Influence Function Approach

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Influence Function Approach

Author : Y.A. Melnikov
Publisher : WIT Press
ISBN 13 : 1845641299
Total Pages : 401 pages
Book Rating : 4.8/5 (456 download)

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Book Synopsis Influence Function Approach by : Y.A. Melnikov

Download or read book Influence Function Approach written by Y.A. Melnikov and published by WIT Press. This book was released on 2008-02-07 with total page 401 pages. Available in PDF, EPUB and Kindle. Book excerpt: Structural mechanics is the study of the effects that forces of different physical origin (mechanical, thermal, magnetic and so on) produce on elements of structures such as cables, pillars, beams, plates and shells. This text represents the first ever attempt to include in a book format a number of standard problems from structural mechanics, which are treated by means of a single mathematical approach that is novel in the field. The influence (Green's) function method constitutes the basis for this approach. The material in this volume is based on the implementation of two important notions taken from different sciences. One of them (the influence function of a point concentrated force) is brought from structural mechanics, while the other (the Green’s function of a boundary-value problem) is taken from mathematics. They are closely related to each other, and their relation represents the keystone in this text. Bringing these notions together allows us to create a single methodological approach to a variety of problems in structural mechanics, makes their analysis easier and builds up a solid foundation for some further developments in the field. In presenting the material in this text, it was presumed that the reader's background is equally solid in undergraduate mathematics and mechanics. The reader is assumed to be relatively fluent in differential and integral calculus and to possess, at the same time, workable knowledge of the fundamental principles of statics and dynamics. Each chapter contains extensive ‘end chapter exercises’ specifically developed for each chapter, with answers and comments available in the Appendix.

Robust Statistics

Author : Frank R. Hampel
Publisher : John Wiley & Sons
ISBN 13 : 1118150686
Total Pages : 502 pages
Book Rating : 4.1/5 (181 download)

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Book Synopsis Robust Statistics by : Frank R. Hampel

Download or read book Robust Statistics written by Frank R. Hampel and published by John Wiley & Sons. This book was released on 2011-09-20 with total page 502 pages. Available in PDF, EPUB and Kindle. Book excerpt: The Wiley-Interscience Paperback Series consists of selectedbooks that have been made more accessible to consumers in an effortto increase global appeal and general circulation. With these newunabridged softcover volumes, Wiley hopes to extend the lives ofthese works by making them available to future generations ofstatisticians, mathematicians, and scientists. "This is a nice book containing a wealth of information, much ofit due to the authors. . . . If an instructor designing such acourse wanted a textbook, this book would be the best choiceavailable. . . . There are many stimulating exercises, and the bookalso contains an excellent index and an extensive list ofreferences." —Technometrics "[This] book should be read carefully by anyone who isinterested in dealing with statistical models in a realisticfashion." —American Scientist Introducing concepts, theory, and applications, RobustStatistics is accessible to a broad audience, avoidingallusions to high-powered mathematics while emphasizing ideas,heuristics, and background. The text covers the approach based onthe influence function (the effect of an outlier on an estimater,for example) and related notions such as the breakdown point. Italso treats the change-of-variance function, fundamental conceptsand results in the framework of estimation of a single parameter,and applications to estimation of covariance matrices andregression parameters.

Modified Influence Function Method (MIF) for Weapn Separation Prediction

Author : Mark A. Pinney
Publisher :
ISBN 13 :
Total Pages : 268 pages
Book Rating : 4.3/5 (91 download)

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Book Synopsis Modified Influence Function Method (MIF) for Weapn Separation Prediction by : Mark A. Pinney

Download or read book Modified Influence Function Method (MIF) for Weapn Separation Prediction written by Mark A. Pinney and published by . This book was released on 1994 with total page 268 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Interpretable Machine Learning

Author : Christoph Molnar
Publisher : Lulu.com
ISBN 13 : 0244768528
Total Pages : 320 pages
Book Rating : 4.2/5 (447 download)

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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.

