Publication statistics

Pub. period:1991-2012
Pub. count:11
Number of co-authors:24



Co-authors

Number of publications with 3 favourite co-authors:

Kai Yu:3
Volker Tresp:3
Daniel A. Keim:2

 

 

Productive colleagues

Hans-Peter Kriegel's 3 most productive colleagues in number of publications:

Wei-Ying Ma:95
Andreas Butz:48
Hongjiang Zhang:45
 
 
 
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Hans-Peter Kriegel

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Publications by Hans-Peter Kriegel (bibliography)

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2012
 
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Nickel, Maximilian, Tresp, Volker and Kriegel, Hans-Peter (2012): Factorizing YAGO: scalable machine learning for linked data. In: Proceedings of the 2012 International Conference on the World Wide Web 2012. pp. 271-280.

Vast amounts of structured information have been published in the Semantic Web's Linked Open Data (LOD) cloud and their size is still growing rapidly. Yet, access to this information via reasoning and querying is sometimes difficult, due to LOD's size, partial data inconsistencies and inherent noisiness. Machine Learning offers an alternative approach to exploiting LOD's data with the advantages that Machine Learning algorithms are typically robust to both noise and data inconsistencies and are able to efficiently utilize non-deterministic dependencies in the data. From a Machine Learning point of view, LOD is challenging due to its relational nature and its scale. Here, we present an efficient approach to relational learning on LOD data, based on the factorization of a sparse tensor that scales to data consisting of millions of entities, hundreds of relations and billions of known facts. Furthermore, we show how ontological knowledge can be incorporated in the factorization to improve learning results and how computation can be distributed across multiple nodes. We demonstrate that our approach is able to factorize the YAGO 2 core ontology and globally predict statements for this large knowledge base using a single dual-core desktop computer. Furthermore, we show experimentally that our approach achieves good results in several relational learning tasks that are relevant to Linked Data. Once a factorization has been computed, our model is able to predict efficiently, and without any additional training, the likelihood of any of the 4.3 * 10^14 possible triples in the YAGO 2 core ontology.

© All rights reserved Nickel et al. and/or ACM Press

2007
 
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Hilliges, Otmar, Kunath, Peter, Pryakhin, Alexey, Butz, Andreas and Kriegel, Hans-Peter (2007): Browsing and Sorting Digital Pictures Using Automatic Image Classification and Quality Analysis. In: Jacko, Julie A. (ed.) HCI International 2007 - 12th International Conference - Part III 2007. pp. 882-891.

2006
 
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Aßfalg, Johannes, Borgwardt, Karsten M. and Kriegel, Hans-Peter (2006): 3DString: a feature string kernel for 3D object classification on voxelized data. In: Yu, Philip S., Tsotras, Vassilis J., Fox, Edward A. and Liu, Bing (eds.) Proceedings of the 2006 ACM CIKM International Conference on Information and Knowledge Management November 6-11, 2006, Arlington, Virginia, USA. pp. 198-207.

2005
 
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Kriegel, Hans-Peter and Pfeifle, Martin (2005): Efficient and effective server-sided distributed clustering. In: Herzog, Otthein, Schek, Hans-Jörg and Fuhr, Norbert (eds.) Proceedings of the 2005 ACM CIKM International Conference on Information and Knowledge Management October 31 - November 5, 2005, Bremen, Germany. pp. 339-340.

2003
 
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Yu, Kai, Ma, Wei-Ying, Tresp, Volker, Xu, Zhao, He, Xiaofei, Zhang, Hongjiang and Kriegel, Hans-Peter (2003): Knowing a tree from the forest: art image retrieval using a society of profiles. In: Rowe, Lawrence A., Vin, Harrick M., Plagemann, Thomas, Shenoy, Prashant J. and Smith, John R. (eds.) Proceedings of the Eleventh ACM International Conference on Multimedia November 2-8, 2003, Berkeley, CA, USA. pp. 622-631.

2002
 
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Yu, Kai, Xu, Xiaowei, Schwaighofer, Anton, Tresp, Volker and Kriegel, Hans-Peter (2002): Removing redundancy and inconsistency in memory-based collaborative filtering. In: Proceedings of the 2002 ACM CIKM International Conference on Information and Knowledge Management November 4-9, 2002, McLean, VA, USA. pp. 52-59.

2001
 
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Yu, Kai, Xu, Xiaowei, Ester, Martin and Kriegel, Hans-Peter (2001): Selecting Relevant Instances for Efficient and Accurate Collaborative Filtering. In: Proceedings of the 2001 ACM CIKM International Conference on Information and Knowledge Management November 5-10, 2001, Atlanta, Georgia, USA. pp. 239-246.

2000
 
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Böhm, Christian, Braunmüller, Bernhard, Breunig, Markus M. and Kriegel, Hans-Peter (2000): High Performance Clustering Based on the Similarity Join. In: Proceedings of the 2000 ACM CIKM International Conference on Information and Knowledge Management November 6-11, 2000, McLean, VA, USA. pp. 298-305.

1995
 
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Keim, Daniel A., Ankerst, Mihael and Kriegel, Hans-Peter (1995): Recursive Pattern: A Technique for Visualizing Very Large Amounts of Data. In: IEEE Visualization 1995 1995. pp. 279-.

1993
 
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Keim, Daniel A., Kriegel, Hans-Peter and Seidl, Thomas (1993): Visual Feedback in Querying Large Databases. In: Nielson, Gregory M. and Bergeron, R. Daniel (eds.) Proceedings IEEE Visualization 93 1993. pp. 158-165.

1991
 
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Schneider, Ralf and Kriegel, Hans-Peter (1991): The TR*-Tree: A New Representation of Polygonal Objects Supporting Spatial Queries and Operations. In: Bieri, Hanspeter and Noltemeier, Hartmut (eds.) Computational Geometry - Methods, Algorithms and Applications, International Workshop on Computational Geometry CG91, Bern, Switzerland, March 21-22, 1991 1991. pp. 249-263.

 
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Page maintainer: The Editorial Team
URL: http://www.interaction-design.org/references/authors/hans-peter_kriegel.html

Publication statistics

Pub. period:1991-2012
Pub. count:11
Number of co-authors:24



Co-authors

Number of publications with 3 favourite co-authors:

Kai Yu:3
Volker Tresp:3
Daniel A. Keim:2

 

 

Productive colleagues

Hans-Peter Kriegel's 3 most productive colleagues in number of publications:

Wei-Ying Ma:95
Andreas Butz:48
Hongjiang Zhang:45
 
 
 
May 24

For a list of all the ways technology has failed to improve the quality of life, please press three.

-- Alice Kahn

 
 

Featured chapter

Read the fascinating history of Wearable Computing, told by its father, Steve Mann

Read Steve's chapter !

 
 

Help us help you!