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Recursive Queries over Semantically Enriched Data Repositories

Recursive Queries over Semantically Enriched Data Repositories

Maria Magdalena Ortiz De La Fuente (ORCID: 0000-0002-2344-9658)
  • Grant DOI 10.55776/T515
  • Funding program Hertha Firnberg
  • Status ended
  • Start January 1, 2012
  • End September 30, 2016
  • Funding amount € 204,510
  • Project website

Disciplines

Computer Sciences (70%); Mathematics (30%)

Keywords

    Description Logics, Query Languages, Knowledge Representation and Reasoning, Computational Complexity, Logic and Databases, Ontology Based Data Access

Abstract Final report

The complexity of information systems has increased remarkably in the last years, and more powerful tools to manage and access data are needed in a wide range of application areas. In particular, using ontologies to describe complex conceptual schemata of possibly heterogeneous and distributed data sources, and to access the data in them, is a topic of very active research. Most efforts to achieve this goal have resorted to data-base inspired query languages to access the data and Description Logics (DLs) as standard languages for describing ontologies. Specifically, tailored lightweight DLs have been developed, like the DL-Lite and the EL families, that are expressive enough for describing many application domains and at the same time support efficient query answering over data sources. However, the query languages considered so far lack recursion, a fundamental feature that is highly desirable in many applications. Recursion is necessary to express queries as natural as `is a reachable from b?`. Most data on the Web is found in semi-structured data sources (such as HTML or XML documents), and the basic access mechanisms for this kind of data are queries that use recursion to flexibly navigate and select nodes of information. Using (limited forms of) recursion, flexible and powerful query languages such as XPath have been developed and successfully deployed. Bridging the gap between the different kinds of data on the web and using ontologies to provide uniform access to heterogeneous sources will not be possible as long as we do not have suitable query languages that can flexibly navigate semi-structured data and that can be efficiently evaluated over DL ontologies. Recursive queries had not been explored in DLs, partly due to some negative results dating over a decade ago, that showed that popular families of recursive queries are undecidable already over very weak DLs. However, it was recently shown that some queries that allow a limited use of recursion, but which are still expressive enough to allow XPath-like data access, are decidable even over very expressive DLs. The complexity of answering these queries over lightweight DLs remains unexplored. Furthermore, this opens the encouraging perspective of possibly powerful and still unexplored decidable families of recursive queries over lightweight DL ontologies, that have the potential to dramatically improve the currently available data access technologies. This project aims at identifying such families, developing algorithms for them, and investigating their computational complexity.

This project was about bringing navigational queries with recursion to the realm of Ontology-based Data Access (OBDA). Recent years have seen enormous progress in the development of ontologies, which are sharable, machine-readable domain conceptualizations. A multitude of efforts in academia and industry have resulted in high-quality ontologies that faithfully capture expert knowledge from all kinds of domains. These ontologies offer many opportunities and are already making modern information systems smarter. In particular, in the paradigm of Ontology-based Data Access (OBDA), data sources are linked to a domain ontology. The ontology then provides the users a high-level conceptual view of the data, which may itself be incomplete and heterogeneous. The users can use the vocabulary and high-level view provided by the ontology to query the data. Crucially, in OBDA, users can retrieve not only the facts specifically stored in the (possibly incomplete) data, but also potentially implicit consequences implied by the data and the domain knowledge, obtaining more complete answers to queries. Both the theoretical foundations of OBDA, and the existing systems for its use in practice have progressed dramatically in the last decade. The main goal of this project was to extend the OBDA paradigm beyond the simple query languages considered before, which were limited mostly to conjunctive queries (that is, the well-known class of select-project-join relational algebra queries). In particular, in this project we studied queries that allow some form of recursion to express natural notions like "being reachable", and that support the kind of navigation that is needed for querying data on the Web and other forms of graph-shaped data that does not comply to a concrete schema. The main aim was to enable more flexible OBDA by means of queries with recursion, like regular path queries (RPQs) and their extensions. We obtained many decidability and complexity results, considering different combinations of query languages that support recursion, different families of ontology languages, and query reasoning services. We also developed reasoning techniques that may pave the way to practicable algorithms, with focus on translations that allow to reuse existing database technologies.

