General Info
Since December 2019, I am associate professor in Computer Science at the University of Bari. I obtained the Italian Habilitation for the functions of Full Professor for the Scientific Sector "09/H1 - Information Processing Systems " on April 14th, 2021 and for the Scientific Sector "01/B1 - Informatics" on April 29th, 2021.
Before I have been appointed as assistant professor at the University of Bari on January 2016 and as tenure track associate professor in Computer Science on December 2016. I have been research fellow at the University of Bari since May 2007 to December 2015. Along the years, I have been also invited researcher in several universities and international research institutes such as the University of Koblenz-Landau, the University of Oxford, INRIA, the University of Poznan, FBK among the others (click here for mode details).
My research activity targets the integration of inductive and deductive reasoning in order to discover useful patterns in data sets with rich background knowledge (Knowledge Graphs and ontologies). In particular, I have pioneered the formalization and application of Machine Learning methods to Description Logics, with the final goal of improving ontology mining as used in the Semantic Web.
I started my research on January 2004 at the University of Bari, where I obtained my Ph.D. on May 4th 2007, defending the dissertation titled "Similarity-based Learning Methods for the Semantic Web" (slides of presentation downloadable), supervised by Prof. Floriana Esposito.
Keynotes and Invited Talks
Keynotes at International Conferences
Keynotes at International Workshops
Dagstuhl Seminars
Invited Partecipations
Invited Talks at International Summer Schools
Invited Seminars at Universities and Research Institutes
Invited Seminars at Research Institutes during Invited Research Stays
Tutorials
- 19 December 2007 - Inductive Reasoning on Ontologies and Rules for the Semantic Web (jointly with Nicola Fanizzi and Francesca Alessandra Lisi) - SWAP 2007
- October 2004 - UML Tutorial - Omar S.p.A - Allaxia Group
- July 2004 - UML Tutorial Planetek Italy S.r.l
Honors and Awards
- Research Grant for the Annual Financing of Individual Ground Research (2018)
- Best paper award at ACM SAC 2016 - Semantic Web and Applications (SWA) track
C. d'Amato, S. Staab, A. G.B. Tettamanzi, T.D. Minh, F. Gandon.
Ontology Enrichment by Discovering Multi-Relational Association Rules from Ontological Knowledge Bases.
- Best Papar award at EKAW 2014
P. Minervini, C. d'Amato, N. Fanizzi and F. Esposito.
Adaptive Knowledge Propagation in Web Ontologies.
- Best Workshop Paper award at URSW 2014 co-located with ISWC 2014
P. Minervini, C. d'Amato, N. Fanizzi, V. Tresp.
Learning to Propagate Knowledge in Web Ontologies.
- Best Paper award at IEEE ICSC 2012
N. Fanizzi, C. d'Amato, F. Esposito.
Towards Numeric Prediction on OWL Knowledge Bases through Terminological Regression Trees.
- Best Paper award at ACM SAC 2010 - SWA Track
F. Esposito, N. Fanizzi, C. d'Amato.
Recovering Uncertain Mappings through Structural Validation and Aggregation with the MoTo System.
- PhD Thesis "Similarity-based Learning Methods for the Semantic Web" nominated by the Italian Commission for the AI*IA award 2007 as
one of the Best Italian PhD Thesis in Artificial Intelligence
- Best best student paper award at SEBD 2007 offered by Pearson Education
C. d'Amato Constraint Hardness for Modelling, Matching and Ranking Semantic Web services.
- Research Grant for three years for being PhD student at the University of Bari (XIX
Round), Department of Computer Science, January 2004
Invited Research Stays
- January - March 2015: invited researcher at INRIA - Research Center of Sophia-Antipolis (France) - Wimmics research team, working with Prof. Fabien Gandon (leader of the research team) and Prof. Andrea G. B. Tettamanzi.
- October 2013: invited researcher at University of Poznan (Poland) - Laboratory of
Operational Research and Artificial Intelligence, Institute of Computing Science working
with Dr. Agnieszka Lawrinowicz
- March - April 2013: invited researcher at the University of Koblenz-Landau (Germany)
working with Prof. Steffen Staab, head of the Institute of Web Science and Technologies (WeST)
- September - October 2012: invited researcher at University of Oxford - Department of Computer Science for working with Prof. Thomas Lukasiewicz
- March - May 2012: invited researcher at Fondazione Bruno Kessler (FBK) research
organization (Trento), Data & Knowledge Management (DKM) unit working with Dr.
Luciano Serafini (head of the unit) and Dr. Volha Bryl
- June 2011: invited researcher at University of Poznan (Poland) - Laboratory of Operational
Research and Artificial Intelligence, Institute of Computing Science working with Dr.
Agnieszka Lawrinowicz
- February - April 2008: invited researcher at the University of Koblenz-Landau
(Germany) working with Prof. Steffen Staab, head of the Institute of Web Science and
Technologies (WeST)
- February - May 2007: invited researcher at the University of Koblenz-Landau (Germany)
working with Prof. Steffen Staab, head of WeST- Institute of Web Science and Tech.
- January - June 2006: visiting researcher at the University of Koblenz-Landau (Germany)
working with Prof. Steffen Staab, head of WeST- Institute of Web Science and Technologies
Professional Services
- Editorial Board Member of:
- Guest editorships
- Semantic Web Journal - Special Issue on Machine Learning for Knowledge Base Generation and Population (June 2016 - today)
- International Journal on Semantic Web and Information Systems - Special Issue on Induction on the Semantic Web (2010 - 2011)
- Semantic Web Journal - Special Issue on Inductive Reasoning and Machine Learning for the Semantic Web (2010-2012)
- Program Chair:
- 16th International Semantic Web Conference (ISWC'17)
- 10th European Semantic Web Conference (ESWC'14)
- Vice-Chair of the 8th International Semantic Web Conference (ISWC'09)
- Journal Track Chiar for the International World Wide Web Conference (WWW'18)
- PhD Symposium Chair at the 11th European Semantic Web Conference (ESWC'15)
- Workshop and Tutorials Chair at
- the 11th International Semantic Web Conference ( ISWC'12)
- the 18th International Conference on Knowledge Engineering and Knowledge Management (EKAW'12)
- the 6th IEEE International Conference on Semantic Computing (ICSC'12)
- Track Chair for
- the "Machine Learning" track at the 14th Extended Semantic Web Conference (ESWC'17)
- the "Machine Learning" track at the 13th Extended Semantic Web Conference (ESWC'16)
- the "Machine Learning" track at the 10th Extended Semantic Web Conference (ESWC'13)
- the "Machine Learning" track at the 9th Extended Semantic Web Conference (ESWC'12)
- Organizing Committee Member of
- the 1st International Workshop on Generalizing knowledge: from Machine Learning and Knowledge Representation to the Semantic Web (GenSW'17)
- the International Workshop on Linked Data for Information Extraction at ISWC (LD4IE'16, LD4IE'15, LD4IE'14, LD4IE'13)
- the Int. Uncertainty Reasoning Workshop at ISCW (URSW'16, URSW'15, URSW'14, URSW'13, URSW'11, URSW'10, URSW'09, URSW'08, URSW'07)
- the International Workshop on Cross-fertilizing diverse Domains with and within the Semantic Web at ISWC (Diversity++'15)
- the International Workshop on Linked Data for Knowledge Discovery ECML/PKDD (LD4KD'15)
- the International Workshop on Data Mining on Linked Data at ECML/PKDD (DMoLD'13)
- the Int. Workshop on Inductive Reasoning and Machine Learning on the Semantic Web at ESCW (IRMLeS'11, IRMLeS'10, IRMLeS'09)
- Steering Committee member of the European Semantic Web Conference (since 2014)
- Senior Program Committee Member of
- the International Conference on Semantic Systems (SEMANTiCS'16, SEMANTiCS'15)
- the Twenty-Ninth Conference on Artificial Intelligence - Special Track on AI and the Web (AAAI'15 AI and the Web)
