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Graphical models : methods for data analysis and mining

Author: Christian Borgelt; Rudolf Kruse
Publisher: New York : J. Wiley, ©2002.
Edition/Format:  Print book : EnglishView all editions and formats
Summary:
The concept of modelling using graph theory has its origin in several scientific areas, notably statistics, physics, genetics, and engineering. The use of graphical models in applied statistics has increased considerably over recent years and the theory has been greatly developed and extended. This book provides a self-contained introduction to the learning of graphical models from data, and includes detailed  Read more...
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Additional Physical Format: Online version:
Borgelt, Christian.
Graphical models.
New York : J. Wiley, ©2002
(OCoLC)606650603
Material Type: Internet resource
Document Type: Book, Internet Resource
All Authors / Contributors: Christian Borgelt; Rudolf Kruse
ISBN: 0470843373 9780470843376
OCLC Number: 48013562
Description: viii, 358 pages : illustrations ; 24 cm
Contents: 1. Introduction. 1.1. Data and Knowledge. 1.2. Knowledge Discovery and Data Mining. 1.3. Graphical Models. 1.4. Outline of this Book --
2. Imprecision and Uncertainty. 2.1. Modelling Inferences. 2.2. Imprecision and Relational Algebra. 2.3. Uncertainty and Probability Theory. 2.4. Possibility Theory and the Context Model --
3. Decomposition. 3.1. Decomposition and Reasoning. 3.2. Relational Decomposition. 3.3. Probabilistic Decomposition. 3.4. Possibilistic Decomposition. 3.5. Possibility versus Probability --
4. Graphical Representation. 4.1. Conditional Independence Graphs. 4.2. Evidence Propagation in Graphs --
5. Computing Projections. 5.1. Databases of Sample Cases. 5.2. Relational and Sum Projections.
Responsibility: Christian Borgelt and Rudolf Kruse.
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Graphical models are a marriage between probability theory and graph theory. A graphical model is used to represent a complex system by combining simpler parts, and probability theory provides the  Read more...

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"...positioned at the boundary between two highly important research areas...not restricted to probabilistic models..." (Zentralblatt Math, 2003) "...a good and interesting book...every effort is Read more...

 
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Primary Entity<\/h3>\n
<http:\/\/www.worldcat.org\/oclc\/48013562<\/a>> # Graphical models : methods for data analysis and mining<\/span>\n\u00A0\u00A0\u00A0\u00A0a \nschema:Book<\/a>, schema:CreativeWork<\/a> ;\u00A0\u00A0\u00A0\nlibrary:oclcnum<\/a> \"48013562<\/span>\" ;\u00A0\u00A0\u00A0\nlibrary:placeOfPublication<\/a> <http:\/\/id.loc.gov\/vocabulary\/countries\/nyu<\/a>> ;\u00A0\u00A0\u00A0\nlibrary:placeOfPublication<\/a> <http:\/\/dbpedia.org\/resource\/New_York_City<\/a>> ; # New York<\/span>\n\u00A0\u00A0\u00A0\nschema:about<\/a> <http:\/\/id.worldcat.org\/fast\/887946<\/a>> ; # Data