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Dependence Analysis
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Book Synopsis Dependence Analysis by : Utpal Banerjee
Download or read book Dependence Analysis written by Utpal Banerjee and published by Springer Science & Business Media. This book was released on 2007-08-26 with total page 226 pages. Available in PDF, EPUB and Kindle. Book excerpt: Dependence Analysis may be considered to be the second edition of the author's 1988 book, Dependence Analysis for Supercomputing. It is, however, a completely new work that subsumes the material of the 1988 publication. This book is the third volume in the series Loop Transformations for Restructuring Compilers. This series has been designed to provide a complete mathematical theory of transformations that can be used to automatically change a sequential program containing FORTRAN-like do loops into an equivalent parallel form. In Dependence Analysis, the author extends the model to a program consisting of do loops and assignment statements, where the loops need not be sequentially nested and are allowed to have arbitrary strides. In the context of such a program, the author studies, in detail, dependence between statements of the program caused by program variables that are elements of arrays. Dependence Analysis is directed toward graduate and undergraduate students, and professional writers of restructuring compilers. The prerequisite for the book consists of some knowledge of programming languages, and familiarity with calculus and graph theory. No knowledge of linear programming is required.
Book Synopsis Dependence Analysis for Supercomputing by : Utpal Banerjee
Download or read book Dependence Analysis for Supercomputing written by Utpal Banerjee and published by Springer Science & Business Media. This book was released on 2013-03-08 with total page 162 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book is on dependence concepts and general methods for dependence testing. Here, dependence means data dependence and the tests are compile-time tests. We felt the time was ripe to create a solid theory of the subject, to provide the research community with a uniform conceptual framework in which things fit together nicely. How successful we have been in meeting these goals, of course, remains to be seen. We do not try to include all the minute details that are known, nor do we deal with clever tricks that all good programmers would want to use. We do try to convince the reader that there is a mathematical basis consisting of theories of bounds of linear functions and linear diophantine equations, that levels and direction vectors are concepts that arise rather natu rally, that different dependence tests are really special cases of some general tests, and so on. Some mathematical maturity is needed for a good understand ing of the book: mainly calculus and linear algebra. We have cov ered diophantine equations rather thoroughly and given a descrip of some matrix theory ideas that are not very widely known. tion A reader familiar with linear programming would quickly recog nize several concepts. We have learned a great deal from the works of M. Wolfe, and K. Kennedy and R. Allen. Wolfe's Ph. D. thesis at the University of Illinois and Kennedy & Allen's paper on vectorization of Fortran programs are still very useful sources on this subject.
Book Synopsis A Method of Linear Causal Analysis: Dependence Analysis by : Raymond Boudon
Download or read book A Method of Linear Causal Analysis: Dependence Analysis written by Raymond Boudon and published by Ardent Media. This book was released on 1967 with total page 12 pages. Available in PDF, EPUB and Kindle. Book excerpt:
Book Synopsis Direction Dependence in Statistical Modeling by : Wolfgang Wiedermann
Download or read book Direction Dependence in Statistical Modeling written by Wolfgang Wiedermann and published by John Wiley & Sons. This book was released on 2020-11-24 with total page 432 pages. Available in PDF, EPUB and Kindle. Book excerpt: Covers the latest developments in direction dependence research Direction Dependence in Statistical Modeling: Methods of Analysis incorporates the latest research for the statistical analysis of hypotheses that are compatible with the causal direction of dependence of variable relations. Having particular application in the fields of neuroscience, clinical psychology, developmental psychology, educational psychology, and epidemiology, direction dependence methods have attracted growing attention due to their potential to help decide which of two competing statistical models is more likely to reflect the correct causal flow. The book covers several topics in-depth, including: A demonstration of the importance of methods for the analysis of direction dependence hypotheses A presentation of the development of methods for direction dependence analysis together with recent novel, unpublished software implementations A review of methods of direction dependence following the copula-based tradition of Sungur and Kim A presentation of extensions of direction dependence methods to the domain of categorical data An overview of algorithms for causal structure learning The book's fourteen chapters include a discussion of the use of custom dialogs and macros in SPSS to make direction dependence analysis accessible to empirical researchers.
