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

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|