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Incremental Reasoning on Streams and Rich Background Knowledge  http://streamreasoning.org   Emanuele Della Valle  DEI - Politecnico di Milano  [email_address] http://emanueledellavalle.org   Joint work with: Davide Francesco Barbieri, Daniele Braga, Stefano Ceri,  and Michael Grossniklaus
Agenda ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],ESWC 2010, Heraklion, Greece, June 1st, 2010
Motivation It‘s a streaming World!  [IEEE-IS2009] ,[object Object],[object Object],[object Object],[object Object],[object Object],ESWC 2010, Heraklion, Greece, June 1st, 2010
Motivation Questions People are Asking ,[object Object],[object Object],[object Object],ESWC 2010, Heraklion, Greece, June 1st, 2010
Motivation Problem Statement ,[object Object],[object Object],[object Object],[object Object],ESWC 2010, Heraklion, Greece, June 1st, 2010
Background  What are data streams anyway? ,[object Object],[object Object],[object Object],[object Object],[object Object],time ESWC 2010, Heraklion, Greece, June 1st, 2010
Background  Can the Semantic Web Process Data Stream? ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],ESWC 2010, Heraklion, Greece, June 1st, 2010
Background  Continuous Semantics ,[object Object],[object Object],[object Object],[object Object],[object Object],ESWC 2010, Heraklion, Greece, June 1st, 2010
Background  Stream Processing ,[object Object],ESWC 2010, Heraklion, Greece, June 1st, 2010 window input stream stream of answer Registered Continuous Query
Background  Key Optimization in Stream Processing  ,[object Object],[object Object],[object Object],ESWC 2010, Heraklion, Greece, June 1st, 2010
Background  Data Stream Management Systems (DSMS) ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],ESWC 2010, Heraklion, Greece, June 1st, 2010
Concept Stream Reasoning  [IEEE-IS2009,Dagstuhl2010]  ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],ESWC 2010, Heraklion, Greece, June 1st, 2010
Concept  Research Challenges (selection) [IEEE-IS2009] ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],ESWC 2010, Heraklion, Greece, June 1st, 2010
Past Achievements  Explored Continuous Semantics for SeWeb ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],ESWC 2010, Heraklion, Greece, June 1st, 2010
Past Achievements  RDF Stream ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],ESWC 2010, Heraklion, Greece, June 1st, 2010 “ just arrived in”
Past  Achievements  An Example of C-SPARQL Query ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],ESWC 2010, Heraklion, Greece, June 1st, 2010
Past  Achievements  An Example of C-SPARQL Query Explained ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],ESWC 2010, Heraklion, Greece, June 1st, 2010 Combined with triples a RDF graph triples from a stream Query registration (for  continuous  execution) FROM STREAM  clause WINDOW
Past  Achievements C-SPARQL Engine Architecture ,[object Object],ESWC 2010, Heraklion, Greece, June 1st, 2010 Performed by a DSMS Select Abstract Reason Streamed Input Window Content RDF Streams Answers Streams Window RDF Graphs
Main Contribution  Achievements vs. Research Challenges ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Contribution of this work ESWC 2010, Heraklion, Greece, June 1st, 2010
Main Contribution  State-of-the-Art Approach  [Ceri1994,Volz2005] ,[object Object],[object Object],[object Object],ESWC 2010, Heraklion, Greece, June 1st, 2010
Main Contribution  Our approach 1/2 ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],ESWC 2010, Heraklion, Greece, June 1st, 2010
Main Contribution  Our approach 2/2 ,[object Object],[object Object],[object Object],[object Object],ESWC 2010, Heraklion, Greece, June 1st, 2010
Main Contribution  Our Approach at Work ESWC 2010, Heraklion, Greece, June 1st, 2010 12 Jan 2009 A B A B C 1 2 TS  Triples in the Window  Entailments in the Window  A C [11] [11] [11] [12] A B C 3 A C [11] [11] [12] D [13] D B [12] [11] A B C 4 A C [11] [11] [12] D [13] D B [12] [11] E [14] [14] [14] x A B C 12 A C [12] D [13] D B [12] E [14] [14] [14] A C 13 A D [13] D E [14] [14] [14] [11] [11] 11
Main Contribution  Comparative Evaluation ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],ESWC 2010, Heraklion, Greece, June 1st, 2010
Retrospective and Conclusions  Achievements vs. Research Challenges ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],ESWC 2010, Heraklion, Greece, June 1st, 2010
References (selection) ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],ESWC 2010, Heraklion, Greece, June 1st, 2010
Thank You! Questions? Much More to Come! Keep an eye on  http://www.streamreasoning.org   ESWC 2010, Heraklion, Greece, June 1st, 2010
Back-up Slides  The Entailment Regime That We  Used ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],ESWC 2010, Heraklion, Greece, June 1st, 2010
Back-up Slides  Volz 2005 rewriting rules ESWC 2010, Heraklion, Greece, June 1st, 2010
Back-up Slides  Example of maintenance program ,[object Object],[object Object],ESWC 2010, Heraklion, Greece, June 1st, 2010
Back-up Slides  Our rewriting rules ESWC 2010, Heraklion, Greece, June 1st, 2010
Back-up Slides  Example of maintenance program for streams ,[object Object],[object Object],ESWC 2010, Heraklion, Greece, June 1st, 2010
Back-up Slides  Simple Stream Reasoner Architecture ESWC 2010, Heraklion, Greece, June 1st, 2010
Achievements   Incremental Reasoning: State-of-the-Art ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],ESWC 2010, Heraklion, Greece, June 1st, 2010

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Incremental Reasoning on Streams and Rich Background Knowledge

  • 1. Incremental Reasoning on Streams and Rich Background Knowledge http://streamreasoning.org Emanuele Della Valle DEI - Politecnico di Milano [email_address] http://emanueledellavalle.org Joint work with: Davide Francesco Barbieri, Daniele Braga, Stefano Ceri, and Michael Grossniklaus
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  • 23. Main Contribution Our Approach at Work ESWC 2010, Heraklion, Greece, June 1st, 2010 12 Jan 2009 A B A B C 1 2 TS Triples in the Window Entailments in the Window A C [11] [11] [11] [12] A B C 3 A C [11] [11] [12] D [13] D B [12] [11] A B C 4 A C [11] [11] [12] D [13] D B [12] [11] E [14] [14] [14] x A B C 12 A C [12] D [13] D B [12] E [14] [14] [14] A C 13 A D [13] D E [14] [14] [14] [11] [11] 11
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  • 27. Thank You! Questions? Much More to Come! Keep an eye on http://www.streamreasoning.org ESWC 2010, Heraklion, Greece, June 1st, 2010
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  • 29. Back-up Slides Volz 2005 rewriting rules ESWC 2010, Heraklion, Greece, June 1st, 2010
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  • 31. Back-up Slides Our rewriting rules ESWC 2010, Heraklion, Greece, June 1st, 2010
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  • 33. Back-up Slides Simple Stream Reasoner Architecture ESWC 2010, Heraklion, Greece, June 1st, 2010
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Editor's Notes

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