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- Novemberalpträume und andere Träume
Novemberalpträume und andere Träume
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Information usually comes in pieces, from different sources. It refers
to different, but related questions. Therefore information needs to be
aggregated and focused onto the relevant questions. Considering combination
and focusing of information as the relevant operations leads to a generic
algebraic structure for information. This book introduces and studies information
from this algebraic point of view. Algebras of information provide the
necessary abstract framework for generic inference procedures. They allow
the application of these procedures to a large variety of different formalisms
for representing information. At the same time they permit a generic study
of conditional independence, a property considered as fundamental for knowledge
presentation. Information algebras provide a natural framework to define
and study uncertain information. Uncertain information is represented by
random variables that naturally form information algebras. This theory
also relates to probabilistic assumption-based reasoning in information
systems and is the basis for the belief functions in the Dempster-Shafer
theory of evidence.
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