A scalable hybrid research paper recommender system for Microsoft academic

The Web Conference 2019 - Proceedings of the World Wide Web Conference, WWW 2019

Volumn , Issue , 2019, Pages 2893-2899

  Kanakia, Anshul ^a   Eide, Darrin ^a   Shen, Zhihong ^a   Wang, Kuansan ^a  

^a MICROSOFT RESEARCH   (United States)

Author keywords

Big data; Clustering; Document collection; K means; Recommender system; Word embedding

Indexed keywords

BIG DATA; BLENDING; K-MEANS CLUSTERING; PAPER; QUALITY CONTROL; WORLD WIDE WEB;

CITATION INFORMATION; CLUSTERING; CONTENT-BASED APPROACH; CONTENT-BASED RECOMMENDATION; DOCUMENT COLLECTION; K-MEANS; SIMILARITY RANKINGS; WORD EMBEDDING;

RECOMMENDER SYSTEMS;

EID: 85066892457     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1145/3308558.3313700     Document Type: Conference Paper

References (28)

1. Luiz Barroso. 2006. Exploring the scholarly neighborhood [Blog Post]. https://googleblog.blogspot.com/2006/08/exploring-scholarly-neighborhood.html.
2. Joeran Beel, Akiko Aizawa, Corinna Breitinger, and Bela Gipp. 2017. Mr. DLib: recommendations-as-a-service (RaaS) for academia. In Digital Libraries (JCDL), 2017 ACM/IEEE Joint Conference on. IEEE, 1-2.
3. Joeran Beel, Bela Gipp, Stefan Langer, and Corinna Breitinger. 2016. Research-paper recommender systems: a literature survey. International Journal on Digital Libraries 17, 4 (Nov. 2016), 305-338.
4. Steven Bethard and Dan Jurafsky. 2010. Who should I cite: learning literature search models from citation behavior. In Proceedings of the 19th ACM international conference on Information and knowledge management. 609-618.
5. Chandra Bhagavatula, Sergey Feldman, Russell Power, and Waleed Ammar. 2018. Content-Based Citation Recommendation. In NAACL HLT 2018: 16th Annual Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies. 238-251.
6. Piotr Bojanowski, Edouard Grave, Armand Joulin, and Tomas Mikolov. 2016. Enriching word vectors with subword information. arXiv preprint arXiv:1607.04606 (2016).
7. Kurt D Bollacker, Steve Lawrence, and C Lee Giles. 1999. A system for automatic personalized tracking of scientific literature on the web. In Proceedings of the fourth ACM conference on Digital libraries. ACM, 105-113.
8. Robin D. Burke. 2002. Hybrid Recommender Systems: Survey and Experiments. User Modeling and User-adapted Interaction 12, 4 (2002), 331-370.
9. Tsung Teng Chen and Maria R. Lee. 2018. Research Paper Recommender Systems on Big Scholarly Data.. In PKAW. 251-260.
10. Inderjit S. Dhillon and Dharmendra S. Modha. 2001. Concept Decompositions for Large Sparse Text Data Using Clustering. Machine Learning 42 (2001), 143-175.
11. Yuxiao Dong, Hao Ma, Zhihong Shen, and Kuansan Wang. 2017. A Century of Science: Globalization of Scientific Collaborations, Citations, and Innovations. In Proceedings of the 23rd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining. 1437-1446.
12. Santo Fortunato, Carl T. Bergstrom, Katy Borner, James A. Evans, Dirk Helbing, Stasa Milojevic, Alexander M. Petersen, Filippo Radicchi, Roberta Sinatra, Brian Uzzi, Alessandro Vespignani, Ludo Waltman, Dashun Wang, and Albert Laszlo Barabasi. 2018. Science of science. Science 359, 6379 (2018).
13. Bela Gipp, JÃűran Beel, and Christian Hentschel. 2009. Scienstein: A Research Paper Recommender System. ICETiCâĂŹ09: International Conference on Emerging Trends in Computing (2009), 309-315.
14. Khalid Haruna, Maizatul Akmar Ismail, Abdullahi Baffa Bichi, Victor Chang, Sutrisna Wibawa, and Tutut Herawan. 2018. A Citation-Based Recommender System for Scholarly Paper Recommendation.. In International Conference on Computational Science and Its Applications. 514-525.
15. Kurt Hornik, Ingo Feinerer, and Martin Kober. 2012. Spherical k-Means Clustering. Journal of Statistical Software 50, 1 (2012), 1-22.
16. Jeremy Howard and Sebastian Ruder. 2018. Universal language model fine-tuning for text classification. In Proceedings of the 56th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers), Vol. 1. 328-339.
17. Wenyi Huang, Zhaohui Wu, Prasenjit Mitra, and C Lee Giles. 2014. Refseer: A citation recommendation system. In Digital Libraries (JCDL), 2014 IEEE/ACM Joint Conference on. IEEE, 371-374.
18. Kris Jack. 2012. Mahout Becomes a Researcher: Large Scale Recommendations at Mendeley. https://www.slideshare.net/KrisJack/mahout-becomes-a-researcher-large-scale-recommendations-at-mendeley.
19. Ajith Kodakateri Pudhiyaveetil, Susan Gauch, Hiep Luong, and Josh Eno. 2009. Conceptual recommender system for CiteSeerX. In Proceedings of the third ACM conference on Recommender systems. ACM, 241-244.
20. Quoc V. Le and Tomas Mikolov. 2014. Distributed Representations of Sentences and Documents. international conference on machine learning (2014), 1188-1196.
21. Maake Benard Magara, Sunday O. Ojo, and Tranos Zuva. 2018. A comparative analysis of text similarity measures and algorithms in research paper recommender systems. In 2018 Conference on Information Communications Technology and Society (ICTAS).
22. Tomas Mikolov, Kai Chen, Greg S. Corrado, and Jeffrey Dean. 2013. Efficient Estimation of Word Representations in Vector Space. arXiv preprint arXiv:1301.3781 (2013).
23. Tomas Mikolov, Ilya Sutskever, Kai Chen, Greg S Corrado, and Jeff Dean. 2013. Distributed representations of words and phrases and their compositionality. In Advances in neural information processing systems. 3111-3119.
24. Cristiano Nascimento, Alberto H.F. Laender, Altigran S. da Silva, and Marcos An-drÃľ GonÃğalves. 2011. A source independent framework for research paper recommendation. ACM Press, 297.
25. Zhihong Shen, Hao Ma, and Kuansan Wang. 2018. A web-scale system for scientific knowledge exploration. meeting of the association for computational linguistics (2018).
26. Arnab Sinha, Zhihong Shen, Yang Song, Hao Ma, Darrin Eide, Bo-June Paul Hsu, and Kuansan Wang. 2015. An Overview of Microsoft Academic Service (MAS) and Applications. In Proceedings of the 24th International Conference on World Wide Web. 243-246.
27. Henry Small. 1973. CoâĂŘcitation in the scientific literature: A new measure of the relationship between two documents. Journal of The American Society for Information Science 24, 4 (July 1973), 265-269.
28. Roberto Torres, Sean M. McNee, Mara Abel, Joseph A. Konstan, and John Riedl. 2004. Enhancing digital libraries with TechLens+. In Proceedings of the 4th ACM/IEEE-CS joint conference on Digital libraries. ACM, 228-236.