- the International Semantic Web Conference (ISWC'14) - Replication, Benchmark and Data Track
- AI*IA Scientific Board Member for the assignment of the award for the best 2013 Italian Master Thesis in Artificial Intelligence (AI*IA awards 2013)
- Social Media Chair for for the International Conference on Discovery Science (DS'16)
- Program Committee Member of
- International Conferences:
- the International Conference on Artificial Intelligence (AAAI'18, AAAI'15, AAAI'14, AAAI'13 - AI and the Web: Special Track; Student Abstract and Poster Program, AAAI'12 - AI and the Web: Special Track, AAAI'10)
- the IEEE International Conference on Semantic Computing (ICSC'18, ICSC'17, ICSC'16, ICSC'15, ICSC'14, ICSC'13, ICSC'12)
- the ACM International Symposium On Applied Computing (SAC'18, SAC'17, SAC'16, SAC'15, SAC'14, SAC'13, SAC'12, SAC'11, SAC'10) - Semantic Web and Application track (SWA'18, SWA'17, SWA'16, SWA'15, SWA'14>, SWA'13>, SWA'12>, SWA'11, SWA'10) - Knowledge Representation and Reasoning track (KRR'18, KRR'17)
- the European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML/PKDD'17, ECML/PKDD'16, ECML/PKDD'15, ECML/PKDD'10, ECML/PKDD'09)
- the International Joint Conference on Artificial Intelligence (IJCAI'17, IJCAI'15, IJCAI'13, IJCAI'11)
- the International Conference on Knowledge Capture (K-CAP'17)
- the Extended Semantic Web Conference (ESWC'17, ESWC'16, ESWC'15, ESWC'13, ESWC'12, ESWC'11)
- the International Joint Conference on Neural Networks (IJCNN'17, IJCNN'16, IJCNN'15, IJCNN'14)
- the International ACM Web Science Conference (WebSci'17, WebSci'16)
- the International Symposium on Methodologies for Intelligent Systems (ISMIS'17)
- the International RuleML Challenge (RuleML-2011 Challenge, RuleML-2010 Challenge)
- the International Conference on Man-Machine Interactions (ICMMI'17, ICMMI'15, ICMMI'13)
- the International Semantic Web Conference (ISWC'16, ISWC'15, ISWC'14, ISWC'13, ISWC'12, ISWC'11, ISWC'10, ISWC'09, ISWC'08)
- the International World Wide Web Conference (WWW'16, WWW'15, WWW'13, WWW'12, WWW'11)
- the International Conference on Knowledge Engineering and Knowledge Management by the Masses (EKAW'16, EKAW'14, EKAW'12, EKAW'10)
- the International Web Rule Symposium: Research Based and Industry Focused (RuleML'16, RuleML'15, RuleML'14, RuleML'13, RuleML'12, RuleML'11, RuleML'10, RuleML'09)
- the International Conference on Semantic Systems (SEMANTiCS'16, SEMANTiCS'15, SEMANTiCS'14)
- the International Conference of the Florida Artificial Intelligence Research Society - Uncertain Reasoning Special Track (FLAIRS'16, FLAIRS'15, FLAIRS'14)
- the Global Conference on Artificial Intelligence(GCAI'15)
- the IEEE International Conference on Internet of Things (iThings'15, iThings'13 - Intelligent Management Track)
- the International Conference on Semantics, Knowledge and Grids (SKG 2015)
- the International Conference on Web Intelligence (WI'14, WI'13, WI'12, WI'10, WI'09)
- the 16th International Conference on Artificial Intelligence: Methodology, Systems, Applications (AIMSA'14)
- the International Conference on Sustainable Design and Manufacturing (SDM'14)
- the International Conference on Semantic Systems and the Semantic Web (I-SEMANTICS'13, I-SEMANTICS'12)
- the International Conference on Web Reasoning and Rule Systems (RR'13, RR'11, RR'10)
- the International Conference on Advanced Collaborative Networks, Systems and Applications (COLLA 2013, COLLA 2012, COLLA 2011)
- the European Conference on Artificial Intelligence (ECAI'12, ECAI'10)
- the International Conference on Business Intelligence and Technology (BUSTECH 2012, BUSTECH 2011)
- the International Conference on Internet Technologies & Society (ITS 2012)
- the Joint International Semantic Technology Conference (JIST'11)
- the International Conference on Advanced Intelligence (ICAI'10)
- the International IEEE Conference on Signal-Image Technology and Internet-based Systems (SITIS'10, SITIS'09)
- PhD symposiums and Summer Schools:
- OnTheMove Academy (OTMA'17, OTMA'16)
- the ISWC Doctoral Consortium (ISWC 2017 Doctoral Consortium, ISWC 2016 Doctoral Consortium, ISWC 2015 Doctoral Consortium)
- the ESWC Ph.D. Symposium (2017, 2016, 2015)
- the EKAW Doctoral Consortium (2016)
- Student Abstract at the International Conference on Artificial Intelligence (AAAI'15, AAAI'14, AAAI'13)
- European Starting AI Researcher Symposium (STAIRS'12, STAIRS'10)
- Doctoral consortium at the International Symposium on Rules (RuleML 2011 Doctoral Consortium)
- Reasoning Web Summer School 2011
- International Workshops:
- the International Workshop on Semantic Web Solutions for Large-scale biomedical Data Analytics (SeWeBMeDA'17) co-located with ESWC 2017
- the Int. Workshop on Linked Enterprise Data Services, Provenance, Linking and QualitY (LEDSPLaY'16) Co-located with the INFORMATIK 2017 conference
- 13th OWL: Experiences and Directions Workshop and 5th OWL Reasoner Evaluation Workshop (OWLED - ORE 2016) co-located with the EKAW'16
- the Int. Workshop on Knowledge Discovery and Data Mining Meets Linked Open Data (Know@LOD'16 Know@LOD'15, Know@LOD'14, Know@LOD'13, Know@LOD'12) Co-located with ESWC
- the International OWL Reasoner Evaluation Workshop ( ORE'15) Co-located with DL'14
- the International Workshop on LINKed EDucation 2015 (LinkEd 2015) Co-located with ISWC
- the International Workshop on the design, development and use of Knowledge IT Artifacts in professional communities and aggregations (KITA 2015)
- the International Workshop on Linked Data for Knowledge Discovery (LD4KD'14) Co-located with ECML/PKDD'14
- the International Workshop on Semantics for Big Data on the Internet of Things (SemBIoT'14) Co-located with IEEE Big Data'14
- the International Workshop on Semantic and Semantic Media Adaptation and Personalization (SMAP 2014, SMAP 2013, SMAP 2012, SMAP 2011)
- the K-CAP 2013 Workshops & Tutorials (K-CAP'13)
- the Int. Workshop on Neural-Symbolic Learning and Reasoning (NeSy'13, NeSy'12, NeSy'11, NeSy'10, NeSy'09)
- the International Workshop on Advances in Sensors and Interfaces (IWASI'13)
- the German Workshop on Artificial Intelligence on the Web (AIW'12) Co-located with KI'12
- the 1st Int. Workshop on Knowledge Injection to and Extraction from Linked Data at EKAW 2010 (KIELD'10)
- the Int. Workshop on Knowledge Acquisition, Reuse and Evaluation at SITIS IEEE conference, (KARE'10, KARE'09)
- the 5th Int. Semantic Web Applications and Perspectives Workshop (SWAP'08)
- the Int. IFIP Workshop on Semantic Web & Web Semantic (SWWS'08, SWWS'07)
- Member of the IEEE "Semantic Web" Task Force
- Invited Expert for the
Publications
- Edited Works
- Anna Lisa Gentile, Ziqi Zhang, Claudia d'Amato, Heiko Paulheim(Editors). Proceedings of the Fourth International Workshop on Linked Data for Information Extraction (LD4IE2016) co-located with the 15th International Semantic Web Conference (ISWC 2016), CEUR Workshop Proceedings Vol. 1699, CEUR-WS.org. ISSN 1613-0073 (2016)
- Fernando Bobillo, Rommel N. Carvalho, Davide Ceolin, Paulo Cesar G. da Costa, Claudia d'Amato, Nicola Fanizzi, Kathryn B. Laskey, Kenneth J. Laskey, Thomas Lukasiewicz, Trevor P. Martin, Matthias Nickles, Michael Pool: Proceedings of the 12th International Workshop on Uncertainty Reasoning for the Semantic Web (URSW 2016) co-located with the 15th International Semantic Web Conference (ISWC 2016), CEUR Workshop Proc. Vol. 1665, CEUR-WS.org ISSN 1613-0073 (2016)
- Anna Lisa Gentile, Ziqi Zhang, Claudia d'Amato, Heiko Paulheim (Editors). Proceedings of the Third International Workshop on Linked Data for Information Extraction (LD4IE2015) co-located with the 14th International Semantic Web Conference (ISWC 2015), CEUR Workshop Proceedings Vol. 1467, CEUR-WS.org. ISSN 1613-0073 (2015)
