Publications (20)
A Review of Relational Machine Learning for Knowledge Graphs
Maximilian Nickel, Kevin Murphy, Volker Tresp +1
Mixture Approximations to Bayesian Networks
Volker Tresp, Michael Haft, Reimar Hofmann
Attention-based Information Fusion using Multi-Encoder-Decoder Recurrent Neural Networks
Stephan Baier, Sigurd Spieckermann, Volker Tresp
Predictive Clinical Decision Support System with RNN Encoding and Tensor Decoding
Yinchong Yang, Peter A. Fasching, Markus Wallwiener +3
Variational Quantum Circuit Model for Knowledge Graphs Embedding
Yunpu Ma, Volker Tresp, Liming Zhao +1
Logistic Tensor Factorization for Multi-Relational Data
Maximilian Nickel, Volker Tresp
Improving Information Extraction from Images with Learned Semantic Models
Stephan Baier, Yunpu Ma, Volker Tresp
Embedding Models for Episodic Knowledge Graphs
Yunpu Ma, Volker Tresp, Erik Daxberger
Predicting Clinical Events by Combining Static and Dynamic Information Using Recurrent Neural Networks
Cristóbal Esteban, Oliver Staeck, Yinchong Yang +1
Relational Models
Volker Tresp, Maximilian Nickel
Infinite Hidden Relational Models
Zhao Xu, Volker Tresp, Kai Yu +1
Type-Constrained Representation Learning in Knowledge Graphs
Denis KrompaÃ, Stephan Baier, Volker Tresp
Towards a New Science of a Clinical Data Intelligence
Volker Tresp, Sonja Zillner, Maria J. Costa +14
The Tensor Memory Hypothesis
Volker Tresp, Yunpu Ma
Learning with Memory Embeddings
Volker Tresp, Cristóbal Esteban, Yinchong Yang +2
Collaborative Ensemble Learning: Combining Collaborative and Content-Based Information Filtering via Hierarchical Bayes
Kai Yu, Anton Schwaighofer, Volker Tresp +2
Going Digital: A Survey on Digitalization and Large Scale Data Analytics in Healthcare
Volker Tresp, J. Marc Overhage, Markus Bundschus +3
Predicting the Co-Evolution of Event and Knowledge Graphs
Cristóbal Esteban, Volker Tresp, Yinchong Yang +2
Improving Visual Relationship Detection using Semantic Modeling of Scene Descriptions
Stephan Baier, Yunpu Ma, Volker Tresp
Tensor-Train Recurrent Neural Networks for Video Classification
Yinchong Yang, Denis Krompass, Volker Tresp