference on Digital Libraries (JCDL 2011) Short Papers},
keywords = {},
pubstate = {published},
tppubtype = {conference}
}
2010
Sugiyama, Kazunari; Kan, Min-Yen
Scholarly Paper Recommendation via User's Recent Research Interests Conference
Proceedings of the Joint Conference on Digital Libraries (JCDL '10), 2010.
@conference{b_114,
title = {Scholarly Paper Recommendation via User's Recent Research Interests},
author = {Kazunari Sugiyama and Min-Yen Kan},
url = {http://wing.comp.nus.edu.sg/wp-content/uploads/Publications/PDF/Scholarly%20Paper%20Recommendation%20via%20User\'s%20Recent%20Research%20Interests.pdf
http://wing.comp.nus.edu.sg/wp-content/uploads/Publications/slide/Scholarly%20Paper%20Recommendation%20via%20User's%20Recent%20Research%20Interests%20slide.pdf},
year = {2010},
date = {2010-01-01},
booktitle = {Proceedings of the Joint Conference on Digital Libraries (JCDL '10)},
keywords = {},
pubstate = {published},
tppubtype = {conference}
}
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