Book Synopsis Behavior Analysis and Substance Dependence by : Simone Martin Oliani
Download or read book Behavior Analysis and Substance Dependence written by Simone Martin Oliani and published by Springer Nature. This book was released on 2021-09-23 with total page 289 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book presents the main theoretical and practical tools provided by behavior analysis to diagnose and treat substance use disorders. Based on the theoretical framework of radical behaviorism, first developed by B.F. Skinner, behavior analysis offers a distinctive biopsychosocial approach to substance use disorders by considering both the biogenetic and environmental influences on behaviors associated with substance use, enabling the development of more integrative and effective diagnostic, prevention, and treatment strategies at the individual and collective level. The volume is divided in three parts. Part one presents an introduction to core concepts in behavior analysis and related disciplines, such as behavioral pharmacology, and their specific applications in substance use disorders diagnostics and treatment. Part two shows how different types of behavioral-analytical clinical and social interventions can be applied in practice to treat substance use disorders, such as: Contingency Management Exposure Therapy Functional Analytical Psychotherapy (FAP) Dialectical Behavioral Therapy (DBT) Acceptance and Commitment Therapy (ACT) Therapy by Contingencies of Reinforcement (TCR) Motivational Interviewing Finally, part three covers special topics, such as the interfaces between neurosciences and behavior analysis on drug use and dependence, effects of substance use in romantic relationships and their relationship with violence against women. Behavior Analysis and Substance Dependence will be a valuable tool for clinical and health psychologists, as well as other health professionals and social workers dealing with substance use disorders, by presenting, in one single volume, an overview of the tools offered by behavior analysis to deal with this serious health issue.
Book Synopsis Uncertainty Analysis with High Dimensional Dependence Modelling by : Dorota Kurowicka
Download or read book Uncertainty Analysis with High Dimensional Dependence Modelling written by Dorota Kurowicka and published by John Wiley & Sons. This book was released on 2006-10-02 with total page 302 pages. Available in PDF, EPUB and Kindle. Book excerpt: Mathematical models are used to simulate complex real-world phenomena in many areas of science and technology. Large complex models typically require inputs whose values are not known with certainty. Uncertainty analysis aims to quantify the overall uncertainty within a model, in order to support problem owners in model-based decision-making. In recent years there has been an explosion of interest in uncertainty analysis. Uncertainty and dependence elicitation, dependence modelling, model inference, efficient sampling, screening and sensitivity analysis, and probabilistic inversion are among the active research areas. This text provides both the mathematical foundations and practical applications in this rapidly expanding area, including: An up-to-date, comprehensive overview of the foundations and applications of uncertainty analysis. All the key topics, including uncertainty elicitation, dependence modelling, sensitivity analysis and probabilistic inversion. Numerous worked examples and applications. Workbook problems, enabling use for teaching. Software support for the examples, using UNICORN - a Windows-based uncertainty modelling package developed by the authors. A website featuring a version of the UNICORN software tailored specifically for the book, as well as computer programs and data sets to support the examples. Uncertainty Analysis with High Dimensional Dependence Modelling offers a comprehensive exploration of a new emerging field. It will prove an invaluable text for researches, practitioners and graduate students in areas ranging from statistics and engineering to reliability and environmetrics.
Book Synopsis Interpretable Machine Learning by : Christoph Molnar
Download or read book Interpretable Machine Learning written by Christoph Molnar and published by Lulu.com. This book was released on 2020 with total page 320 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book is about making machine learning models and their decisions interpretable. After exploring the concepts of interpretability, you will learn about simple, interpretable models such as decision trees, decision rules and linear regression. Later chapters focus on general model-agnostic methods for interpreting black box models like feature importance and accumulated local effects and explaining individual predictions with Shapley values and LIME. All interpretation methods are explained in depth and discussed critically. How do they work under the hood? What are their strengths and weaknesses? How can their outputs be interpreted? This book will enable you to select and correctly apply the interpretation method that is most suitable for your machine learning project.
