Information Algebras: Generic Structures For Inference
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 algebrai...
Gespeichert in:
1. Verfasser: | |
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Format: | Elektronisch E-Book |
Sprache: | English |
Veröffentlicht: |
London
Springer London
2003
|
Ausgabe: | 1st ed. 2003 |
Schriftenreihe: | Discrete Mathematics and Theoretical Computer Science
|
Schlagworte: | |
Online-Zugang: | UBY01 Volltext |
Zusammenfassung: | 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 |
Beschreibung: | 1 Online-Ressource (X, 265 p) |
ISBN: | 9781447100096 |
DOI: | 10.1007/978-1-4471-0009-6 |
Internformat
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Datensatz im Suchindex
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adam_txt | |
any_adam_object | |
any_adam_object_boolean | |
author | Kohlas, Juerg |
author_facet | Kohlas, Juerg |
author_role | aut |
author_sort | Kohlas, Juerg |
author_variant | j k jk |
building | Verbundindex |
bvnumber | BV047064349 |
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collection | ZDB-2-SCS |
ctrlnum | (ZDB-2-SCS)978-1-4471-0009-6 (OCoLC)1227480762 (DE-599)BVBBV047064349 |
dewey-full | 519.2 |
dewey-hundreds | 500 - Natural sciences and mathematics |
dewey-ones | 519 - Probabilities and applied mathematics |
dewey-raw | 519.2 |
dewey-search | 519.2 |
dewey-sort | 3519.2 |
dewey-tens | 510 - Mathematics |
discipline | Informatik Mathematik |
discipline_str_mv | Informatik Mathematik |
doi_str_mv | 10.1007/978-1-4471-0009-6 |
edition | 1st ed. 2003 |
format | Electronic eBook |
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illustrated | Not Illustrated |
index_date | 2024-07-03T16:12:22Z |
indexdate | 2024-07-10T09:01:34Z |
institution | BVB |
isbn | 9781447100096 |
language | English |
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physical | 1 Online-Ressource (X, 265 p) |
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publishDate | 2003 |
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publisher | Springer London |
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series2 | Discrete Mathematics and Theoretical Computer Science |
spelling | Kohlas, Juerg Verfasser aut Information Algebras Generic Structures For Inference by Juerg Kohlas 1st ed. 2003 London Springer London 2003 1 Online-Ressource (X, 265 p) txt rdacontent c rdamedia cr rdacarrier Discrete Mathematics and Theoretical Computer Science 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 Probability Theory and Stochastic Processes Theory of Computation Algebra Artificial Intelligence Probabilities Computers Artificial intelligence Approximatives Schließen (DE-588)4231005-2 gnd rswk-swf Informationstheorie (DE-588)4026927-9 gnd rswk-swf Bewertung Mathematik (DE-588)4394368-8 gnd rswk-swf Algebra (DE-588)4001156-2 gnd rswk-swf Algebraische Struktur (DE-588)4001166-5 gnd rswk-swf Informationsstruktur (DE-588)4026925-5 gnd rswk-swf Algebra (DE-588)4001156-2 s Informationsstruktur (DE-588)4026925-5 s Algebraische Struktur (DE-588)4001166-5 s DE-604 Informationstheorie (DE-588)4026927-9 s Approximatives Schließen (DE-588)4231005-2 s Bewertung Mathematik (DE-588)4394368-8 s Erscheint auch als Druck-Ausgabe 9781852336899 Erscheint auch als Druck-Ausgabe 9781447100102 https://doi.org/10.1007/978-1-4471-0009-6 Verlag URL des Eerstveröffentlichers Volltext |
spellingShingle | Kohlas, Juerg Information Algebras Generic Structures For Inference Probability Theory and Stochastic Processes Theory of Computation Algebra Artificial Intelligence Probabilities Computers Artificial intelligence Approximatives Schließen (DE-588)4231005-2 gnd Informationstheorie (DE-588)4026927-9 gnd Bewertung Mathematik (DE-588)4394368-8 gnd Algebra (DE-588)4001156-2 gnd Algebraische Struktur (DE-588)4001166-5 gnd Informationsstruktur (DE-588)4026925-5 gnd |
subject_GND | (DE-588)4231005-2 (DE-588)4026927-9 (DE-588)4394368-8 (DE-588)4001156-2 (DE-588)4001166-5 (DE-588)4026925-5 |
title | Information Algebras Generic Structures For Inference |
title_auth | Information Algebras Generic Structures For Inference |
title_exact_search | Information Algebras Generic Structures For Inference |
title_exact_search_txtP | Information Algebras Generic Structures For Inference |
title_full | Information Algebras Generic Structures For Inference by Juerg Kohlas |
title_fullStr | Information Algebras Generic Structures For Inference by Juerg Kohlas |
title_full_unstemmed | Information Algebras Generic Structures For Inference by Juerg Kohlas |
title_short | Information Algebras |
title_sort | information algebras generic structures for inference |
title_sub | Generic Structures For Inference |
topic | Probability Theory and Stochastic Processes Theory of Computation Algebra Artificial Intelligence Probabilities Computers Artificial intelligence Approximatives Schließen (DE-588)4231005-2 gnd Informationstheorie (DE-588)4026927-9 gnd Bewertung Mathematik (DE-588)4394368-8 gnd Algebra (DE-588)4001156-2 gnd Algebraische Struktur (DE-588)4001166-5 gnd Informationsstruktur (DE-588)4026925-5 gnd |
topic_facet | Probability Theory and Stochastic Processes Theory of Computation Algebra Artificial Intelligence Probabilities Computers Artificial intelligence Approximatives Schließen Informationstheorie Bewertung Mathematik Algebraische Struktur Informationsstruktur |
url | https://doi.org/10.1007/978-1-4471-0009-6 |
work_keys_str_mv | AT kohlasjuerg informationalgebrasgenericstructuresforinference |