mining<\/span>\n\u00A0\u00A0\u00A0\nschema:about<\/a> <http:\/\/experiment.worldcat.org\/entity\/work\/data\/3943735053#Topic\/mineracao_de_dados<\/a>> ; # Minera\u00E7\u00E3o de dados<\/span>\n\u00A0\u00A0\u00A0\nschema:about<\/a> <http:\/\/dewey.info\/class\/006.3\/e21\/<\/a>> ;\u00A0\u00A0\u00A0\nschema:about<\/a> <http:\/\/experiment.worldcat.org\/entity\/work\/data\/3943735053#Topic\/graphical_modeling_statistics<\/a>> ; # Graphical modeling (Statistics)<\/span>\n\u00A0\u00A0\u00A0\nschema:about<\/a> <http:\/\/experiment.worldcat.org\/entity\/work\/data\/3943735053#Topic\/statistique_methodes_graphiques<\/a>> ; # Statistique--M\u00E9thodes graphiques<\/span>\n\u00A0\u00A0\u00A0\nschema:about<\/a> <http:\/\/id.worldcat.org\/fast\/1012136<\/a>> ; # Mathematical statistics--Graphic methods<\/span>\n\u00A0\u00A0\u00A0\nschema:about<\/a> <http:\/\/experiment.worldcat.org\/entity\/work\/data\/3943735053#Topic\/data_processing<\/a>> ; # DATA PROCESSING<\/span>\n\u00A0\u00A0\u00A0\nschema:about<\/a> <http:\/\/experiment.worldcat.org\/entity\/work\/data\/3943735053#Topic\/data_analyse<\/a>> ; # Data-analyse<\/span>\n\u00A0\u00A0\u00A0\nschema:about<\/a> <http:\/\/experiment.worldcat.org\/entity\/work\/data\/3943735053#Topic\/data_mining<\/a>> ; # Data Mining<\/span>\n\u00A0\u00A0\u00A0\nschema:about<\/a> <http:\/\/experiment.worldcat.org\/entity\/work\/data\/3943735053#Topic\/graphs_charts<\/a>> ; # GRAPHS (CHARTS)<\/span>\n\u00A0\u00A0\u00A0\nschema:about<\/a> <http:\/\/experiment.worldcat.org\/entity\/work\/data\/3943735053#Topic\/analise_de_dados<\/a>> ; # An\u00E1lise de dados<\/span>\n\u00A0\u00A0\u00A0\nschema:about<\/a> <http:\/\/experiment.worldcat.org\/entity\/work\/data\/3943735053#Topic\/mathematical_statistics_graphic_methods<\/a>> ; # Mathematical statistics--Graphic methods<\/span>\n\u00A0\u00A0\u00A0\nschema:about<\/a> <http:\/\/experiment.worldcat.org\/entity\/work\/data\/3943735053#Topic\/mathematical_models<\/a>> ; # MATHEMATICAL MODELS<\/span>\n\u00A0\u00A0\u00A0\nschema:about<\/a> <http:\/\/experiment.worldcat.org\/entity\/work\/data\/3943735053#Topic\/grafische_methoden<\/a>> ; # Grafische methoden<\/span>\n\u00A0\u00A0\u00A0\nschema:bookFormat<\/a> bgn:PrintBook<\/a> ;\u00A0\u00A0\u00A0\nschema:contributor<\/a> <http:\/\/viaf.org\/viaf\/109059119<\/a>> ; # Rudolf Kruse<\/span>\n\u00A0\u00A0\u00A0\nschema:copyrightYear<\/a> \"2002<\/span>\" ;\u00A0\u00A0\u00A0\nschema:creator<\/a> <http:\/\/viaf.org\/viaf\/66705458<\/a>> ; # Christian Borgelt<\/span>\n\u00A0\u00A0\u00A0\nschema:datePublished<\/a> \"2002<\/span>\" ;\u00A0\u00A0\u00A0\nschema:description<\/a> \"The concept of modelling using graph theory has its origin in several scientific areas, notably statistics, physics, genetics, and engineering. The use of graphical models in applied statistics has increased considerably over recent years and the theory has been greatly developed and extended. This book provides a self-contained introduction to the learning of graphical models from data, and includes detailed coverage of possibilistic networks - a relatively new reasoning tool that allows the user to infer results from problems with imprecise data. One major advantage of graphical modelling is that specialized techniques that have been developed in one field can be transferred into others easily. The methods described here are applied in a number of industries, including a recent quality testing programme at a major car manufacturer.