Book Synopsis Spatial Dependence and Heterogeneity in Empirical Analyses of Regional Labour Market Dynamics by : Norbert Schanne
Download or read book Spatial Dependence and Heterogeneity in Empirical Analyses of Regional Labour Market Dynamics written by Norbert Schanne and published by wbv Media GmbH & Company KG. This book was released on 2015-06-23 with total page 209 pages. Available in PDF, EPUB and Kindle. Book excerpt: Warum sollen Regionen innerhalb eines Landes unabhängige Inseln sein? Und warum sollen, über das gesamte Land hinweg, einheitlich starke ökonomische oder soziale Wirkungszusammenhänge bestehen? Diese zwei Annahmen werden in der angewandten empirischen Wirtschafts- und Sozialforschung üblicherweise implizit unterstellt. Wie in statistischen Verfahren von dieser unrealistischen Modellstruktur unter Ausnutzung der räumlichen Strukturen in beobachteten Variablen und unterstellten Zusammenhängen abgewichen werden kann, diskutiert Norbert Schanne im vorliegenden Band. Möglichkeiten, unser Verständnis der Ökonomie zu vertiefen, werden ebenso verdeutlicht, wie Chancen und Tücken beim Einsatz der Methoden in Studien zu verschiedenen Aspekten der Arbeitsmarktdynamik.
Book Synopsis Performance Analysis of Parallel Applications for HPC by : Jidong Zhai
Download or read book Performance Analysis of Parallel Applications for HPC written by Jidong Zhai and published by Springer Nature. This book was released on 2023-09-09 with total page 259 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book presents a hybrid static-dynamic approach for efficient performance analysis of parallel applications on HPC systems. Performance analysis is essential to finding performance bottlenecks and understanding the performance behaviors of parallel applications on HPC systems. However, current performance analysis techniques usually incur significant overhead. Our book introduces a series of approaches for lightweight performance analysis. We combine static and dynamic analysis to reduce the overhead of performance analysis. Based on this hybrid static-dynamic approach, we then propose several innovative techniques for various performance analysis scenarios, including communication analysis, memory analysis, noise analysis, computation analysis, and scalability analysis. Through these specific performance analysis techniques, we convey to readers the idea of using static analysis to support dynamic analysis. To gain the most from the book, readers should have a basic grasp of parallel computing, computer architecture, and compilation techniques.
Book Synopsis Mathematical Risk Analysis by : Ludger Rüschendorf
Download or read book Mathematical Risk Analysis written by Ludger Rüschendorf and published by Springer Science & Business Media. This book was released on 2013-03-12 with total page 414 pages. Available in PDF, EPUB and Kindle. Book excerpt: The author's particular interest in the area of risk measures is to combine this theory with the analysis of dependence properties. The present volume gives an introduction of basic concepts and methods in mathematical risk analysis, in particular of those parts of risk theory that are of special relevance to finance and insurance. Describing the influence of dependence in multivariate stochastic models on risk vectors is the main focus of the text that presents main ideas and methods as well as their relevance to practical applications. The first part introduces basic probabilistic tools and methods of distributional analysis, and describes their use to the modeling of dependence and to the derivation of risk bounds in these models. In the second, part risk measures with a particular focus on those in the financial and insurance context are presented. The final parts are then devoted to applications relevant to optimal risk allocation, optimal portfolio problems as well as to the optimization of insurance contracts. Good knowledge of basic probability and statistics as well as of basic general mathematics is a prerequisite for comfortably reading and working with the present volume, which is intended for graduate students, practitioners and researchers and can serve as a reference resource for the main concepts and techniques.
Book Synopsis Modeling Dependence in Econometrics by : Van-Nam Huynh
Download or read book Modeling Dependence in Econometrics written by Van-Nam Huynh and published by Springer Science & Business Media. This book was released on 2013-11-18 with total page 570 pages. Available in PDF, EPUB and Kindle. Book excerpt: In economics, many quantities are related to each other. Such economic relations are often much more complex than relations in science and engineering, where some quantities are independence and the relation between others can be well approximated by linear functions. As a result of this complexity, when we apply traditional statistical techniques - developed for science and engineering - to process economic data, the inadequate treatment of dependence leads to misleading models and erroneous predictions. Some economists even blamed such inadequate treatment of dependence for the 2008 financial crisis. To make economic models more adequate, we need more accurate techniques for describing dependence. Such techniques are currently being developed. This book contains description of state-of-the-art techniques for modeling dependence and economic applications of these techniques. Most of these research developments are centered around the notion of a copula - a general way of describing dependence in probability theory and statistics. To be even more adequate, many papers go beyond traditional copula techniques and take into account, e.g., the dynamical (changing) character of the dependence in economics.
