12th International Workshop on Uncertainty
      Reasoning for the Semantic Web
               (URSW 2016)

                 Proceedings


           edited by 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




            Kobe, Japan, October 17, 2016


                     collocated with
    the 15th International Semantic Web Conference
                      (ISWC 2016)
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                               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 commu-
nity and the Semantic Web community.
    We wish to thank all authors who submitted papers and all workshops par-
ticipants for fruitful discussions. We would like to thank the program committee
members for their timely expertise in carefully reviewing the submissions.

   August 2016
                                                                  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




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                URSW 2016
            Workshop Organization

Organizing Committee
Fernando Bobillo (University of Zaragoza, Spain)
Rommel N. Carvalho (Universidade de Brası́lia / Office 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)


Program Committee
Fernando Bobillo (University of Zaragoza, Spain)
Rommel N. Carvalho (Universidade de Brası́lia / Office 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 São Paulo, Brazil)
Claudia d’Amato (University of Bari, Italy)
Nicola Fanizzi (University of Bari, Italy)
Marcelo Ladeira (Universidade de Brası́lia, 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)
Jeff Z. Pan (University of Aberdeen, UK)
Rafael Peñaloza (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 Sánchez (University of Granada, Spain)
Luciano Serafini (Fondazione Bruno Kessler, Italy)
Umberto Straccia (ISTI-CNR, Italy)
Matthias Thimm (Universität Koblenz-Landau, Germany)
Peter Vojtáš (Charles University Prague, Czech Republic)




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                    Table of Contents


  URSW 2016 Technical Papers

– 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 Schoenfisch and Heiner Stuckenschmidt
– Automatic Generation of Probabilistic Ontologies from UMP-ST Model 24-35
  Diego M. Azevedo, Marcelo Ladeira, Laécio L. Santos and Rommel N.
  Carvalho
– A New Algorithm for Generating Situation-Specific Bayesian Networks
  Using Bayes-Ball Method                                                36-48
  Laécio 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


  URSW 2016 Short Papers

– Identifying and Classifying Uncertainty Layers in Web Document
  Quality Assessment                                                    61-64
  Davide Ceolin, Lora Aroyo and Julia Noordegraaf




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