- Fernando Bobillo, Rommel N. Carvalho, Davide Ceolin, Paulo Cesar G. da Costa, Claudia d'Amato, Nicola Fanizzi, Kathryn B. Laskey, Kenneth J. Laskey, Thomas Lukasiewicz, Trevor P. Martin, Matthias Nickles, Michael Pool (Editors). Proceedings of the 11th International Workshop on Uncertainty Reasoning for the Semantic Web (URSW 2015) co-located with the 14th International Semantic Web Conference (ISWC 2015), CEUR Workshop Proc. Vol. 1479, CEUR-WS.org ISSN 1613-0073 (2015)
- Claudia d'Amato, Freddy Lécué, Raghava Mutharaju, Tom Narock, Fabian Wirth (Editors). Proceedings of the 1st International Diversity++ Workshop co-located with the 14th International Semantic Web Conference (ISWC 2015), CEUR Workshop Proceedings Vol. 1501, CEUR-WS.org ISSN 1613-0073 (2015)
- Fabien Gandon, Marta Sabou, Harald Sack, Claudia d'Amato, Philippe Cudré-Mauroux, Antoine Zimmermann (Editors). The Semantic Web. Latest Advances and New Domains - 12th European Semantic Web Conference, ESWC 2015, Portoroz, Slovenia, May 31 - June 4, 2015. Proceedings. LNCS 9088, Springer. ISBN 978-3-319-18817-1 (2015)
- Fernando Bobillo, Rommel N. Carvalho, Paulo Cesar G. da Costa, Claudia d'Amato, Nicola Fanizzi, Kathryn B. Laskey, Kenneth J. Laskey, Thomas Lukasiewicz, Matthias Nickles, Michael Pool (Editors). Uncertainty Reasoning for the Semantic Web III - ISWC International Workshops, URSW 2011-2013, Revised Selected Papers. Vol. 8816, LNCS Springer. ISBN 978-3-319-13412-3 (2014)
- Anna Lisa Gentile, Ziqi Zhang, Claudia d'Amato, Heiko Paulheim (Editors). Proceedings of the Second International Workshop on Linked Data for Information Extraction (LD4IE 2014) co-located with the 13th International Semantic Web Conference (ISWC 2014). CEUR Workshop Proc. Vol. 1267, CEUR-WS.org. ISSN 1613-0073 (2014)
- Fernando Bobillo, Rommel N. Carvalho, Davide Ceolin, Paulo Cesar G. da Costa, Claudia d'Amato, Nicola Fanizzi, Kathryn B. Laskey, Kenneth J. Laskey, Thomas Lukasiewicz, Trevor P. Martin, Matthias Nickles, Michael Pool, Tom De Nies, Olaf Hartig, Paul T. Groth, Stephen Marsh (Editors). Proceedings of the 10th Int. Workshop on Uncertainty Reasoning for the Semantic Web (URSW 2014) co-located with the 13th International Sememantic Web Conference (ISWC 2014). CEUR Workshop Proceedings Vol. 1259, CEUR-WS.org. ISSN 1613-0073 (2014)
- Valentina Presutti, Claudia d'Amato, Fabien Gadon, Mathieu d'Aquin, Steffen Staab, Anna Tordai (Editors). The 11th International Conference, ESWC 2014, Anissaras, Crete, Greece, May 25-29, 2014. Proceedings. LNCS Springer. (2014) ISBN: 978-3-319-07442-9
- Claudia d'Amato, Nicola Fanizzi, Marko Grobelnik, Agnieszka Lawrynowicz (Editors). Special Issue on Inductive Reasoning and Machine Learning for the Semantic Web in the International Semantic Web Journal. vol. 5, IOS-Press, ISSN: 1570-0844, doi: 10.3233/SW-130103 (2014)
- Fernando Bobillo, Paulo C. G. da Costa, Rommel Carvalho, Claudia d'Amato, Nicola Fanizzi, Kathryn B. Laskey, Kenneth J. Laskey, Thomas Lukasiewicz, Trevor Martin,
Matthias Nickles and Michael Pool (editors) Proc. of the 9th Int. Workshop on Uncertainty Reasoning for the Semantic Web (URSW 2013). CEUR Workshop Proceeding. Vol-1073. CEUR Workshop Proceeding
- Anna Lisa Gentile, Ziqi Zhang, Claudia d'Amato, Heiko Paulheim (Editors). Proceedings of the First International Workshop on Linked Data for Information Extraction (LD4IE 2013) co-located with the 12th International Semantic Web Conference (ISWC 2013). Vol-1057. CEUR Workshop Proceeding
- Petr Berka, Claudia d'Amato, Vojtech Svátek, Krzysztof Wecel. Proceedings of the First International Workshop on Data Mining on Linked Data Workshop with Linked Data Mining Challenge (DMoLD 2013) co-located with the European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML/PKDD
2013). Vol-1082. CEUR Workshop Proceeding
- Paulo CG Costa, Claudia d'Amato, Nicola Fanizzi, Kathy Laskey, Ken Laskey, Thomas Lukasiewicz, Matthias Nickles, Mike Pool (Editors). Uncertainty Reasoning for the Semantic Web II. International Workshops URSW 2008-2010 Held at ISWC and UniDL 2010 Held at FLoC, Revised Selected Papers. LNCS series, Vol. 7123 Springer. ISBN: 978- 3-642-35974-3 (January 2013)
- Stefan Brüggemann and Claudia d'Amato (Editors). Collaboration and the Semantic Web: Social Networks, Knowledge Networks and Knowledge Resources. IGI Global, (2012). DOI:10.4018/978-1-4666-0894-8 (2012)
- Fernando Bobillo, Rommel N. Carvalho, Paulo Cesar G. da Costa, Claudia d'Amato, Nicola Fanizzi, Kathryn B. Laskey, Kenneth J. Laskey, Thomas Lukasiewicz, Trevor Martin, Matthias Nickles, Michael Pool (editors) (2012). Proceedings of the 8th International Workshop on Uncertainty Reasoning for the Semantic Web, Boston, USA, November 11, 2012. CEUR WORKSHOP PROCEEDINGS, vol. 900, Aachen:CEUR, ISSN: 1613-0073 (2012)
- Abraham Bernstein, Claudia d'Amato, Volker Tresp (Editors). Special Issue on Induction on the Semantic Web in the International Journal on Semantic Web and Information Systems. Vol. 7(2). ISSN: 1552-6283. (2011)
- Axel Polleres, Claudia d'Amato, Marcelo Arenas, Siegfried Handschuh, Paula Kroner, Sascha Ossowski, Peter F. Patel-Schneider. Reasoning Web. Semantic Technologies for the Web of Data - 7th Int. Summer School 2011, Tutorial Lectures. Springer LECTURE NOTES IN COMPUTER SCIENCE, vol. 6848, Springer, ISBN: 978-3-642-23031-8, ISSN: 1611-3349, doi: 10.1007/978-3-642-23032-5 (2011)
- Fernando Bobillo, Paulo C. G. da Costa, Rommel Carvalho, Claudia d'Amato, Nicola Fanizzi, Kathryn B. Laskey, Kenneth J. Laskey, Thomas Lukasiewicz, Trevor Martin, Matthias Nickles and Michael Pool (editors) Proc. of the 7th Int. Workshop on Uncertainty Reasoning for the Semantic Web (URSW 2011). Vol-778. CEUR Workshop Proceeding.
- Claudia d'Amato, Nicola Fanizzi, Blaz Fortuna, Agnieszka Lawrynowicz, Vojtech Svátek (editors). Proc. 3rd ESWC Int. Workshop on Inductive Reasoning and Machine Learning on the Sem. Web (IRMLes 2011)
- Fernando Bobillo, Paulo C. G. da Costa, Rommel Carvalho, Claudia d'Amato, Nicola Fanizzi, Kathryn B. Laskey, Kenneth J. Laskey, Thomas Lukasiewicz, Trevor Martin, Matthias Nickles and Michael Pool (editors) Proceedings of the 6th International Workshop on Uncertainty Reasoning for the Semantic Web (URSW 2010), Shanghai, China, November 2010. CEUR WORKSHOP PROCEEDINGS, vol. 654, CEUR-WS.org, ISSN: 1613-0073 (2010).
- Claudia d'Amato, Nicola Fanizzi, Marko Grobelnik, Agnieszka Lawrynowicz and Vojtech Svátek (editors) Proceeding of the 2nd ESWC International Workshop on Inductive Reasoning and Machine Learning on the Semantic Web (IRMLes 2010), Heraklion, Greece, May 31, 2010. Volume 611 of CEUR Workshop Proceeding, CEUR-WS.org, 2010.
- Fernando Bobillo, Paulo C. G. da Costa, Claudia d'Amato, Nicola Fanizzi, Kathryn B. Laskey, Kenneth J. Laskey, Thomas Lukasiewicz, Trevor Martin, Matthias Nickles, Michael Pool, and Pavel Smrz (editors) Proceedings of the 5th International Workshop on Uncertainty Reasoning for the Semantic Web (URSW 2009), Washington DC, USA, October 2009. Volume 527 of CEUR Workshop Proceeding, CEUR-WS.org, 2009
- Claudia d'Amato, Nicola Fanizzi, Marko Grobelnik, Agnieszka Lawrynowicz and Vojtech Svátek (editors) Proceeding of the 1st ESWC International Workshop on Inductive Reasoning and Machine Learning on the Semantic Web (IRMLes 2009), Heraklion, Greece, June 1, 2009. Volume 474 of CEUR Workshop Proceeding, CEUR-WS.org, 2009.
- Paulo Cesar G. da Costa, Claudia d'Amato, Nicola Fanizzi, Kathryn B. Laskey, Kenneth J. Laskey, Thomas Lukasiewicz, Matthias Nickles, and Michael Pool (editors) Uncertainty Reasoning for the Semantic Web I Volume 5327 of Lecture Notes in Computer Science, Springer, 2008.
- Fernando Bobillo, Paulo C. G. da Costa, Claudia d'Amato, Nicola Fanizzi, Kathryn B. Laskey, Kenneth J. Laskey, Thomas Lukasiewicz, Trevor Martin, Matthias Nickles, Michael Pool, and Pavel Smrz (editors) Proceedings of the 4th International Workshop on Uncertainty Reasoning for the Semantic Web (URSW 2008), Karlsruhe, Germany, October 2008. Volume 423 of CEUR Workshop Proceeding, CEUR-WS.org, 2008.