Influence Functions and Matrices

Author : Yuri Melnikov
Publisher : Routledge
ISBN 13 : 1351438468
Total Pages : 290 pages
Book Rating : 4.3/5 (514 download)

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Book Synopsis Influence Functions and Matrices by : Yuri Melnikov

Download or read book Influence Functions and Matrices written by Yuri Melnikov and published by Routledge. This book was released on 2017-10-05 with total page 290 pages. Available in PDF, EPUB and Kindle. Book excerpt: ""Analyzes a wide range of problem classes originating in applied mechanics, stressing the use of influence (Green's) functions in their analysis. Provides an extensive list of influence functions and matrices-several in print for the first time. Addresses areas such as fluid flow, acoustics, electromagnetism, heat transfer, and elasticity.

Statics and Influence Functions - from a Modern Perspective

Author : Friedel Hartmann
Publisher : Springer
ISBN 13 : 3319512226
Total Pages : 345 pages
Book Rating : 4.3/5 (195 download)

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Book Synopsis Statics and Influence Functions - from a Modern Perspective by : Friedel Hartmann

Download or read book Statics and Influence Functions - from a Modern Perspective written by Friedel Hartmann and published by Springer. This book was released on 2017-03-04 with total page 345 pages. Available in PDF, EPUB and Kindle. Book excerpt: The book teaches engineers many new things about a classical topic which suddenly is again in the center of interest because of its relevance for finite element analysis, for the accuracy of computational methods. It shows that influence functions play a fundamental role in the finite element analysis of structures and practically all of linear computational mechanics. It also strives to add new and important insights into modern structural analysis and into computational mechanics by establishing the central role of influence functions for the numerical analysis and to lay a new foundation to the energy and variational principles.

Robustness Theory and Application

Author : Brenton R. Clarke
Publisher : John Wiley & Sons
ISBN 13 : 1118669509
Total Pages : 240 pages
Book Rating : 4.1/5 (186 download)

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Book Synopsis Robustness Theory and Application by : Brenton R. Clarke

Download or read book Robustness Theory and Application written by Brenton R. Clarke and published by John Wiley & Sons. This book was released on 2018-06-21 with total page 240 pages. Available in PDF, EPUB and Kindle. Book excerpt: A preeminent expert in the field explores new and exciting methodologies in the ever-growing field of robust statistics Used to develop data analytical methods, which are resistant to outlying observations in the data, while capable of detecting outliers, robust statistics is extremely useful for solving an array of common problems, such as estimating location, scale, and regression parameters. Written by an internationally recognized expert in the field of robust statistics, this book addresses a range of well-established techniques while exploring, in depth, new and exciting methodologies. Local robustness and global robustness are discussed, and problems of non-identifiability and adaptive estimation are considered. Rather than attempt an exhaustive investigation of robustness, the author provides readers with a timely review of many of the most important problems in statistical inference involving robust estimation, along with a brief look at confidence intervals for location. Throughout, the author meticulously links research in maximum likelihood estimation with the more general M-estimation methodology. Specific applications and R and some MATLAB subroutines with accompanying data sets—available both in the text and online—are employed wherever appropriate. Providing invaluable insights and guidance, Robustness Theory and Application: Offers a balanced presentation of theory and applications within each topic-specific discussion Features solved examples throughout which help clarify complex and/or difficult concepts Meticulously links research in maximum likelihood type estimation with the more general M-estimation methodology Delves into new methodologies which have been developed over the past decade without stinting on coverage of “tried-and-true” methodologies Includes R and some MATLAB subroutines with accompanying data sets, which help illustrate the power of the methods described Robustness Theory and Application is an important resource for all statisticians interested in the topic of robust statistics. This book encompasses both past and present research, making it a valuable supplemental text for graduate-level courses in robustness.

