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151017s2007 be o 000 0 eng d |
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|a 9789054874577
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|a QA9.58.L464 2007eb
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|a 511.8
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|a UAMI
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|a Lemeire, Jan.
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|a Learning Causal Models Of Multivariate Systems :
|b And The Value Of It For The Performance Modeling Of Computer Programs.
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|a Bruxelles :
|b ASP,
|c 2007.
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|a 1 online resource (240 pages)
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|a text
|b txt
|2 rdacontent
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|a computer
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|2 rdamedia
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|a online resource
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|a Print version record.
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|a ""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""
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|a ""Qualitative Property and Qualitative Reasoning""""The Occurence 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""
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|a ""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 Algorithm""; ""Reductionism""; ""Validity of Causal Inference""; ""Faithfulness""; ""Summary of Chapter""; ""Information Equivalence""; ""Related Work""; ""Information equivalences""; ""Definition""; ""Equivalent Partition""; ""Assumptions""; ""Properties of Information Equivalences""; ""Augmented Bayesian Network""
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|a ""The Complexity Criterion""""Complexity of Relations""; ""The Increase of Complexity""; ""Faithfulness""; ""Conditional Independence and Simplicity""; ""Deq-separation""; ""Faithfulness Revisited""; ""Constraint-based Learning Algorithms""; ""Equivalence Detection""; ""Equivalence selection""; ""Experiments""; ""Summary of Chapter""; ""II Performance Modeling""; ""Performance Analysis of Parallel Processing""; ""Parallel Performance Metrics""; ""Lost Cycle Approach""; ""Overhead Ratios""; ""Overhead Classification""; ""Granularity""; ""Parameter Dependence""; ""Tool""; ""EPPA""
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|a ""EPPA Measurement Overhead""""Related Performance Analysis Tools""; ""Summary of Chapter""; ""Qualitative Multivariate Analysis""; ""EPDA""; ""Visualization Facilities""; ""Statistical Technologies""; ""Outlier Detection""; ""Probability Table Compression""; ""Sequential Experiment Probing""; ""Loading Parallel Performance Data""; ""The Modeling Process""; ""Causal Structure Learning""; ""Pearson Correlation Coefficient""; ""Information-Theoretic Dependence""; ""Independence Test Calibration""; ""Summary of Chapter""; ""Causal Inference for Performance Analysis""; ""Utility""
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|a ""Support of the Modeling Process""
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|a ProQuest Ebook Central
|b Ebook Central Academic Complete
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650 |
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|a Algorithms.
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|a Multivariate analysis
|x Computer programs.
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|a Computer algorithms.
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|a Algorithmes.
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|a algorithms.
|2 aat
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|a Computer algorithms
|2 fast
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|a Algorithms
|2 fast
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|a Multivariate analysis
|x Computer programs
|2 fast
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|i Print version:
|a Lemeire, Jan.
|t Learning Causal Models Of Multivariate Systems : And The Value Of It For The Performance Modeling Of Computer Programs.
|d Bruxelles : ASP, ©2007
|z 9789054874577
|
856 |
4 |
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|u https://ebookcentral.uam.elogim.com/lib/uam-ebooks/detail.action?docID=3115824
|z Texto completo
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994 |
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|a 92
|b IZTAP
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