- Fernando Bobillo, Paulo C. G. da Costa, Claudia d'Amato, Nicola Fanizzi, Francis Fung, Thomas Lukasiewicz, Trevor Martin, Matthias Nickles, Yun Peng, Michael Pool, Pavel Smrz, and Peter Vojtas (editors) Proceedings of the Third ISWC Workshop on Uncertainty Reasoning for the Semantic Web (URSW 2007), Busan, Korea, November 2007. Volume 327 of CEUR Workshop Proceedings, CEUR-WS.org, 2008.
- International Journals
- G. Rizzo, C. d'Amato, N. Fanizzi, F. Esposito. Tree-based Models for Inductive Classification on the Web Of Data. JOURNAL OF WEB SEMANTICS. Elsevier. DOI: 10.1016/j.websem.2017.05.001 (2017)
- P. Minervini, C. d'Amato, N. Fanizzi. Efficient energy-based embedding models for link prediction in knowledge graphs. Journal of Intelligent Information Systems Vol.47(1): 91-109. Springer. Berlin. DOI 10.1007/s10844-016-0414-7. ISSN: 0925-9902 (2016)
- P. Minervini, C. d'Amato, N. Fanizzi, V. Tresp. Discovering Similarity and Dissimilarity Relations for Knowledge Propagation in Web Ontologies. Journal on Data Semantics Vol. Springer Berlin. ISSN: 1861-2032. doi:10.1007/s13740-016-0062-7 (2016)
- C.M. Keet , A. Lawrynowicz , C. d'Amato, Alexandros Kalousis, Phong Nguyen, Raul Palma, Robert Stevens, Melanie Hilario.
The Data Mining OPtimization Ontology. JOURNAL OF WEB SEMANTICS, Vol. 32, p. 43-53. Elsevier. DOI:10.1016/j.websem.2015.01.001 (2015).
- N. Fanizzi, C. d'Amato, F. Esposito.
Induction of robust classifiers for web ontologies through kernel machines. JOURNAL OF WEB SEMANTICS, vol. 11, p. 1-13. Elsevier. ISSN: 1570-8268 (2012).
- A. Rettinger, U. Loesch, V. Tresp, C. d'Amato, N. Fanizzi.
Mining the Semantic Web - Statistical learning for next generation knowledge bases. DATA MINING AND KNOWLEDGE DISCOVERY, vol. 24, p. 613-662. World Scientific Publishing Company. ISSN: 1384-5810 (2012).
- N. Fanizzi, C. d'Amato, F. Esposito, P. Minervini.
Numeric Prediction on OWL Knowledge Bases through Terminological Regression Trees. INTERNATIONAL JOURNAL OF SEMANTIC COMPUTING, vol. 6(4), p. 429-446, ISSN: 1793-351X, doi: 10.1142/S1793351X12400144 (2012).
- C. d'Amato, N. Fanizzi, B. Fazzinga, G. Gottlob, T. Lukasiewicz.
Ontology-based semantic search on the Web and its combination with the power of inductive reasoning. ANNALS OF MATHEMATICS AND OF ARTIFICIAL INTELLIGENCE, vol. 65, p. 83-121, ISSN: 1012-2443 (2012).
- N. Fanizzi, C. d'Amato, F. Esposito.
Composite Ontology Matching with Uncertain Mappings Recovery. APPLIED COMPUTING REVIEW, vol. 11(2), p. 17-29, ISSN: 1559-6915 (2011)
- C. d'Amato, S. Staab, N. Fanizzi, F. Esposito.
DL-LINK: A Conceptual Clustering Algorithm for indexing Description Logic Knowledge Bases. INTERNATIONAL JOURNAL OF SEMANTIC COMPUTING, vol. 4(4), p. 453-486, ISSN: 1793-351X, doi: 10.1142/S1793351X10001085 (2010)
- F. Esposito, C. d'Amato, N. Fanizzi.
Fuzzy Clustering for Semantic Knowledge Bases. FUNDAMENTA INFORMATICAE, vol. 99, p. 187-205, ISSN: 0169-2968, doi: 10.3233/FI-2010-245 (2010)
- C. d'Amato, N. Fanizzi, F. Esposito.
Inductive Learning for the Semantic Web: What does it buy?
SEMANTIC WEB, vol. 1, p. 53-59, ISSN: 1570-0844, doi: 10.3233/SW-2010-0007 (2010)
- N. Fanizzi, C. d'Amato, F. Esposito.
Inductive Classification of Semantically Annotated Resources through Reduced Coulomb Energy Networks.
International Journal of Semantic Web and Information System vol.5(4) (2009) pp. 19-38
- N. Fanizzi, C. d'Amato, F. Esposito.
Metric-based Stochastic Conceptual Clustering for Ontologies.
Information Systems International Journal Vol. 34(8) (December 2009) pp. 792-806. Elsevier Science.
- N. Fanizzi, C. d'Amato, F. Esposito.
Evolutionary Conceptual Clustering Based on Induced Pseudo-Metrics.
International Journal of Semantic Web and Information System vol.4(3) (2008) pp. 44-67
- N. Fanizzi, C. d'Amato, F. Esposito.
Induction of Classifiers through Non-Parametric Methods for Approximate Classification and Retrieval with Ontologies.
International Journal of Semantic Computing vol.2(3) (2008) pp. 403 - 423
- C. d'Amato, N. Fanizzi, F. Esposito.
Ontologies: An Introduction.
EMBnet.news vol.14(1) (2008) pp. 28-35 EMBnet Executive Board. ISSN 1023-4144
- A. Appice C. d'Amato, F. Esposito, D. Malerba.
Classification of Symbolic Objects: A Lazy Learning Approach
Journal of Intelligent Data Analysis vol.10 (2006) pp. 301-324 IOS Press
- Book Chapters
- J. Lehmann, N. Fanizzi, L. Buhmann, C. d'Amato.
Concept Learning. In: J. Lehmann et al. Editors. Perspective of Ontology Learning. IOS-Press. ISBN 978-1-61499-378-0 (print version) ISBN 978-1-61499-379-7 (electronic version) (2014).
- C. d'Amato, V. Bryl, L. Serafini. Semantic Knowledge Discovery and Data-Driven Logical Reasoning from Heterogeneous Data Sources. In P. CG Costa et al. (Editors). Uncertainty Reasoning for the Semantic Web III - ISWC International Workshops, URSW 2011-2013, Revised Selected Papers. Vol. 8816, LNCS Springer. ISBN 978-3-319-13412-3 (2014)
- P. Minervini, C. d'Amato, N. Fanizzi, F. Esposito.
Graph Regularization Approach to Transductive Class-Membership Learning. In P. CG Costa et al. (Editors). Uncertainty Reasoning for the Semantic Web III - ISWC International Workshops, URSW 2011-2013, Revised Selected Papers. Vol. 8816, LNCS Springer. ISBN 978-3-319-13412-3 (2014)
- P. Minervini, C. d'Amato, N. Fanizzi, F. Esposito.
Learning Probabilistic Description Logic Concepts Under Alternative Assumptions on Incompleteness. In P. Costa et al. (Editors). Uncertainty Reasoning for the Semantic Web III - ISWC International Workshops, URSW 2011-2013, Revised Selected Papers. Vol. 8816, LNCS Springer. ISBN 978-3-319-13412-3 (2014)
- C. d'Amato, N. Fanizzi, B. Fazzinga, G. Gottlob, T. Lukasiewicz.
Semantic Web Search and Inductive Reasoning. In P. CG Costa et al. (Editors). Uncertainty Reasoning for the Semantic Web II. LNCS/LNAI series, Vol. 7123, pp. 237-261. Springer. ISBN/ISSN: 978-3-642-35974-3 (2013)
- G. Rizzo, C. d'Amato, N. Fanizzi, F. Esposito.
Assertion Prediction with Ontologies through Evidence Combination. In P. CG Costa, C. d'Amato, N. Fanizzi, K. Laskey, K. Laskey, T. Lukasiewicz, M. Nickles, M. Pool (Editors). Uncertainty Reasoning for the Semantic Web II. LNCS/LNAI series. Vol. 7123, pp. 282-299. Springer. ISBN/ISSN: 978- 3-642-35974-3 (2013)
- C. d'Amato, N. Fanizzi, T. Lukasiewicz, F. Esposito.
Representing Uncertain Concepts in Rough Description Logics via Contextual Indiscernibility Relations. In P. Costa et al. (Ed) Uncertainty Reasoning for the Semantic Web II. LNCS/LNAI, series. Vol. 7123, pp. 300-314. Springer. ISBN/ISSN: 978-3-642-35974-3 (2013)
- N. Fanizzi, C. d'Amato, F. Esposito.
Machine Learning Methods for Ontology Mining. In: Phillip Sheu, Heather Yu, C. V. Ramamoorthy, Arvind K. Joshi, Lotfi A. Zadeh. Semantic Computing.