Research institution(s)
  • Technische Universität Wien - 100%
Project participants
  • Georg Gottlob, Technische Universität Wien , national collaboration partner
International project participants
  • Meghyn Bienvenu, Université Montpellier - France
  • Carsten Lutz, Universität Leipzig - Germany
  • Diego Calvanese, Libera Università di Bolzano - Italy

Research Output

  • 160 Citations
  • 32 Publications
Publications
  • 2016
    Title Polynomial Disjunctive Datalog Rewritings of Instance Queries in Expressive Description Logics.
    Type Journal Article
    Author Ahmeta S
    Journal Lenzerini, Penaloza (eds) Proceedings of the 29th International Workshop on Description Logics.
  • 2016
    Title Verification of Evolving Graph-structured Data under Expressive Path Constraints.
    Type Journal Article
    Author Calvanese D
    Journal 19th International Conference on Database Theory (ICDT2016).
  • 2016
    Title Polynomial Datalog Rewritings for Ontology Mediated Queries with Closed Predicates.
    Type Journal Article
    Author Ahmetaj S
    Journal Proceedings of the 10th Alberto Mendelzon International Workshop on Foundations of Data Management.
  • 2016
    Title A Compilation Technique for Interactive Ontology-mediated Data Exploration.
    Type Journal Article
    Author Andresel M
    Journal Lenzerini, Penaloza (eds) Proceedings of the 29th International Workshop on Description Logics.
  • 2016
    Title Closed Predicates in Description Logics: Results on Combined Complexity.
    Type Conference Proceeding Abstract
    Author Ngo N
  • 2016
    Title Web Reasoning and Rule Systems, 10th International Conference, RR 2016, Aberdeen, UK, September 9-11, 2016, Proceedings
    DOI 10.1007/978-3-319-45276-0
    Type Book
    editors Ortiz M, Schlobach S
    Publisher Springer Nature
  • 2011
    Title Containment of Regular Path Queries under Description Logic Constraints.
    Type Conference Proceeding Abstract
    Author Calvanese D
    Conference Proceedings of the 22nd International Joint Conference on Artificial Intelligence.
  • 2011
    Title A Practical Automata-Based Technique for Reasoning.
    Type Conference Proceeding Abstract
    Author Calvanese D
    Conference Walsh (ed), IJCAI 2011, Proceedings of the 22nd International Joint Conference on Artificial Intelligence.
  • 2014
    Title Nested Regular Path Queries in Description Logics.
    Type Conference Proceeding Abstract
    Author Bienvenu M
    Conference Baral, Giacomo, Eiter (eds) Principles of Knowledge Representation and Reasoning: Proceedings of the 14th International Conference (KR2014).
  • 2013
    Title Reasoning about Explanations for Negative Query Answers in DL-Lite.
    Type Journal Article
    Author Calvanese D
  • 2013
    Title Reasoning about Explanations for Negative Query Answers in DL-Lite
    DOI 10.1613/jair.3870
    Type Journal Article
    Author Calvanese D
    Journal Journal of Artificial Intelligence Research
    Pages 635-669
    Link Publication
  • 2013
    Title Tractability Guarantees for DL-Lite Query Answering.
    Type Journal Article
    Author Bienvenu M
    Journal Eiter et al (eds), Informal Proceedings of the 26th International Workshop on Description Logics.
  • 2012
    Title The Complexity of Explaining Negative Query Answers in DL-Lite.
    Type Conference Proceeding Abstract
    Author Calvanesse D
    Conference Brewka, Eiter, McIlraith (eds), Principles of Knowledge Representation and Reasoning: Proceedings of the 13th International Conference (KR 2012).
  • 2012
    Title Reasoning and Query Answering in Description Logics
    DOI 10.1007/978-3-642-33158-9_1
    Type Book Chapter
    Author Ortiz M
    Publisher Springer Nature
    Pages 1-53
  • 2012
    Title Conjunctive query answering in the description logic SH using knots
    DOI 10.1016/j.jcss.2011.02.012
    Type Journal Article
    Author Eiter T
    Journal Journal of Computer and System Sciences
    Pages 47-85
    Link Publication
  • 2014
    Title Managing Change in Graph-Structured Data Using Description Logics.