<\/span>\"@en<\/a> ;\u00A0\u00A0\u00A0\nschema:exampleOfWork<\/a> <http:\/\/worldcat.org\/entity\/work\/id\/3943735053<\/a>> ;\u00A0\u00A0\u00A0\nschema:inLanguage<\/a> \"en<\/span>\" ;\u00A0\u00A0\u00A0\nschema:isSimilarTo<\/a> <http:\/\/www.worldcat.org\/oclc\/606650603<\/a>> ;\u00A0\u00A0\u00A0\nschema:name<\/a> \"Graphical models : methods for data analysis and mining<\/span>\"@en<\/a> ;\u00A0\u00A0\u00A0\nschema:productID<\/a> \"48013562<\/span>\" ;\u00A0\u00A0\u00A0\nschema:publication<\/a> <http:\/\/www.worldcat.org\/title\/-\/oclc\/48013562#PublicationEvent\/new_york_j_wiley_2002<\/a>> ;\u00A0\u00A0\u00A0\nschema:publisher<\/a> <http:\/\/experiment.worldcat.org\/entity\/work\/data\/3943735053#Agent\/j_wiley<\/a>> ; # J. 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Related Entities<\/h3>\n
<http:\/\/dbpedia.org\/resource\/New_York_City<\/a>> # New York<\/span>\n\u00A0\u00A0\u00A0\u00A0a \nschema:Place<\/a> ;\u00A0\u00A0\u00A0\nschema:name<\/a> \"New York<\/span>\" ;\u00A0\u00A0\u00A0\u00A0.\n\n\n<\/div>\n
<http:\/\/dewey.info\/class\/006.3\/e21\/<\/a>>\u00A0\u00A0\u00A0\u00A0a \nschema:Intangible<\/a> ;\u00A0\u00A0\u00A0\u00A0.\n\n\n<\/div>\n
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<http:\/\/experiment.worldcat.org\/entity\/work\/data\/3943735053#Topic\/data_analyse<\/a>> # Data-analyse<\/span>\n\u00A0\u00A0\u00A0\u00A0a \nschema:Intangible<\/a> ;\u00A0\u00A0\u00A0\nschema:name<\/a> \"Data-analyse<\/span>\"@en<\/a> ;\u00A0\u00A0\u00A0\u00A0.\n\n\n<\/div>\n
<http:\/\/experiment.worldcat.org\/entity\/work\/data\/3943735053#Topic\/data_mining<\/a>> # Data Mining<\/span>\n\u00A0\u00A0\u00A0\u00A0a \nschema:Intangible<\/a> ;\u00A0\u00A0\u00A0\nschema:name<\/a> \"Data Mining<\/span>\"@fr<\/a> ;\u00A0\u00A0\u00A0\u00A0.\n\n\n<\/div>\n
<http:\/\/experiment.worldcat.org\/entity\/work\/data\/3943735053#Topic\/data_processing<\/a>> # DATA PROCESSING<\/span>\n\u00A0\u00A0\u00A0\u00A0a \nschema:Intangible<\/a> ;\u00A0\u00A0\u00A0\nschema:name<\/a> \"DATA PROCESSING<\/span>\"@en<\/a> ;\u00A0\u00A0\u00A0\u00A0.\n\n\n<\/div>\n
<http:\/\/experiment.worldcat.org\/entity\/work\/data\/3943735053#Topic\/grafische_methoden<\/a>> # Grafische methoden<\/span>\n\u00A0\u00A0\u00A0\u00A0a \nschema:Intangible<\/a> ;\u00A0\u00A0\u00A0\nschema:name<\/a> \"Grafische methoden<\/span>\"@en<\/a> ;\u00A0\u00A0\u00A0\u00A0.\n\n\n<\/div>\n
<http:\/\/experiment.worldcat.org\/entity\/work\/data\/3943735053#Topic\/graphical_modeling_statistics<\/a>> # Graphical modeling (Statistics)<\/span>\n\u00A0\u00A0\u00A0\u00A0a \nschema:Intangible<\/a> ;\u00A0\u00A0\u00A0\nschema:name<\/a> \"Graphical modeling (Statistics)<\/span>\"@en<\/a> ;\u00A0\u00A0\u00A0\u00A0.\n\n\n<\/div>\n
