Yi Huang
Biography
I am a staff scientist at Siemens Corporate Research and Technology in Munich.
I am finishing my PhD at Ludwig Maximilian University of Munich where I got a Diploma in computer science.
E-mail: yihuang at s i e m e n s.com
Research Interests
- Machine Learning
- Semantic Web, Linked Data
- Statistical Relational Learning
- Graphical Models
- Text Mining
- Information Retrieval
- Decision Support Systems
- Recommendation Systems
Active Projects
Awards
- Winner of the ISWC 2011 Semantic Web
Challenge (with Irene Celino, Daniele Dell'Aglio, Emanuele Della
Valle, Marco Balduini, Yi Huang, Tony Lee, Seon-Ho Kim)
Friends
Tutorials and Invited Talks
- Yi Huang, Volker Tresp. Accessing the Semantic Web via Statistical Machine Learning (click here), Tutorial at ESWC 2012, 2012.
- Yi Huang and Volker Tresp. Machine Learning on the Semantic Web. Invited talk at Institute of Automation, Chinese Academy of Sciences, 2011.
- Yi Huang. Multivariate Prediction for Learning on the Semantic Web. Invited talk at International WIC Institute, Beijing University of Technology, 2010.
Papers
2011
- Volker Tresp, Yi Huang, Xueyan Jiang, and Achim Rettinger. Graphical Models for Relations -
Modeling Relational Context. In Proceedings of International Conference on Knowledge Discovery and
Information Retrieval, 2011.
- Irene Celino, Daniele Dell'Aglio,
Emanuele Della Valle, Yi Huang, Tony Lee, Seon-Ho Kim, and
Volker Tresp. Towards
BOTTARI: Using Stream Reasoning to Make Sense of
Location-Based Micro-Posts. In: R. Garcia-Castro
et al. (Eds.): ESWC 2011
Workshops, LNCS 7117, Springer, 2011.
- Irene Celino, Daniele Dell'Aglio, Emanuele Della Valle, Yi
Huang, Tony Lee, Stanley Park and Volker Tresp. Making Sense of Location-based
Micro-posts Using Stream Reasoning. In Proceedings of the Making Sense of
Microposts Workshop (#MSM), 2011.
2010
- Davide Barbieri, Daniele Braga, Stefano
Ceri, Emanuele Della Valle, Yi Huang, Volker
Tresp, Achim Rettinger and Hendrik Wermser. Deductive and Inductive Stream Reasoning for Semantic Social Media
Analytics.
IEEE Intelligent Systems, 99, 2010.
- Yi Huang, Maximilian
Nickel, Volker Tresp and Hans-Peter Kriegel. A Scalable Kernel
Approach to Learning in Semantic Graphs with
Applications to Linked Data. In Proc. of the 1st Workshop
on Mining the Future Internet, 2010.
- Yi Huang, Volker Tresp, Markus
Bundschus, Achim Rettinger and Hans-Peter Kriegel. Multivariate structured
prediction for learning on the semantic web. In Proceedings of the 20th International Conference on
Inductive Logic Programming (ILP), 2010.
2009
- Yi Huang, Volker Tresp, and Hans-Peter Kriegel. Multivariate prediction for
learning in relational graphs. In NIPS 2009
Workshop: Analyzing Networks and
Learning With Graphs, 2009.
- Volker Tresp, Yi Huang, Markus Bundschus, and Achim
Rettinger. Materializing and querying learned knowledge. In Proceedings of
the First ESWC Workshop on Inductive Reasoning and Machine
Learning on the Semantic Web (IRMLeS 2009), 2009.
- Volker Tresp, Yi Huang, Markus Bundschus and Achim Rettinger. Scalable Relational Learning for Sparse and Incomplete Domains. In International Workshop on Statistical Relational Learning (SRL 2009), 2009.
2008
- Christoph Lippert, Stefan-Hagen Weber, Yi Huang, Volker
Tresp, Matthias Schubert, and Hans-Peter Kriegel. Relation-prediction in
multi-relational domains using matrix-factorization. In NIPS 2008 Workshop: Structured Input - Structured Output,
2008.
- Volker Tresp, Markus Bundschus, Achim Rettinger, and
Yi Huang. Towards
machine learning on the semantic web. Technical report,
2008. Extended Version of a paper to appear in: Costa, Paulo C.
G.; D'Amato, Claudia; Fanizzi, Nicola; Laskey, Kathryn B.;
Laskey, Kenneth J.; Lukasiewicz, Thomas; Nickles, Matthias; and
Pool, Michael (Eds.): Uncertainty Reasoning for the Semantic Web
I Lecture Notes in AI, Springer, 2008.
- Emanuele Della Valle, Irene Celino, Daniele Dell'Aglio, Kono Kim, Zhisheng Huang, Volker Tresp, Werner Hauptmann, Yi Huang, and Ralph Grothmann. Urban Computing: a challenging problem for Semantic Technologies In Proceedings of the Second International Workshop New forms of reasoning for the Semantic Web: scalable, tolerant and dynamic, Co-located with the 3rd Asian Semantic Web Conference (ASWC 2008), 2008.
- Emanuele Della Valle, Irene Celino, Kono Kim, Zhisheng Huang, Volker Tresp, Werner Hauptmann, and Yi Huang. Challenging the Internet of the Future with Urban Computing. In Proceedings of the OneSpace 2008 Workshop, co-located with the Future Internet Symposium (FIS 2008), 2008.
2007
2005