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Record Nr. |
UNINA9910788943503321 |
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Autore |
Lemeire Jan |
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Titolo |
Learning causal models of multivariate systems : and the value of it for the performance modeling of computer programs / / by Jan Lemeire |
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Pubbl/distr/stampa |
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Brussels, Belgium : , : Vrije Universiteit Brussel, , 2007 |
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©2007 |
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Descrizione fisica |
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1 online resource (240 p.) |
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Disciplina |
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Soggetti |
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Algorithms |
Multivariate analysis - Computer programs |
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Lingua di pubblicazione |
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Formato |
Materiale a stampa |
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Livello bibliografico |
Monografia |
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Note generali |
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"Thesis submitted in fulfilment of the requirements for the award of the degree of Doctor in de ingenieurswetenschappen (Doctor in Engineering)." |
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Nota di bibliografia |
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Includes bibliographical references. |
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Nota di contenuto |
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""Contents""; ""Introduction""; ""I Causal Inference""; ""Principles of Inductive Inference""; ""Classical Information Theory""; ""Maximum Entropy Principle""; ""Kernel Density Estimation""; ""Occam's Razor""; ""Kolmogorov Complexity""; ""Definition""; ""Minimum Description Length""; ""Kolmogorov Minimal Sufficient Statistic""; ""Regularities as Meaningful Information""; ""Typicality""; ""Sufficient Statistics""; ""Algorithmic Sufficient Statistics""; ""Conclusions of Chapter""; ""Graphical Causal Models""; ""Independencies""; ""Correlation"" |
""Qualitative Property and Qualitative Reasoning""""The Occurrence of Independencies""; ""Graphoid Properties""; ""Markov networks""; ""Bayesian Networks""; ""Representation of Distributions""; ""Representation of Independencies""; ""Graphical Causal Models""; ""Defining Causality: The Shadow's Cause""; ""Interventions""; ""Causally Interpreted Bayesian Networks""; ""Invalidity of the Markov Network Representation""; ""Causal Structure Learning Algorithms""; ""The PC Algorithm""; ""Assumptions""; ""Complexity""; ""Summary of Chapter"" |
""The Meaningful Information of Probability Distributions""""Minimal Description of Distributions""; ""Compression of Distributions""; ""Minimality of Causal Models""; ""Correspondence of Causal Component to Decomposition""; ""A Distributed d-separation |
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