| Vol-2106 urn:nbn:de:0074-2106-7 Copyright © 2018 for the individual papers by the papers' authors. Copying permitted for private and academic purposes. This volume is published and copyrighted by its editors.

# DL4KGS 2018
Workshop on Deep Learning for Knowledge Graphs and Semantic Technologies 2018

### Proceedings of the First Workshop on Deep Learning for Knowledge Graphs and Semantic Technologies (DL4KGS)
co-located with the 15th Extended Semantic Web Conerence (ESWC 2018)

### Heraklion, Crete, Greece, June 4, 2018.

Edited by

### Michael Cochez *
Thierry Declerck **
Gerard de Melo ***
Luis Espinosa Anke ****
Besnik Fetahu *****
Dagmar Gromann ******
Mayank Kejriwal *******
Maria Koutraki ********
Freddy Lecue *********
Enrico Palumbo **********
Harald Sack ********

* Fraunhofer Institute for Applied Information Technology, Germany
** DFKI GmbH, Germany
*** Rutgers University, Germany
**** Cardiff University, UK
***** L3S Research Center, Leibniz University of Hannover, Germany
****** International Center for Computational Logic, TU Dresden, Dresden, Germany
******* Center of Knowledge Graphs, Information Sciences Institute, USA
******** FIZ-Karlsruhe, Karlsruhe Institute of Technology (KIT), Karlsruhe, Germany
********* Accenture Technology Labs, Ireland
********* INRIA, Sophia Antipolis, France
********** ISMB, Torino, Italy
********** EURECOM, Sophia Antipolis, France
********** Politecnico di Torino, Torino, Italy

## Table of Contents

- Preface
- Program Committee

### Session 1: Opening Session and Invited Talk

- Neural-Symbolic Integration and Its Relevance to Deep Learning and the Semantic Web (invited talk) 1
  Pascal Hitzler

### Session 2

- A Study of the Similarities of Entity Embeddings Learned from Different Aspects of a Knowledge Base for Item Recommendations 2-13
  Guangyuan Piao, John G. Breslin
- An Empirical Comparison of Knowledge Graph Embeddings for Item Recommendation 14-20
  Enrico Palumbo, Giuseppe Rizzo, Raphäel Troncy, Elena Baralis, Michele Osella, Enrico Ferro
- Not Just About Size - A Study on the Role of Distributed Word Representations in the Analysis of Scientific Publications 21-32
  Andres Garcia-Silva, Jose Manuel Gomez-Perez

### Session 3

- Time-Aware and Corpus-Specific Entity Relatedness 33-39
  Nilamadhaba Mohapatra, Vasileios Iosifidis, Asif Ekbal, Stefan Dietze, Pavlos Fafalios
- RDF2Vec-based Classification of Ontology Alignment Changes 40-45
  Matthias Jurisch, Bodo Igler
- Wikipedia Infobox Type Prediction Using Embeddings 46-55
  Russa Biswas, Rima Türker, Farshad Bakhshandegan-Moghaddam, Maria Koutraki, Harald Sack

### Session 4

- Inferring Visual Semantic Similarity with Deep Learning and Wikidata: Introducing imagesim-353* 56-61
  Finn Årup Nielsen, Lars Kai Hansen
- Fast and Scalable Learning of Neuro-Symbolic Representations of Biomedical Knowledge 62-71
  Asan Agibetov, Matthias Samwald
- Type Vector Representations from Text: An Empirical Analysis 72-83
  Federico Bianchi, Mauricio Soto, Matteo Palmonari, Vincenzo Cutrona

2018-05-29: submitted by Dagmar Gromann, metadata incl. bibliographic data published under Creative Commons CC0
2018-05-30: published on CEUR-WS.org |valid HTML5|