Download or read book Dependence Modeling written by Harry Joe and published by World Scientific. This book was released on 2011 with total page 370 pages. Available in PDF, EPUB and Kindle. Book excerpt: 1. Introduction : Dependence modeling / D. Kurowicka -- 2. Multivariate copulae / M. Fischer -- 3. Vines arise / R.M. Cooke, H. Joe and K. Aas -- 4. Sampling count variables with specified Pearson correlation : A comparison between a naive and a C-vine sampling approach / V. Erhardt and C. Czado -- 5. Micro correlations and tail dependence / R.M. Cooke, C. Kousky and H. Joe -- 6. The Copula information criterion and Its implications for the maximum pseudo-likelihood estimator / S. Gronneberg -- 7. Dependence comparisons of vine copulae with four or more variables / H. Joe -- 8. Tail dependence in vine copulae / H. Joe -- 9. Counting vines / O. Morales-Napoles -- 10. Regular vines : Generation algorithm and number of equivalence classes / H. Joe, R.M. Cooke and D. Kurowicka -- 11. Optimal truncation of vines / D. Kurowicka -- 12. Bayesian inference for D-vines : Estimation and model selection / C. Czado and A. Min -- 13. Analysis of Australian electricity loads using joint Bayesian inference of D-vines with autoregressive margins / C. Czado, F. Gartner and A. Min -- 14. Non-parametric Bayesian belief nets versus vines / A. Hanea -- 15. Modeling dependence between financial returns using pair-copula constructions / K. Aas and D. Berg -- 16. Dynamic D-vine model / A. Heinen and A. Valdesogo -- 17. Summary and future directions / D. Kurowicka
Book Synopsis Long-Range Dependence and Self-Similarity by : Vladas Pipiras
Download or read book Long-Range Dependence and Self-Similarity written by Vladas Pipiras and published by Cambridge University Press. This book was released on 2017-04-18 with total page 693 pages. Available in PDF, EPUB and Kindle. Book excerpt: A modern and rigorous introduction to long-range dependence and self-similarity, complemented by numerous more specialized up-to-date topics in this research area.
Book Synopsis Dependence Modeling with Copulas by : Harry Joe
Download or read book Dependence Modeling with Copulas written by Harry Joe and published by CRC Press. This book was released on 2014-06-26 with total page 479 pages. Available in PDF, EPUB and Kindle. Book excerpt: Dependence Modeling with Copulas covers the substantial advances that have taken place in the field during the last 15 years, including vine copula modeling of high-dimensional data. Vine copula models are constructed from a sequence of bivariate copulas. The book develops generalizations of vine copula models, including common and structured facto
Book Synopsis Arms Transfers and Dependence by : Christian Catrina
Download or read book Arms Transfers and Dependence written by Christian Catrina and published by Routledge. This book was released on 2021-10-23 with total page 492 pages. Available in PDF, EPUB and Kindle. Book excerpt: First published in 1988, Arms Transfers and Dependence was written to provide a view of arms transfers in the context of the global distribution of power. The book analyses different types of dependence and is focused on comparing the enhancement of military capabilities as a result of arms transfers with the dependence that may be caused by those transfers. In doing so, it provides an overview of how particular structures of imports and exports of arms lead to dependence.
Author :College on Problems of Drug Dependence (U.S.). Scientific Meeting Publisher : ISBN 13 : Total Pages :222 pages Book Rating :4.3/5 (91 download)
Book Synopsis Problems of Drug Dependence by : College on Problems of Drug Dependence (U.S.). Scientific Meeting
Download or read book Problems of Drug Dependence written by College on Problems of Drug Dependence (U.S.). Scientific Meeting and published by . This book was released on 2008 with total page 222 pages. Available in PDF, EPUB and Kindle. Book excerpt:
Book Synopsis Export Dependence versus the New Protectionism by : Glenn Randall Fong
Download or read book Export Dependence versus the New Protectionism written by Glenn Randall Fong and published by Routledge. This book was released on 2017-10-10 with total page 336 pages. Available in PDF, EPUB and Kindle. Book excerpt: In an international political economy characterised both by constancy and change, this study, first published in 1996, links together one seemingly incongruous continuity in international trade relations with an increasingly dramatic development in the economies of industrial countries. On the one hand, industrialised countries have become progressively dependent upon one another. On the other hand, the liberal international trade regime has yet to falter. These two points are tied together by seeking to explain the maintenance of liberal trade relations in terms of the mutual economic dependence of industrial countries. In particular, the study examines what may be a fundamental constraint on trade protectionism today: the reliance of industrialised countries on external trade relations, and especially on markets within the industrial world.