Statistical Inference

Author : Ayanendranath Basu
Publisher : CRC Press
ISBN 13 : 1420099663
Total Pages : 424 pages
Book Rating : 4.4/5 (2 download)

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Book Synopsis Statistical Inference by : Ayanendranath Basu

Download or read book Statistical Inference written by Ayanendranath Basu and published by CRC Press. This book was released on 2011-06-22 with total page 424 pages. Available in PDF, EPUB and Kindle. Book excerpt: In many ways, estimation by an appropriate minimum distance method is one of the most natural ideas in statistics. However, there are many different ways of constructing an appropriate distance between the data and the model: the scope of study referred to by "Minimum Distance Estimation" is literally huge. Filling a statistical resource gap, Stati

Advanced Reactors: Physics, Design and Economics

Author : J. M. Kallfelz
Publisher : Elsevier
ISBN 13 : 1483152022
Total Pages : 859 pages
Book Rating : 4.4/5 (831 download)

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Book Synopsis Advanced Reactors: Physics, Design and Economics by : J. M. Kallfelz

Download or read book Advanced Reactors: Physics, Design and Economics written by J. M. Kallfelz and published by Elsevier. This book was released on 2013-09-03 with total page 859 pages. Available in PDF, EPUB and Kindle. Book excerpt: Advanced Reactors: Physics, Design and Economics contains the proceedings of the International Conference held at Atlanta, Georgia on September 8-11, 1974. Organized according to the sessions of the conference, this book first describes the national programs for the development of advanced reactors. Subsequent sessions centers on economics of advanced reactors; developments in reactor theory; advanced reactor experiments and analysis; cross section data and calculational methods. The last three sessions focus on sensitivity analysis of integral reactor parameters; problems in the design of advanced reactors; and the design and operational experience for advanced reactors.

Subsidence

Author : D.J. Reddish
Publisher : Elsevier
ISBN 13 : 0444598340
Total Pages : 541 pages
Book Rating : 4.4/5 (445 download)

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Book Synopsis Subsidence by : D.J. Reddish

Download or read book Subsidence written by D.J. Reddish and published by Elsevier. This book was released on 2012-12-02 with total page 541 pages. Available in PDF, EPUB and Kindle. Book excerpt: Surface subsidence is recognised as a problem in most countries, particularly those with significant mining and other underground resource extraction industries. This book addresses the problems relating to subsidence whether caused naturally, or arising from mining or other forms of underground extractive activity.The main purpose of this book is to bring together subsidence knowledge, experiences and research findings in many countries and rationalise such information especially in respect of its particular field of application. Emphasis has been given to collating field data on subsidence from different countries in order to make direct comparisons. Prediction of subsidence, particularly its occurrence and general characteristics has been seen as an important area where the book can contribute significantly in terms of reviewing available knowledge, methods, scope of application and orders of accuracy achieved. The book also examines methods of controlling subsidence and discusses the response of surface structures to and protection against subsidence.

Control Applications of Nonlinear Programming

Author : H. E. Rauch
Publisher : Elsevier
ISBN 13 : 1483150410
Total Pages : 135 pages
Book Rating : 4.4/5 (831 download)

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Book Synopsis Control Applications of Nonlinear Programming by : H. E. Rauch

Download or read book Control Applications of Nonlinear Programming written by H. E. Rauch and published by Elsevier. This book was released on 2014-05-23 with total page 135 pages. Available in PDF, EPUB and Kindle. Book excerpt: Control Applications of Nonlinear Programming contains the proceedings of the International Federation of Automatic Control Workshop on Control Applications of Nonlinear Programming, held in Denver, Colorado, on June 21, 1979. The workshop provided a forum for discussing the application of optimal and nonlinear programming techniques to real-life control problems. The volume covers a variety of specific applications ranging from microprocessor control of automotive engines and optimal design of structures to optimal aircraft trajectories, system identification, and robotics. Comprised of 14 chapters, this book begins by describing the application of nonlinear programming to an optimum design problem coming from mechanical engineering. The reader is then introduced to a nonlinear regulator design for magnetic suspension; optimal control solution of the automotive emission-constrained minimum fuel problem; and nonlinear programming for system identification. Subsequent chapters focus on mathematical programming algorithms based on Lagrangian functions for solving optimal control problems; computer-aided design via optimization; optimal and suboptimal control of oscillating dynamical systems; and the application of nonlinear programming to the solution of optimal output-constrained regulator problems. This monograph will be of interest to mathematicians, computer scientists, and engineers.

