collocated with the 15th International Semantic Web Conference (ISWC 2016)
Foreword
This volume contains the papers presented at the 12th International Workshop on Uncertainty Reasoning for the Semantic Web (URSW 2016), to be held as a part of the 15th International Semantic Web Conference (ISWC 2016) in Kobe, Japan, October 17, 2016. 5 technical papers and 1 short paper were accepted at URSW 2016. All the papers were selected in a rigorous reviewing process, where each paper was reviewed by two or three program committee members.
The International Semantic Web Conference is a major international forum for presenting visionary research on all aspects of the Semantic Web. The International Workshop on Uncertainty Reasoning for the Semantic Web provides an opportunity for collaboration and cross-fertilization between the uncertainty reasoning community and the Semantic Web community.
We wish to thank all authors who submitted papers and all workshops participants for fruitful discussions. We would like to thank the program committee members for their timely expertise in carefully reviewing the submissions.
August 2016
III
Fernando Bobillo Rommel N. Carvalho
Davide Ceolin Paulo C. G. da Costa
Claudia d'Amato
Nicola Fanizzi Kathryn B. Laskey
Kenneth J. Laskey Thomas Lukasiewicz
Trevor Martin Matthias Nickles
Michael Pool
URSW 2016
Workshop Organization
Fernando Bobillo (University of Zaragoza, Spain) Rommel N. Carvalho (Universidade de Bras lia / O ce of the Comptroller
General, Brazil) Paulo C. G. da Costa (George Mason University, USA) Davide Ceolin (VU University Amsterdam, The Netherlands) Claudia d'Amato (University of Bari, Italy) Nicola Fanizzi (University of Bari, Italy) Kathryn B. Laskey (George Mason University, USA) Kenneth J. Laskey (MITRE Corporation, USA) Thomas Lukasiewicz (University of Oxford, UK) Trevor Martin (University of Bristol, UK) Matthias Nickles (National University of Ireland, Galway, Ireland) Michael Pool (Credit Suisse, USA)
Fernando Bobillo (University of Zaragoza, Spain) Rommel N. Carvalho (Universidade de Bras lia / O ce of the Comptroller
General, Brazil) Davide Ceolin (VU University Amsterdam, The Netherlands) Paulo C. G. da Costa (George Mason University, USA) Fabio Gagliardi Cozman (Universidade de Sa~o Paulo, Brazil) Claudia d'Amato (University of Bari, Italy) Nicola Fanizzi (University of Bari, Italy) Marcelo Ladeira (Universidade de Bras lia, Brazil) Kathryn B. Laskey (George Mason University, USA) Kenneth J. Laskey (MITRE Corporation, USA) Thomas Lukasiewicz (University of Oxford, UK) Trevor Martin (University of Bristol, UK) Matthias Nickles (National University of Ireland, Galway, Ireland) Je Z. Pan (University of Aberdeen, UK) Rafael Pen~aloza (Free University of Bozen-Bolzano, Italy) Michael Pool (Credit Suisse, USA) Livia Predoiu (University of Mannheim, Germany) Guilin Qi (Southeast University, China) David Robertson (University of Edinburgh, UK)
V Daniel Sanchez (University of Granada, Spain) Luciano Sera ni (Fondazione Bruno Kessler, Italy) Umberto Straccia (ISTI-CNR, Italy) Matthias Thimm (Universitat Koblenz-Landau, Germany) Peter Vojtas (Charles University Prague, Czech Republic)
Table of Contents
{ Uncertain Temporal Knowledge Graphs 1-12
Melisachew Wudage Chekol and Heiner Stuckenschmidt { Analyzing Real-World SPARQL Queries in the Light of Probabilistic Data 13-23
Joerg Schoen sch and Heiner Stuckenschmidt { Automatic Generation of Probabilistic Ontologies from UMP-ST Model 24-35 Diego M. Azevedo, Marcelo Ladeira, Laecio L. Santos and Rommel N.
Carvalho { A New Algorithm for Generating Situation-Speci c Bayesian Networks Using Bayes-Ball Method 36-48 Laecio L. Santos, Rommel N. Carvalho, Marcelo Ladeira and Li Weigang { Induction of Terminological Cluster Trees 49-60 Giuseppe Rizzo, Claudia d'Amato, Nicola Fanizzi and Floriana Esposito
{ Identifying and Classifying Uncertainty Layers in Web Document Quality Assessment Davide Ceolin, Lora Aroyo and Julia Noordegraaf 61-64 VII