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DBMS with probabilistic model

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DBMS with probabilistic model. Probabilities and uncertainty ... model, probabilistic schema, uncertain queries, learning, appropriate data structures, etc. ... – PowerPoint PPT presentation

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Title: DBMS with probabilistic model


1
DBMS with probabilistic model
  • Probabilities and uncertainty taken seriously as
    foundation for the database model not an add-on
  • old idea but never taken seriously
  • e.g. Fuhrs Probabilistic Datalog
  • Probabilistic retrieval model, probabilistic
    schema, uncertain queries, learning, appropriate
    data structures, etc.

2
IR queries for DBMS
  • Not the same as NL queries work done in 80s
  • Take a NL query, apply it to a DBMS, determine
    what type of answer can be provided
  • may be fact-type answer (QA)
  • may be ranked tuples (IR)
  • Useful for distributed, heterogeneous search
  • e.g. Hidden Web
  • should not require wrappers
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