    Type Conference Proceeding Abstract
    Author Ahmetaj S
    Conference Proceedings of the 28th AAAI Conference on Artificial Intelligence.
  • 2014
    Title Planning Problems for Graph Structured Data in Description Logics.
    Type Journal Article
    Author Ahmetaj S
    Journal Bienvenu et al (eds)Informal Proceedings of the 27th International Workshop on Description Logics.
  • 2014
    Title Managing Change in Graph-Structured Data Using Description Logics (long version with appendix).
    Type Conference Proceeding Abstract
    Author Ahmetaj S
    Conference Proceedings of the Twenty-Eighth AAAI Conference on Artificial Intelligence.
  • 2014
    Title Answering regular path queries in expressive Description Logics via alternating tree-automata
    DOI 10.1016/j.ic.2014.04.002
    Type Journal Article
    Author Calvanese D
    Journal Information and Computation
    Pages 12-55
    Link Publication
  • 2014
    Title Revisiting the Hardness of Query Answering in Expressive Description Logics
    DOI 10.1007/978-3-319-11113-1_18
    Type Book Chapter
    Author Ortiz M
    Publisher Springer Nature
    Pages 216-223
  • 2014
    Title Nested Regular Path Queries in Description Logics (Extended Abstract)
    Type Journal Article
    Author Bienvenu M
    Journal Gottlob, Perez (eds) Proceedings of the 8th Alberto Mendelzon Workshop on Foundations of Data Management.
  • 2014
    Title Planning and Change in graph structured data under description logics constraints.
    Type Journal Article
    Author Ahmetaj S
    Journal Gottlob, Perez (eds), Proceedings of the 8th Alberto Mendelzon Workshop on Foundations of Data Management.
  • 2011
    Title Query Answering in the Horn Fragments of the Description Logics SHOIQ and SROIQ.
    Type Conference Proceeding Abstract
    Author Ortiz De La Fuente M
    Conference Proceedings of the Twenty-Second International Joint Conference on Artificial Intelligence.
  • 2015
    Title Regular Path Queries in Lightweight Description Logics: Complexity and Algorithms
    DOI 10.1613/jair.4577
    Type Journal Article
    Author Bienvenu M
    Journal Journal of Artificial Intelligence Research
    Pages 315-374
    Link Publication
  • 2015
    Title Ontology-Mediated Query Answering with Data-Tractable Description Logics
    DOI 10.1007/978-3-319-21768-0_9
    Type Book Chapter
    Author Bienvenu M
    Publisher Springer Nature
    Pages 218-307
  • 2013
    Title Evolving Graph Databases under Description Logic Constraints.
    Type Journal Article
    Author Calvanese D
    Journal Eiter, Glimm, Kazakov, Krotzsch (eds), Informal Proceedings of the 26th International Workshop on Description Logics.
  • 2013
    Title Ontology Based Query Answering: The Story So Far.
    Type Conference Proceeding Abstract
    Author Ortiz M
    Conference Bravo, Lenzerini (eds), Proceedings of the 7th Alberto Mendelzon International Workshop on Foundations of Data Management.
  • 2013
    Title Conjunctive Regular Path Queries in Lightweight Description Logics.
    Type Conference Proceeding Abstract
    Author Bienvenu M
    Conference Rossi (ed), IJCAI 2013, Proceedings of the 23rd International Joint Conference on Artificial Intelligence.
  • 2013
    Title Tractable Queries for Lightweight Description Logics.
    Type Conference Proceeding Abstract
    Author Bienvenu M
    Conference Rossi (ed), IJCAI 2013, Proceedings of the 23rd International Joint Conference on Artificial Intelligence.
  • 2015
    Title Regular Path Queries in Lightweight Description Logics: Complexity and Algorithms.
    Type Journal Article
    Author Bienvenu M
  • 2015
    Title Navigational Queries Based on Frontier-Guarded Datalog: Preliminary Results.
    Type Journal Article
    Author Bienvenu M
    Journal Proceedings of the 9th Alberto Mendelzon International Workshop on Foundations of Data Management.
  • 0
    Title Informal Proceedings of the 27th International Workshop on Description Logics.
    Type Other
    Author Bienvenu M

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