H
Heiko Paulheim
Researcher at University of Mannheim
Publications - 267
Citations - 6909
Heiko Paulheim is an academic researcher from University of Mannheim. The author has contributed to research in topics: Linked data & Computer science. The author has an hindex of 35, co-authored 239 publications receiving 5629 citations. Previous affiliations of Heiko Paulheim include Zentrum für Europäische Wirtschaftsforschung & Technische Universität Darmstadt.
Papers
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The RDF2vec Family of Knowledge Graph Embedding Methods An Experimental Evaluation of RDF2vec Variants and their Capabilities
Jan Portisch,Heiko Paulheim +1 more
TL;DR: In this article , the authors evaluate a total of twelve RDF2vec variants on a comprehensive set of benchmark models, and compare them to seven ex- isting knowledge graph embedding methods from the family of link prediction approaches.
Proceedings ArticleDOI
CSSA'20: Workshop on Combining Symbolic and Sub-Symbolic Methods and their Applications
TL;DR: This workshop brought together researchers to discuss and foster collaborations on the intersection of sub-symbolic artificial intelligence and symbolic representations.
Proceedings ArticleDOI
Evidential Relational-Graph Convolutional Networks for Entity Classification in Knowledge Graphs
Tobias Weller,Heiko Paulheim +1 more
TL;DR: This article used graph convolutional neural networks (GCNNs) with a Dirichlet distribution on the class probabilities to overcome the problem of overconfident prediction of deterministic neural networks.