Statics and Influence Functions

Author : Friedel Hartmann
Publisher : Springer Nature
ISBN 13 : 3030558894
Total Pages : 476 pages
Book Rating : 4.0/5 (35 download)

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Book Synopsis Statics and Influence Functions by : Friedel Hartmann

Download or read book Statics and Influence Functions written by Friedel Hartmann and published by Springer Nature. This book was released on 2020-11-25 with total page 476 pages. Available in PDF, EPUB and Kindle. Book excerpt: This extended and revised second edition is intended for engineering students and researchers working with finite element methods in structural and mechanical analysis. Discussing numerical structural analysis from first mechanical and mathematical principles, it establishes the central role of influence functions (Green's functions) in finite element analysis, reanalysis, sensitivity analysis, parameter identification and in optimization, with a particular focus on computational aspects and questions of accuracy. It also presents a one-click reanalysis, a new technique that allows instantaneous modifications to a structure to be made by clicking on single elements. Lastly, the book features four programs that can be downloaded for the solution of the Poisson equation, 2-D elasticity, plate-bending problems and planar frames.

Sampling and Estimation from Finite Populations

Author : Yves Tille
Publisher : John Wiley & Sons
ISBN 13 : 0470682051
Total Pages : 447 pages
Book Rating : 4.4/5 (76 download)

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Book Synopsis Sampling and Estimation from Finite Populations by : Yves Tille

Download or read book Sampling and Estimation from Finite Populations written by Yves Tille and published by John Wiley & Sons. This book was released on 2020-03-30 with total page 447 pages. Available in PDF, EPUB and Kindle. Book excerpt: A much-needed reference on survey sampling and its applications that presents the latest advances in the field Seeking to show that sampling theory is a living discipline with a very broad scope, this book examines the modern development of the theory of survey sampling and the foundations of survey sampling. It offers readers a critical approach to the subject and discusses putting theory into practice. It also explores the treatment of non-sampling errors featuring a range of topics from the problems of coverage to the treatment of non-response. In addition, the book includes real examples, applications, and a large set of exercises with solutions. Sampling and Estimation from Finite Populations begins with a look at the history of survey sampling. It then offers chapters on: population, sample, and estimation; simple and systematic designs; stratification; sampling with unequal probabilities; balanced sampling; cluster and two-stage sampling; and other topics on sampling, such as spatial sampling, coordination in repeated surveys, and multiple survey frames. The book also includes sections on: post-stratification and calibration on marginal totals; calibration estimation; estimation of complex parameters; variance estimation by linearization; and much more. Provides an up-to-date review of the theory of sampling Discusses the foundation of inference in survey sampling, in particular, the model-based and design-based frameworks Reviews the problems of application of the theory into practice Also deals with the treatment of non sampling errors Sampling and Estimation from Finite Populations is an excellent book for methodologists and researchers in survey agencies and advanced undergraduate and graduate students in social science, statistics, and survey courses.

Parallel Architectures, Algorithms and Programming

Author : Hong Shen
Publisher : Springer Nature
ISBN 13 : 9811527679
Total Pages : 563 pages
Book Rating : 4.8/5 (115 download)

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Book Synopsis Parallel Architectures, Algorithms and Programming by : Hong Shen

Download or read book Parallel Architectures, Algorithms and Programming written by Hong Shen and published by Springer Nature. This book was released on 2020-01-25 with total page 563 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the refereed proceedings of the 10th International Symposium on Parallel Architectures, Algorithms and Programming, PAAP 2019, held in Guangzhou, China, in December 2019. The 39 revised full papers and 8 revised short papers presented were carefully reviewed and selected from 121 submissions. The papers deal with research results and development activities in all aspects of parallel architectures, algorithms and programming techniques.