Wiley/IEEE, ISBN/ISSN: 978-0-470-46495-3 (2010).
- F. Esposito, C. d'Amato, N. Fanizzi.
Partitional Conceptual Clustering of Web Resources Annotated with Ontology Languages. In: B. BERENDT, D. MLADENIC, M. DEGEMMIS, G. SEMERARO, M. SPILIOPOULOU, G. STUMME, V. SVATEK, F. ZELEZNY EDS.. Knowledge Discovery Enhanced with Semantic and Social Information. Vol. 220, p. 53-70, BERLIN: Springer-Verlag, ISBN/ISSN: 978-3-642-01890-9 (2009)
- C. d'Amato, N. Fanizzi, F. Esposito.
Analogical Reasoning in Description Logics.
In Paulo Cesar G. da Costa et al. (Eds.)
Uncertainty Reasoning for the Semantic Web I, ISWC International
Workshops, URSW 2005-2007, Revised Selected and Invited
Papers Springer, LNCS Series Vol. 5327 pp. 330-347, 2008
- N. Fanizzi, C. d'Amato, F. Esposito.
Approximate Measures of Semantic Dissimilarity under Uncertainty.
In Paulo Cesar G. da Costa et al. (Eds.)
Uncertainty Reasoning for the Semantic Web I, ISWC International
Workshops, URSW 2005-2007, Revised Selected and Invited
Papers Springer, LNCS Series Vol. 5327 pp. 348-365, 2008
- F. Esposito, C. d'Amato.
An Agglomerative Hierarchical Clustering Algorithm for Improving Symbolic Object Retrieval.
In Brito, P.; Bertrand, P.; Cucumel, G.; De Carvalho, F. (Eds.)
Selected Contributions in Data Analysis and Classification. Springer, 2007. Studies in Classification, Data Analysis, and Knowledge Organization. 45-54, 2007
- International Conferences
- M. Tran, C. d'Amato, B. Nguyen, A. Tettamanzi.
An Evolutionary Algorithm for Discovering Multi-Relational Association Rules in the Semantic Web. In Proc. of the Int. Conf. on The Genetic and Evolutionary Computation (GECCO 2017). To appear. (2017)
- G. Rizzo, C. d'Amato, N. Fanizzi, F. Esposito.
Terminological Cluster Trees for Disjointness Axiom Discovery. In Proc. of the Extended Semantic Web Conference (ESWC 2017)- Part I. LNCS, Vol. 10249, pp 184 - 201. Springer. ISBN: 978-3-319-58067-8 (2017)
- C. d'Amato, A. Tettamanzi, T. Minh.. Evolutionary Discovery of Multi-Relational Association Rules from Ontological Knowledge Bases. In Proc. of the Int. Conference on Knowledge Engineering and Knowledge Management (EKAW 2016). Springer. LNCS Series. Vol. 10024. pp. 113 - 128. ISBN: 978-3-319-49003-8 (2016)
- G. Rizzo, C. d'Amato, N. Fanizzi, F. Esposito. Approximating Numeric Role Fillers via Predictive Clustering Trees for Knowledge Base Enrichment in the Web of Data. In Procedings of the Discovery Science International Conference (DS 2016). Vol. 9956:1-17 LNAI Series. Springer Verlag. DOI: 10.1007/978-3-319-46307-0_7. (2016)
- C. d'Amato, S. Staab, A. Tettamanzi, T. Minh, F. Gandon.
Ontology Enrichment by Discovering Multi-Relational Association Rules from Ontological Knowledge Bases. In Proc. of the ACM Int. Symposium on Applied Computing (SAC 2016). ACM. DOI: http://dx.doi.org/10.1145/2851613.2851842. ISBN: 0-12345-67-8/90/01. (2016)
- P. Minervini, C. d'Amato, N. Fanizzi.
Leveraging the Schema in Latent Factor Models for Knowledge Graph Completion. In Proceedings of the 31st ACM International Symposium on Applied Computing (SAC 2016). ACM. DOI: http://dx.doi.org/10.1145/2851613.2851842. ISBN: 0-12345-67-8/90/01. (2016)
- P. Minervini, C. d'Amato, N. Fanizzi, F. Esposito - Scalable Learning of Entity and Predicate Embeddings for Knowledge Graph Completion. In Proceedings of the IEEE International Conference on Machine Learning and Applications (ICMLA 2015). IEEE Computer Society Press. (2015)
- G. Rizzo, C. d'Amato, N. Fanizzi.
On the Effectiveness of Evidence-based Terminological Decision Trees. In Proceedings of the 22nd International Symposium on Methodologies for Intelligent Systems (ISMIS'15). Vol. 9384 p. 139-149. LNCS. Springer. ISBN: 978-3-319-25251-3 (2015)
- G. Rizzo, C. d'Amato, N. Fanizzi. F. Esposito.
Inductive Classification through Evidence-based Models and their Ensembles. In Proceedings of the Extended Semantic Web Conference (ESWC 2015). LNCS, Vol. 9088, pp 418-433. Springer. ISBN: 978-3-319-18817-1 (2015)
- P. Minervini, C. d'Amato, N. Fanizzi. F. Esposito. A Gaussian Process Model for Knowledge Propagation in Web Ontologies. In Proc. of the IEEE International Conference on Data Mining (ICDM 2014). pp. 929 - 934. IEEE Computer Society Press. ISBN: 978-1-4799-4302-9 (2014)
- P. Minervini, C. d'Amato, N. Fanizzi, F. Esposito.
Adaptive Knowledge Propagation in Web Ontologies. In Proceedings of the International Conference on Knowledge Engineering and Knowledge Management (EKAW 2014). Vol. 8876. pp. 303 - 319. LNCS Springer. ISBN 978-3-319-13703-2 (2014)
- G. Rizzo, C. d'Amato, N. Fanizzi, F. Esposito.
Tackling the Class-Imbalance Learning Problem in Semantic Web Knowledge Bases. In Proceedings of the International Conference on Knowledge Engineering and Knowledge Management (EKAW 2014). Vol. 8876. pp. 453-468. LNCS Springer. ISBN 978-3-319-13703-2 (2014)
- G. Rizzo, C. d'Amato, N. Fanizzi, F. Esposito.
Towards Evidence-based Terminological Decision Trees. In: Anne Laurent and Olivier Strauss and Bernadette Bouchon-Meunier and Ronald R. Yager (editors), Information Processing and Management of Uncertainty in Knowledge-Based Systems - 15th International Conference, IPMU 2014, Montpellier, France, July 15-19, 2014, Proceedings, Part I. COMMUNICATIONS IN COMPUTER AND INFORMATION SCIENCE, vol. 442, p. 36-45, BERLIN:Springer, ISBN: 978-3-319-08794-8, ISSN: 1865-0929 (2014)
- P. Minervini, C. d'Amato, N. Fanizzi, F. Esposito.
Transductive Inference for Class-Membership Propagation in Web Ontologies. In The Semantic Web: Semantics and Big Data, 10th Int. Conf. (ESWC 2013) Proceedings. Vol. 7882, pp. 457-471. LNCS Series. Springer. ISBN: 978-3-642-38287-1. (2013)
- P. Minervini, N. Fanizzi, C. d'Amato, F. Esposito.
Rank Prediction for Semantically Annotated Resources. In Proc. of the 28th ACM Symposium On Applied Computing (SAC 2013) - SWA Track. p. 333-338 ACM. ISBN: 978-1-4503-1656-9 (2013)
- N. Fanizzi, C. d'Amato, F. Esposito.
Mining Linked Open Data through Semisupervised Learning Methods based on Self-training. In: Proceeedings of the Sixth IEEE International Conference on Semantic Computing (ICSC), 2012. Palermo, Italy, September 2012, p. 277-284, IEEE Computer Society, ISBN: 978-1-4673-4433-3, doi: 10.1109/ICSC.2012.73 (2012)
- N. Fanizzi, C. d'Amato, F. Esposito.
Towards Numeric Prediction on OWL Knowledge Bases through Terminological Regression Trees. In: Proceeedings of the Sixth IEEE International Conference on Semantic Computing (ICSC), 2012 . Palermo, Italy, 19-21 Sept. 2012, p. 325-332, IEEE Computer Society, ISBN: 978-1-4673-4433-3, doi: 10.1109/ICSC.2012.35 (2012)
- C. d'Amato, V. Bryl, L. Serafini.
Semantic Knowledge Discovery from Heterogeneous Data Sources. Proceedings of the International Conference on Knowledge Engineering and Knowledge Management (EKAW 2012). A. ten Teije et al. (Editors). pp. 26-31. Vol. 7603. LNCS, Springer. ISBN: 978-3-642-33875-5 (2012)
- P. Minervini, C. d'Amato, N. Fanizzi.
