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Learning Causal Models Of Multivariate Systems : And The Value Of It For The Performance Modeling Of Computer Programs.

Detalles Bibliográficos
Clasificación:Libro Electrónico
Autor principal: Lemeire, Jan
Formato: Electrónico eBook
Idioma:Inglés
Publicado: Bruxelles : ASP, 2007.
Temas:
Acceso en línea:Texto completo

MARC

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100 1 |a Lemeire, Jan. 
245 1 0 |a Learning Causal Models Of Multivariate Systems :  |b And The Value Of It For The Performance Modeling Of Computer Programs. 
260 |a Bruxelles :  |b ASP,  |c 2007. 
300 |a 1 online resource (240 pages) 
336 |a text  |b txt  |2 rdacontent 
337 |a computer  |b c  |2 rdamedia 
338 |a online resource  |b cr  |2 rdacarrier 
588 0 |a Print version record. 
505 0 |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"" 
505 8 |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"" 
505 8 |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"" 
505 8 |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"" 
505 8 |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"" 
500 |a ""Support of the Modeling Process"" 
590 |a ProQuest Ebook Central  |b Ebook Central Academic Complete 
650 0 |a Algorithms. 
650 0 |a Multivariate analysis  |x Computer programs. 
650 0 |a Computer algorithms. 
650 6 |a Algorithmes. 
650 7 |a algorithms.  |2 aat 
650 7 |a Computer algorithms  |2 fast 
650 7 |a Algorithms  |2 fast 
650 7 |a Multivariate analysis  |x Computer programs  |2 fast 
776 0 8 |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 0 |u https://ebookcentral.uam.elogim.com/lib/uam-ebooks/detail.action?docID=3115824  |z Texto completo 
994 |a 92  |b IZTAP