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demonstration

Introducing Docear's research paper recommender system

Published: 22 July 2013 Publication History

Abstract

In this demo paper we present Docear's research paper recommender system. Docear is an academic literature suite to search, organize, and create research articles. The users' data (papers, references, annotations, etc.) is managed in mind maps and these mind maps are utilized for the recommendations. Using content-based filtering methods, Docear's recommender achieves click-through rates around 6%, in some scenarios even over 10%.

References

[1]
Agarwal, N., Haque, E., Liu, H. and Parsons, L. 2006. A subspace clustering framework for research group collaboration. International Journal of Information Technology and Web Engineering. 1, (2006), 35--58.
[2]
Beel, J., Gipp, B., Langer, S. and Genzmehr, M. 2011. Docear: An Academic Literature Suite for Searching, Organizing and Creating Academic Literature. Proceedings of the 11th annual international ACM/IEEE joint conference on Digital libraries (2011), 465--466.
[3]
Bogers, T. and Bosch, A. van den 2008. Recommending scientific articles using citeulike. Proceedings of the 2008 ACM conference on Recommender systems (2008), 287--290.
[4]
Bollacker, K.D., Lawrence, S. and Giles, C.L. 1998. CiteSeer: An autonomous web agent for automatic retrieval and identification of interesting publications. Proceedings of the 2nd international conference on Autonomous agents (1998).
[5]
Chandrasekaran, K., Gauch, S., Lakkaraju, P. and Luong, H. 2008. Concept-based document recommendations for citeseer authors. Adaptive Hypermedia and Adaptive Web-Based Systems (2008), 83--92.
[6]
Manchanda, P., Dubé, J.P., Goh, K.Y. and Chintagunta, P.K. 2006. The effect of banner advertising on internet purchasing. Journal of Marketing Research. 43, (2006), 98--108.
[7]
Pohl, S., Radlinski, F. and Joachims, T. 2007. Recommending Related Papers Based on Digital Library Access Records. Proceedings of the 7th ACM/IEEE-CS Joint Conference on Digital Libraries (Vancouver, BC, Canada, 2007), 417--418.
[8]
Torres, R., McNee, S.M., Abel, M., Konstan, J.A. and Riedl, J. 2004. Enhancing Digital Libraries with Techlens+. Proceedings of the 4th ACM/IEEE-CS Joint Conference on Digital Libraries (Tuscon, AZ, USA, 2004), 228--236.
[9]
Wang, Y., Zhai, E., Hu, J. and Chen, Z. 2010. Claper: Recommend classical papers to beginners. Seventh International Conference on Fuzzy Systems and Knowledge Discovery (2010), 2777--2781.

Cited By

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  • (2023)High-Performance Artificial Intelligence Recommendation of Quality Research Papers Using Effective Collaborative ApproachSystems10.3390/systems1102008111:2(81)Online publication date: 4-Feb-2023
  • (2023)Semantic Interest Modeling and Content-Based Scientific Publication Recommendation Using Word Embeddings and Sentence EncodersMultimodal Technologies and Interaction10.3390/mti70900917:9(91)Online publication date: 15-Sep-2023
  • (2023)Discovery of Patent Influence with Directed Acyclic Graph Network AnalysisProceedings of the 27th International Database Engineered Applications Symposium10.1145/3589462.3589483(17-24)Online publication date: 5-May-2023
  • Show More Cited By

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Published In

cover image ACM Conferences
JCDL '13: Proceedings of the 13th ACM/IEEE-CS joint conference on Digital libraries
July 2013
480 pages
ISBN:9781450320771
DOI:10.1145/2467696
Permission to make digital or hard copies of part or all of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for third-party components of this work must be honored. For all other uses, contact the Owner/Author.

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Association for Computing Machinery

New York, NY, United States

Publication History

Published: 22 July 2013

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Author Tags

  1. content-based filtering
  2. mind map
  3. mind mapping
  4. recommender systems
  5. research paper recommender system
  6. user model

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  • Demonstration

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JCDL '13
Sponsor:
JCDL '13: 13th ACM/IEEE-CS Joint Conference on Digital Libraries
July 22 - 26, 2013
Indiana, Indianapolis, USA

Acceptance Rates

JCDL '13 Paper Acceptance Rate 28 of 95 submissions, 29%;
Overall Acceptance Rate 415 of 1,482 submissions, 28%

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Cited By

View all
  • (2023)High-Performance Artificial Intelligence Recommendation of Quality Research Papers Using Effective Collaborative ApproachSystems10.3390/systems1102008111:2(81)Online publication date: 4-Feb-2023
  • (2023)Semantic Interest Modeling and Content-Based Scientific Publication Recommendation Using Word Embeddings and Sentence EncodersMultimodal Technologies and Interaction10.3390/mti70900917:9(91)Online publication date: 15-Sep-2023
  • (2023)Discovery of Patent Influence with Directed Acyclic Graph Network AnalysisProceedings of the 27th International Database Engineered Applications Symposium10.1145/3589462.3589483(17-24)Online publication date: 5-May-2023
  • (2023)Scholarly recommendation systems: a literature surveyKnowledge and Information Systems10.1007/s10115-023-01901-x65:11(4433-4478)Online publication date: 4-Jun-2023
  • (2022)OSS Effort Estimation Using Software Features Similarity and Developer Activity-Based MetricsACM Transactions on Software Engineering and Methodology10.1145/348581931:2(1-35)Online publication date: 4-Mar-2022
  • (2022)Classification Methods for Labelled Data in Machine LearningAdvances in Mechanical and Energy Technology10.1007/978-981-19-1618-2_10(99-107)Online publication date: 21-Jun-2022
  • (2022)Comparison and Evaluation of Models for Predicting Immunogenicity of Viral Antigens of the pMHC Complex from Murine ModelsInnovations in Biomedical Engineering10.1007/978-3-030-99112-8_28(279-290)Online publication date: 1-Jun-2022
  • (2021)Enhancing Academic Recommendation Regarding Common Coauthors' Publication RecordsResult Page Generation for Web Searching10.4018/978-1-7998-0961-6.ch006(70-87)Online publication date: 2021
  • (2021)Scientific Paper Recommender Systems: A ReviewArtificial Intelligence and Heuristics for Smart Energy Efficiency in Smart Cities10.1007/978-3-030-92038-8_92(896-906)Online publication date: 25-Nov-2021
  • (2020)A review of citation recommendation: from textual content to enriched contextScientometrics10.1007/s11192-019-03336-0Online publication date: 3-Jan-2020
  • Show More Cited By

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