Learning Probabilistic Description Logic Concepts Under Different Assumptions on Missing Knowledge. In: Sascha Ossowski; Paola Lecca (editors). Proceedings of the ACM Symposium on Applied Computing, SAC 2012, Riva, Trento, Italy, March 26-30, 2012. p. 378-383, ACM Press, ISBN: 978-1-4503-0857-1, Riva del Garda (Trento), Italy, March 26-30, 2012, doi: 10.1145/2245276.2245349 (2012)
- N. Fanizzi, C. d'Amato.
Learning with Semantic Kernels for Clausal Knowledge Bases. In: Marzena Kryszkiewicz; Henryk Rybinski; Andrzej Skowron; Zbigniew W. Ras (editors) Foundations of Intelligent Systems - 19th International Symposium, ISMIS 2011, Warsaw, Poland, June 28-30, 2011. Proceedings. LECTURE NOTES IN COMPUTER SCIENCE, vol. 6804, p. 250-259, Springer, ISBN: 978-3-642-21915-3, ISSN: 0302-9743, doi: 10.1007/978-3-642-21916-0 (2011).
- G. Rizzo, N. Fanizzi, C. d'Amato, F. Esposito.
Prediction of class and property assertions on OWL ontologies through evidence combination. In: Proceedings of WIMS 2011: ACM International Conference on Web Intelligence, Mining and Semantics. Sogndal, May 25-27, 2011, New York:ACM, ISBN: 978-1-4503-0148-0, doi: 10.1145/1988688.1988741 (2011).
- C. d'Amato, S. Staab, N. Fanizzi, F. Esposito.
Efficient Resource Retrieval from Semantic Knowledge Bases.
ICSC 2010, 4th IEEE International Conference on Semantic Computing, September, 22 - 24, 2010, Pittsburgh, PA, USA.
- N. Fanizzi, C. d'Amato, F. Esposito.
Induction of Concepts in Web Ontologies through Terminological Decision Trees.
ECML/PKDD 2010, European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases, September, 20 - 24, 2010, Barcelona, Spain.
- C. d'Amato, N. Fanizzi, B. Fazzinga, G. Gottlob, T. Lukasiewicz.
Combining semantic web search with the power of inductive reasoning.
SUM 2010, 4th International Conference on Scalable Uncertainty Management, September, 27 - 29, 2010, Toulouse, France.
- N. Fanizzi, C. d'Amato, F. Esposito.
Learning to Rank Individuals in Description Logics Using Kernel Perceptrons.
RR 2010, 4th International Conference on Web Reasoning and Rule Systems, September, 22 - 24, 2010, Bressanone/Brixen, Italy.
- A. Lawrynowicz, C. d'Amato, N. Fanizzi.
A Refinement Operator Based Method for Semantic Grouping of Conjunctive Query Results.
KES 2010, 14th International Conference on Knowledge-Based and Intelligent Information & Engineering Systems, September, 8 - 10, 2010, Cardiff, Wales, UK.
- N. Fanizzi, C. d'Amato, F. Esposito.
Towards Learning to Rank in Description Logics.
ECAI 2010, 19th European Conference on Artificial Intelligence, August, 16 - 20, 2010, Lisbon, Portugal.
- C. d'Amato, N. Fanizzi, A. Lawrynowicz.
Categorize By: Deductive Aggregation of Semantic Web Query Results.
ESWC 2010, 7th Extended Semantic Web Conference, May, 30 - June, 03, 2010, Heraklion, Greece.
- F. Esposito, N. Fanizzi, C. d'Amato.
Recovering Uncertain Mappings through Structural Validation and Aggregation with the MoTo System.
SAC 2010 - SWA Track, 25th ACM International Symposium On Applied Computing, March, 22 - 26, 2010, Sierre, Switzerland.
- N. Fanizzi, C. d'Amato, F. Esposito.
Towards the Induction of Terminological Decision Trees.
SAC 2010 - SWA Track, 25th ACM International Symposium On Applied Computing, March, 22 - 26, 2010, Sierre, Switzerland.
- C. d'Amato, N. Fanizzi, F. Esposito, T. Lukasiewicz.
Inductive Query Answering and Concept Retrieval Exploiting Local Models.
ISDA 2009, IEEE International Conference on Intelligent Systems Design and Applications, November, 30 - December, 2, 2009, Pisa, Italy.
- C. d'Amato, N. Fanizzi, F. Esposito, T. Lukasiewicz.
Approximate Classification of Semantically Annotated Web Resources Exploiting Pseudo-Metrics Induced by Local Models.
WI 2009, IEEE International Conference on Web Intelligence, September, 15 - 18, 2009, Milan, Italy.
- N. Fanizzi, C. d'Amato, F. Esposito.
ReduCE: A Reduced Coulomb Energy Network Method for Approximate Classification.
ESWC 2009, European Semantic Web Conference, May, 21 - June, 4, 2009, Heraklion, Greece.
- N. Fanizzi, C. d'Amato, F. Esposito.
Fuzzy Clustering for Categorical Spaces: An Application to Semantic Knowledge Bases.
ISMIS 2009, International Symposium on Methodologies for Intelligent Systems, September, 14-17, 2009, Prague, Czech Republic.
- N. Fanizzi, C. d'Amato, F. Esposito.
Statistical Learning for Inductive Query Answering on OWL Ontologies.
ISWC 2008, International Semantic Web Conference, October, 26-30, 2008, Karlsruhe, Germany.
- C. d'Amato, N. Fanizzi, T. Lukasiewicz.
Tractable Reasoning with Bayesian Description Logics.
SUM 2008, International Conference on Scalable Uncertainty Management, October, 1-3, 2008 - Naples, Italy.
- C. d'Amato, S. Staab, N. Fanizzi.
On the Influence of Description Logics Ontologies on Conceptual Similarity.
EKAW 2008, International Conference on Knowledge Engineering and Knowledge Management Knowledge Patterns, 29th September-3rd October 2008 - Acitrezza, Catania, Italy.
- N. Fanizzi, C. d'Amato, F. Esposito.
Learning with Kernels in Description Logics.
ILP 2008, International Conference on Inductive Logic Programming, September 10-12, 2008, Prague, Czech Republic.
- N. Fanizzi, C. d'Amato, F. Esposito.
DL-FOIL: Concept Learning in Description Logics.
ILP 2008, International Conference on Inductive Logic Programming, September 10-12, 2008, Prague, Czech Republic.
- C. d'Amato, N. Fanizzi, F. Esposito.
Non-parametric Statistical Learning Methods for Inductive Classifiers in Semantic Knowledge Bases.
ICSC 2008, IEEE International Conference on Semantic Computing, August 4-7, 2008, Santa Clara, CA, USA.
- N. Fanizzi, C. d'Amato, F. Esposito.
Evolutionary Clustering in Description Logics: Controlling Concept Formation and Drift in Ontologies.
19th International Conference on Database and Expert Systems Applications - DEXA'08, September 1-5, 2008, Turin, Italy
- C. d'Amato, N. Fanizzi, F. Esposito.
Query Answering and Ontology Population: an Inductive Approach.
ESWC 2008, European Semantic Web Conference, 1-5 June 2008, Tenerife, Spain.
- N. Fanizzi, C. d'Amato, F. Esposito.
Conceptual Clustering and its Application to Concept Drift and Novelty Detection.
ESWC 2008, European Semantic Web Conference, 1-5 June 2008, Tenerife, Spain.
- C. d'Amato, N. Fanizzi, F. Esposito.
Classification and Retrieval through Semantic Kernels.
KES 2008, International Conference on Knowledge-Based and Intelligent Information & Engineering Systems - SWEA Track, 3-5 September 2008, Zagreb, Croatia.
- C. d'Amato, N. Fanizzi, F. Esposito.
Distance-based Classification in OWL Ontologies.
KES 2008, International Conference on Knowledge-Based and Intelligent Information & Engineering Systems - AKS Track, 3-5 September 2008, Zagreb, Croatia.
- N. Fanizzi, C. d'Amato, F. Esposito.
A Multi-Relational Hierarchical Clustering Method for DATALOG Knowledge Bases.
ISMIS 2008, International Symposium on Methodologies for Intelligent Systems, May 20-23, 2008, Toronto, Canada.
- N. Fanizzi, C. d'Amato, F. Esposito.
Randomized Metric Induction and Evolutionary Conceptual
Clustering for Semantic Knowledge Bases.
ACM Sixteenth Conference on Information and Knowledge Management - CIKM'07, November 6-9, 2007, Lisboa, Portugal
- N. Fanizzi, C. d'Amato, F. Esposito.
Evolutionary Conceptual Clustering of Semantically Annotated Resources.
In: Proceedings of the First IEEE International Conference on Semantic Computing (ICSC 2007), September 17-19, 2007, Irvine, California, USA. Irvine, California, USA, 17-19 Sept. 2007, p. 783-790, IEEE Computer Society, doi: 10.1109/ICSC.2007.92 (2007)
- N. Fanizzi, C. d'Amato.
Inductive Concept Retrieval and Query Answering with Semantic Knowledge Bases through Kernel Methods
KES 2007, the 11th International Conference on Knowledge-Based and Intelligent Information and Engineering Systems, 12-14 September 2007, Vietri sul Mare, Italy
- N. Fanizzi, C. d'Amato, F. Esposito.