Engineering in Rock Masses

Author : F G Bell
Publisher : Elsevier
ISBN 13 : 1483105199
Total Pages : 593 pages
Book Rating : 4.4/5 (831 download)

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Book Synopsis Engineering in Rock Masses by : F G Bell

Download or read book Engineering in Rock Masses written by F G Bell and published by Elsevier. This book was released on 2013-10-22 with total page 593 pages. Available in PDF, EPUB and Kindle. Book excerpt: Engineering in Rock Masses is a 26-chapter text that deals with the behavior, investigation, and construction of rock masses. The first chapters review the properties, behavior, classification, and occurrence of groundwater in rock masses. The subsequent chapters discuss the stress analysis, exploration, laboratory testing, geophysical methods, and instrumentation in these materials. These topics are followed by discussions of slope stability, rockfall problems, settlement and bearing capacity, subsidence, and seismic movements of rocks and rock masses. This work also evaluates the role of pumping system, ground freezing, grouting, rock anchors, drilling, blasting, and open excavation. The remaining chapters look into the rock masses’ tunneling, underground chambers, shafts, socketed foundations, and retaining structures. This book will be of great value to practicing civil and mining engineers, engineering geologists, and researchers.

Bayesian Networks and Influence Diagrams: A Guide to Construction and Analysis

Author : Uffe B. Kjærulff
Publisher : Springer Science & Business Media
ISBN 13 : 1461451043
Total Pages : 388 pages
Book Rating : 4.4/5 (614 download)

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Book Synopsis Bayesian Networks and Influence Diagrams: A Guide to Construction and Analysis by : Uffe B. Kjærulff

Download or read book Bayesian Networks and Influence Diagrams: A Guide to Construction and Analysis written by Uffe B. Kjærulff and published by Springer Science & Business Media. This book was released on 2012-11-30 with total page 388 pages. Available in PDF, EPUB and Kindle. Book excerpt: Bayesian Networks and Influence Diagrams: A Guide to Construction and Analysis, Second Edition, provides a comprehensive guide for practitioners who wish to understand, construct, and analyze intelligent systems for decision support based on probabilistic networks. This new edition contains six new sections, in addition to fully-updated examples, tables, figures, and a revised appendix. Intended primarily for practitioners, this book does not require sophisticated mathematical skills or deep understanding of the underlying theory and methods nor does it discuss alternative technologies for reasoning under uncertainty. The theory and methods presented are illustrated through more than 140 examples, and exercises are included for the reader to check his or her level of understanding. The techniques and methods presented for knowledge elicitation, model construction and verification, modeling techniques and tricks, learning models from data, and analyses of models have all been developed and refined on the basis of numerous courses that the authors have held for practitioners worldwide.

Robust Statistics

Author : Frank R. Hampel
Publisher : John Wiley & Sons Incorporated
ISBN 13 : 9780471632382
Total Pages : 502 pages
Book Rating : 4.6/5 (323 download)

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Book Synopsis Robust Statistics by : Frank R. Hampel

Download or read book Robust Statistics written by Frank R. Hampel and published by John Wiley & Sons Incorporated. This book was released on 1986 with total page 502 pages. Available in PDF, EPUB and Kindle. Book excerpt: A complete, balanced introduction to the concepts, theory and applications of robust statistics, this book provides a comprehensive account of the infinitesimal approach and offers insight into the robustness properties of existing procedures. It describes the effect of an outlier on virtually all classical statistical models and covers related notions such as the breakdown point and the change-of-variance functions.