<http:\/\/experiment.worldcat.org\/entity\/work\/data\/3943735053#Topic\/graphs_charts<\/a>> # GRAPHS (CHARTS)<\/span>\n\u00A0\u00A0\u00A0\u00A0a \nschema:Intangible<\/a> ;\u00A0\u00A0\u00A0\nschema:name<\/a> \"GRAPHS (CHARTS)<\/span>\"@en<\/a> ;\u00A0\u00A0\u00A0\u00A0.\n\n\n<\/div>\n
<http:\/\/experiment.worldcat.org\/entity\/work\/data\/3943735053#Topic\/mathematical_models<\/a>> # MATHEMATICAL MODELS<\/span>\n\u00A0\u00A0\u00A0\u00A0a \nschema:Intangible<\/a> ;\u00A0\u00A0\u00A0\nschema:name<\/a> \"MATHEMATICAL MODELS<\/span>\"@en<\/a> ;\u00A0\u00A0\u00A0\u00A0.\n\n\n<\/div>\n
<http:\/\/experiment.worldcat.org\/entity\/work\/data\/3943735053#Topic\/mathematical_statistics_graphic_methods<\/a>> # Mathematical statistics--Graphic methods<\/span>\n\u00A0\u00A0\u00A0\u00A0a \nschema:Intangible<\/a> ;\u00A0\u00A0\u00A0\nschema:hasPart<\/a> <http:\/\/id.loc.gov\/authorities\/subjects\/sh85082133<\/a>> ;\u00A0\u00A0\u00A0\nschema:name<\/a> \"Mathematical statistics--Graphic methods<\/span>\"@en<\/a> ;\u00A0\u00A0\u00A0\u00A0.\n\n\n<\/div>\n
<http:\/\/experiment.worldcat.org\/entity\/work\/data\/3943735053#Topic\/mineracao_de_dados<\/a>> # Minera\u00E7\u00E3o de dados<\/span>\n\u00A0\u00A0\u00A0\u00A0a \nschema:Intangible<\/a> ;\u00A0\u00A0\u00A0\nschema:name<\/a> \"Minera\u00E7\u00E3o de dados<\/span>\"@en<\/a> ;\u00A0\u00A0\u00A0\u00A0.\n\n\n<\/div>\n
<http:\/\/experiment.worldcat.org\/entity\/work\/data\/3943735053#Topic\/statistique_methodes_graphiques<\/a>> # Statistique--M\u00E9thodes graphiques<\/span>\n\u00A0\u00A0\u00A0\u00A0a \nschema:Intangible<\/a> ;\u00A0\u00A0\u00A0\nschema:name<\/a> \"Statistique--M\u00E9thodes graphiques<\/span>\"@fr<\/a> ;\u00A0\u00A0\u00A0\u00A0.\n\n\n<\/div>\n
<http:\/\/id.loc.gov\/vocabulary\/countries\/nyu<\/a>>\u00A0\u00A0\u00A0\u00A0a \nschema:Place<\/a> ;\u00A0\u00A0\u00A0\ndcterms:identifier<\/a> \"nyu<\/span>\" ;\u00A0\u00A0\u00A0\u00A0.\n\n\n<\/div>\n
<http:\/\/id.worldcat.org\/fast\/1012136<\/a>> # Mathematical statistics--Graphic methods<\/span>\n\u00A0\u00A0\u00A0\u00A0a \nschema:Intangible<\/a> ;\u00A0\u00A0\u00A0\nschema:name<\/a> \"Mathematical statistics--Graphic methods<\/span>\"@en<\/a> ;\u00A0\u00A0\u00A0\u00A0.\n\n\n<\/div>\n
<http:\/\/id.worldcat.org\/fast\/887946<\/a>> # Data mining<\/span>\n\u00A0\u00A0\u00A0\u00A0a \nschema:Intangible<\/a> ;\u00A0\u00A0\u00A0\nschema:name<\/a> \"Data mining<\/span>\"@en<\/a> ;\u00A0\u00A0\u00A0\u00A0.\n\n\n<\/div>\n
<http:\/\/viaf.org\/viaf\/109059119<\/a>> # Rudolf Kruse<\/span>\n\u00A0\u00A0\u00A0\u00A0a \nschema:Person<\/a> ;\u00A0\u00A0\u00A0\nschema:familyName<\/a> \"Kruse<\/span>\" ;\u00A0\u00A0\u00A0\nschema:givenName<\/a> \"Rudolf<\/span>\" ;\u00A0\u00A0\u00A0\nschema:name<\/a> \"Rudolf Kruse<\/span>\" ;\u00A0\u00A0\u00A0\u00A0.\n\n\n<\/div>\n
<http:\/\/viaf.org\/viaf\/66705458<\/a>> # Christian Borgelt<\/span>\n\u00A0\u00A0\u00A0\u00A0a \nschema:Person<\/a> ;\u00A0\u00A0\u00A0\nschema:familyName<\/a> \"Borgelt<\/span>\" ;\u00A0\u00A0\u00A0\nschema:givenName<\/a> \"Christian<\/span>\" ;\u00A0\u00A0\u00A0\nschema:name<\/a> \"Christian Borgelt<\/span>\" ;\u00A0\u00A0\u00A0\u00A0.\n\n\n<\/div>\n
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