A Hierarchical Clustering Method for Semantic Knowledge Bases
KES 2007, the 11th International Conference on Knowledge-Based and Intelligent Information and Engineering Systems, 12-14 September 2007, Vietri sul Mare, Italy
- C. d'Amato, N. Fanizzi, F. Esposito.
Induction of Optimal Semantic Semi-distances for Clausal Knowledge Bases
ILP 2007, International Conference on Inductive Logic Programming, 19-21 June 2007, Corvallis, Oregon (USA)
- N. Fanizzi, C. d'Amato, F. Esposito. Instance Based Retrieval by Analogy
SAC 2007 SDRC Track, 11-15 March 2007, Seul, Korea
- C. d'Amato, N. Fanizzi.
Lazy Learning from Terminological Knowledge Bases
16th International Symposium on Methodologies for Intelligent Systems, 27-29 September 2006, Bari, Italy
- N. Fanizzi, C. d'Amato. A Declarative Kernel for ALC Concept Descriptions
16th International Symposium on Methodologies for Intelligent Systems, 27-29 September 2006, Bari, Italy
- C. d'Amato, N. Fanizzi, F. Esposito.
A Dissimilarity Measure for ALC Concept Descriptions
SAC 2006 RDRC Track, 23-23 April 2006, Dijon, France.
- International Workshops
- G. Rizzo, C. d'Amato, N. Fanizzi, F. Esposito. Induction of Terminological Cluster Trees. Proc. of the Int. Workshop on Uncertainty Reasoning for the Semantic Web. (URSW 2016) Vol. 1665, pp. 49 - 60. CEUR Workshop Proc. CEUR-WS.org. ISSN: 1613-0073 (2016).
- G. Rizzo, C. d'Amato, N. Fanizzi, F. Esposito. Inducing Predictive Clustering Trees for Datatype Properties Values. In Proceedings of the International workshop on Semantic Machine Learning (SML 2016) co-located with the 25th International Joint Conference on Artificial Intelligence (IJCAI 2016). (2016)
- P. Minervini, C. d'Amato, N. Fanizzi., F. Esposito.
Efficient Learning of Entity and Predicate Embeddings for Link Prediction in Knowledge Graphs. Proceedings of the International Workshop on Uncertainty Reasoning for the Semantic Web. (URSW 2015) Vol. 1479, pp. 26 - 37. CEUR WORKSHOP PROCEEDINGS CEUR-WS.org. ISSN: 1613-0073 (2015).
- P. Minervini, C. d'Amato, N. Fanizzi. V. Tresp.%nbsp;
Learning to Propagate Knowledge in Web Ontologies. Proceedings of the International Workshop on Uncertainty Reasoning for the Semantic Web. (URSW 2014) Vol. 1259, pp. 13 - 24. CEUR WORKSHOP PROCEEDINGS CEUR-WS.org. ISSN: 1613-0073 (2014).
- C.M. Keet, C. d'Amato, Z. Khan, A. Lawrynowicz.
Exploring Reasoning with the DMOP Ontology. In: Samantha Bail, Birte Glimm, Ernesto Jiménez-Ruiz, Nicolas Matentzoglu, Bijan Parsia, Andreas Steigmiller (editors). Proceedings of the 3rd International Workshop on OWL Reasoner Evaluation (ORE 2014) co-located with the Vienna Summer of Logic (VSL 2014). CEUR WORKSHOP PROCEEDINGS, vol. 1207, p. 64-70, Aachen:CEUR, ISSN: 1613-0073 (2014)
- C.M. Keet, A. Lawrynowicz, C. d'Amato, M. Hilario.
Modeling Issues and Choices in the Data Mining OPtimization Ontology. Proc. of OWL: Experiences and Directions Workshop (OWLED) 2013. Vol. 1080 CEUR Workshop Proceedings. CEUR. ISSN: 1613-0073 (2013).
- P. Minervini, C. d'Amato, N. Fanizzi.
A Graph Regularization Approach to Transductive Class-Membership Learning. In: Fernando Bobillo et al. (editors), Proceedings of the 8th International Workshop on Uncertainty Reasoning for the Semantic Web, Boston, USA, November 11, 2012. CEUR WORKSHOP PROCEEDINGS, vol. 900, p. 39-50, CEUR-WS.org, ISSN: 1613-0073, Boston, US, November, 10 2012 (2012).
- C. d'Amato, V. Bryl, L. Serafini.
Data-Driven Logical Reasoning. In: Fernando Bobillo et al.(editors), Proceedings of the 8th International Workshop on Uncertainty Reasoning for the Semantic Web, Boston, USA, November 11, 2012. CEUR WORKSHOP PROCEEDINGS, vol. 900, p. 51-62, CEUR-WS.org. ISSN: 1613-0073 (2012).
- P. Minervini, C. d'Amato, F. Fanizzi.
Learning Terminological Naive Bayesian Classifiers under Different Assumptions on Missing Knowledge. Proceedings of the International Workshop on Uncertainty Reasoning for the Semantic Web (URSW 2011) colocated
at ISWC'11. Vol. 778. CEUR Workshop Proc series. CEUR WORKSHOP PROCEEDINGS CEUR-WS.org.. ISSN: 1613-0073
- T. Scharrenbach, C. d'Amato, N. Fanizzi, R. Grötter, B. Waldvogel, A. Bernstein.
Default Logics for Plausible Reasoning with Controversial Axioms. In: Fernando Bobillo et al. (editors), Proceedings of the 6th International Workshop on Uncertainty Reasoning for the Semantic Web (URSW 2010), collocated with the 9th International Semantic Web Conference (ISWC-2010), Shanghai, China, November 7, 2010. CEUR WORKSHOP PROCEEDINGS, vol. 654, p. 105-108, CEUR-WS.org, ISSN: 1613-0073 (2010)
- T. Scharrenbach, C. d'Amato, N. Fanizzi, R. Grötter, B. Waldvogel, A. Bernstein.
Unsupervised Conflict-Free Ontology Evolution Without Removing Axioms. In: Giorgos Flouris; Guilin Qi (ediotrs), Proceedings of the 4th International Workshop on Ontology Dynamics. CEUR WORKSHOP PROCEEDINGS, vol. 651, CEUR WORKSHOP PROCEEDINGS CEUR-WS.org, ISSN: 1613-0073 (2010)
- N. Fanizzi, C. d'Amato, F. Esposito.
Uncertainty Reasoning through Similarity in Context.
2nd Workshop on Automated Reasoning about Context and Ontology Evolution ARCOE 2010, August 16-17, 2010, Lisbon, Portugal.
- N. Fanizzi, C. d'Amato, F. Esposito.
Structural Similarity in Expressive Description Logics: An Extended Family of Kernels for OWL.
Workshop on Inductive Reasoning and Machine Learning on the Semantic Web IRMLeS 2010, May 31, 2010, Heraklion, Crete (Greece).
- C. d'Amato, N. Fanizzi, B. Fazzinga, G. Gottlob, T. Lukasiewicz.
Combining Semantic Web Search with the Power of Inductive Reasoning
Workshop on Uncertainty Reasoning for the Semantic Web URSW 2009, October 26, 2009, Washington D.C., USA.
- N. Fanizzi, C. d'Amato, F. Esposito.
Evidential Nearest-Neighbors Classification for Inductive ABox Reasoning.
Workshop on Uncertainty Reasoning for the Semantic Web URSW 2009, October 26, 2009, Washington D.C., USA.
- C. d'Amato, N. Fanizzi, F. Esposito.
A Note on the Evaluation of Inductive Concept Classification Procedures.
Workshop on Semantic Web Applications and Perspectives SWAP 2008, December 15-17, 2008, Rome, Italy.
- N. Fanizzi, C. d'Amato, F. Esposito, T. Lukasiewicz.
Representing Uncertain Concepts in Rough Description Logics via Contextual Indiscernibility Relations
Workshop on Uncertainty Reasoning for the Semantic Web URSW 2008, October 26, 2008, Karlsruhe, Germany.
- C. d'Amato, S. Staab, N. Fanizzi, F. Esposito.
Efficient Discovery of Services specified in Description Logics Languages.
Workshop on Service Matchmaking and Resource Retrieval in the Semantic Web at ISWC 2007, November 11, 2007, Busan, South Korea.
- N. Fanizzi, C. d'Amato, F. Esposito.
Approximate Measures of Semantic Dissimilarity under Uncertainty.
Workshop on Uncertainty Reasoning for the Semantic Web at ISWC 2007, November 12, 2007, Busan, South Korea.
- F. Esposito, N. Fanizzi, C. d'Amato.
Conceptual Clustering Applied to Ontologies by means of Semantic Discernability Workshop on Prior Conceptual Knowledge in Machine Learning and Knowledge Discovery - PriCKL'07 at ECML/PKDD 2007, September 21, 2007, Warsaw, Poland.
- N. Fanizzi, C. d'Amato, F. Esposito.
