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
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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. Links | BibTeX @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
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Sugiyama, Kazunari; Kan, Min-Yen A Comprehensive Evaluation of Scholarly Paper Recommendation Using Potential Citation Papers Journal Article International Journal on Digital Libraries, 16 , pp. 91-109, 2015. Links | BibTeX @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 ACM SIGWEB Newsletter, 2015. Links | BibTeX @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
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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. Links | BibTeX @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
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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. Links | BibTeX @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
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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. Links | BibTeX @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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