Clustering Individuals in Ontologies: a Distance-based Evolutionary Approach
The Third International Workshop on Mining Complex Data - MCD'07 at ECML/PKDD 2007, September 17, 2007, Warsaw, Poland.
- C. d'Amato, N. Fanizzi, F. Esposito.
Analogical Reasoning in Description Logics
2nd ISWC Workshop on Uncertainty Reasoning for the Semantic Web. Athens, Georgia (USA), November, 5-9, 2006.
- C. d'Amato, S. Staab
Modelling, Matching and Ranking Services Based on Constraint Hardness
Advances in Semantics for Web services Workshop (at BPM), 4 September 2006, Vienna, Austria.
- Posters
- C. d'Amato, F. Esposito, N. Fanizzi, B. Fazzinga, G. Gottlob, T. Lukasiewicz.
Inductive Reasoning and Semantic Web Search.
SAC 2010 - SWA Track, 25th ACM International Symposium On Applied Computing, March, 22 - 26, 2010, Sierre, Switzerland.
- N. Fanizzi, C. d'Amato, F. Esposito.
Induction of Optimal Semi-distances for Individuals based on Feature Sets
DL 2007, 20th International Workshop on Description Logics. Brixen-Bressanone, Italy, June, 8-10, 2007.
- B. Taush, C. d'Amato, S. Staab, N. Fanizzi
Efficient Service Matchmaking using Tree-Structured Clustering 5th International Semantic Web Conference (ISWC), Athens, Georgia (USA), November, 5-9, 2006.
- National Conferences
- P. Minervini, C. d'Amato, Nicola Fanizzi.
Learning Terminological Bayesian Classifiers - A Comparison of Alternative Approaches to Dealing with Unknown Concept-Memberships. In: F. A. Lisi. Proceedings of the 9th Italian Convention on Computational Logic (CILC 2012). Roma, 6-7 June 2012, vol. 857, p. 191-205, AACHEN:CEUR workshop proceedings ISSN 1613-0073 (2012)
- C. d'Amato, N. Fanizzi, F. Esposito, M. Carulli, A. Assab, G. Bux.
SEMANTICPA: Una Piattaforma per la Gestione Semantica dei Contenuti per la Pubblica Amministrazione. In: Smart Tech & Smart Innovation. La strada per costruire il futuro. Atti del Congresso AICA 2011. Torino, 14-17 novembre 2011, ISBN: 9788890540646 (2011)
- N. Fanizzi, C. d'Amato, F. Esposito.
A Hierarchical Clustering Procedure for Semantically Annotated Resources
AI*IA 2007, 10th Congress of Italian Association for Artificial Intelligence, Rome, 10-13 September 2007, Italy.
- N. Fanizzi, C. d'Amato, F. Esposito.
Instance-based Query Answering with Semantic Knowledge Bases
AI*IA 2007, 10th Congress of Italian Association for Artificial Intelligence, Rome, 10-13 September 2007, Italy.
- N. Fanizzi, C. d'Amato.
A Similarity Measure for the ALN Description Logic.
CILC 2006, Convegno Italiano di Logica Computazionale 26-27 June 2006,
Bari, Italy.
- National Workshops
- N. Fanizzi, C. d'Amato, F. Esposito.
Semantic Nearest Neighbor Search in OWL Ontologies.
SWAP 2007, the 3rd Italian Semantic Web Workshop on Semantic Web Applications and Perspectives, Bari, Italy, December 18-20, 2007.
- C. d'Amato
Constraint hardness for modelling, matching and ranking Semantic Web services
SEBD 2007, the 15th Italian Symposium on Advanced Database Systems, Torre Canne di Fasano, Italy, June 17-20, 2007.
- N. Fanizzi, C. d'Amato, F. Esposito.
Approximate query answering and ranking for semantic knowledge bases
SEBD 2007, the 15th Italian Symposium on Advanced Database Systems, Torre Canne di Fasano, Italy, June 17-20, 2007.
- C. d'Amato, N. Fanizzi, F. Esposito.
Reasoning by Analogy in Description Logics through Instance-based Learning
SWAP 2006, the 3rd Italian Semantic Web Workshop, Pisa, Italy, December 18-20, 2006.
Research Projects
- TAILOR "Network of Excellence" for trustworthy AI funded under the H2020-ICT-48-2020 call (2020-2023) - Role: Participant as Network Memeber - Involvement: WP3.1 Explainable Malware Detection
- e-LICO "e-Laboratory for Interdisciplinary Collaborative Research in Data Mining and Data-Intensive Sciences" (EU-FP7 Collaborative Project (2009-2012) Theme ICT-4.4: Intelligent Content and Semantics) - Role: Scientific Consultant
- NeOn "NeOn - Lifecycle Support for Networked Ontologies" (European Project IST- 2005-027595) - Role: Participant
- COLLATE "Collaborator for Automation, Indexing and Retrieval of Digitalized Historical Archive Material" (EU-FP5-IST; Sub-programme Area: Digital Preservation of cultural heritage; IST-1999-20882) - Role: Participant
- ASSO "Analysis System of Symbolic Official Data" (EU-FP5; IST -2000-25161) - Role: Participant
- SPIN "Spatial Mining on Data of Public Interest" (EU-FP5; IST-1999-10536) - Role: Participant
- MAD "La Metamorfosi Additiva del Design" (PNR 2014 - 2020) Fondo per lo Sviluppo e la Coesione (PON 2017) - Role: Participant
- RPASinAir "Integrazione dei Sistemi Aeromobili a Pilotaggio Remoto nello spazio aereo non segregato per servizi civili innovativi" (PNR 2015 - 2020) Resaerch projects for industrial
reseach and experimental development (PON 2017) - Role: Participant
- CLOSE "Close to the Earth" (PNR 2015 - 2020) Resaerch projects for industrial reseach and experimental development (PON 2017) - Role: Participant
- LOGIN "LOGistica INTegrata 2012-2015" (PII INDUSTRY 2015), announcement "New Technologies for the Made in Italy" - Role: Technical project leader for the research unit
- "Sintesi automatica di modelli astratti a partire da dati temporali o spaziali" (MIUR Project - PRIN 2006) - Role: Participant
- MBLab (Molecular Biodiversity Laboratory initiative 2007-2010 (FAR Project - DM 19410) - Role: Participant
- Puglia@Service (L'ingegneria dei servizi Internet-based per lo sviluppo strutturale di un territorio "intelligente" 2012-2015) PON Research and Competitiveness, Operative Program 2007-2013 - Role: Technical project leader for the research unit
- VINCENTE "Virtual collective INtelligenCe ENvironment to develop sustainable Technology Entrepreneurship ecosystems" Research and Competitiveness, Operative Program 2007-2013 - Role: Technical project leader for the research unit and co-author of the proposal
- DIPIS strategic project "Distributed Production as Innovative System" Financed by Apulia Region in the context of the Agreement with Miur and MISE (2007-2011) - Role: Research Unit Leader
- Metodi e Tecniche di apprendimento automatico per il Semantic Web (MURST Project ex 40%) - Role: Participant
- FIR: Future In Research, "Computer-mediated collaboration in creative projects" (Regional Project 2016-2019) - Role: Principal Investigator
- Semantic-PA: "Tecnologie di Semantic Web per la Pubblica Amministrazione" written by Claudia d'Amato in collaboration with head of the research division unit of I&T Servizi S.r.l. (Regional Project 2009-2011) - Role: Project Leader
- DDTA: "Distretto digitale a supporto della filiera produttiva del tessile - abbigliamento" (Regional Project 2006-2008) - Role: participant
- PREJUST4WOMEN: "PREdictive JUStice for WOMEN" (Horizon Europe Seeds (europeseeds@uniba) - Competitive Call for Ateneo Project 2020) - Role: Research Unit Principal Investigator
- Metodi di Apprendimento Scalabili per Basi di Conoscenza Strutturata (Ateneo Project - Università degli Studi di Bari ex 60% 2017/2018) - Role: participant
- Scoperta di pattern di conoscenza da sorgenti di dati annotati semanticamente (Ateneo Project - Università degli Studi di Bari ex 60% 2015/2016) - Role: Principal Investigator
- Metodi induttivi per la predizione di relazioni su basi di conoscenza ontologiche (Ateneo Project - Università degli Studi di Bari ex 60% 2010) - Role: participant
- Metodi e Tecniche di Semantic Web Mining ( Ateneo Project - Università degli Studi di Bari ex 60% 2009) - Role: participant
- Apprendimento Automatico di conoscenza in forma ontologica in Logiche del primo ordine (Ateneo Project - Università degli Studi di Bari ex 60% 2007) - Role: participant
- Modelli computazionali di Apprendimento Automatico per formalismi ibridi del 1° ordine (Ateneo Project - Università degli Studi di Bari ex 60% 2006) - Role: participant
- Apprendimento induttivo per la annotazione automatica su base semantica di documenti (Ateneo Project - Università degli Studi di Bari ex 60% 2005) - Role: participant
- Astrazione e Logica descrittiva in Apprendimento Automatico (Ateneo Project - Università degli Studi di Bari ex 60% 2004) - Role: participant
Software