Local Polynomial Modelling And Its Applications

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Local Polynomial Modelling and Its Applications

Author : Jianqing Fan
Publisher : Routledge
ISBN 13 : 1351434810
Total Pages : 358 pages
Book Rating : 4.3/5 (514 download)

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Book Synopsis Local Polynomial Modelling and Its Applications by : Jianqing Fan

Download or read book Local Polynomial Modelling and Its Applications written by Jianqing Fan and published by Routledge. This book was released on 2018-05-02 with total page 358 pages. Available in PDF, EPUB and Kindle. Book excerpt: Data-analytic approaches to regression problems, arising from many scientific disciplines are described in this book. The aim of these nonparametric methods is to relax assumptions on the form of a regression function and to let data search for a suitable function that describes the data well. The use of these nonparametric functions with parametric techniques can yield very powerful data analysis tools. Local polynomial modeling and its applications provides an up-to-date picture on state-of-the-art nonparametric regression techniques. The emphasis of the book is on methodologies rather than on theory, with a particular focus on applications of nonparametric techniques to various statistical problems. High-dimensional data-analytic tools are presented, and the book includes a variety of examples. This will be a valuable reference for research and applied statisticians, and will serve as a textbook for graduate students and others interested in nonparametric regression.

Local Polynomial Modelling and Its Applications

Author : Jianqing Fan
Publisher :
ISBN 13 :
Total Pages : 341 pages
Book Rating : 4.:/5 (16 download)

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Book Synopsis Local Polynomial Modelling and Its Applications by : Jianqing Fan

Download or read book Local Polynomial Modelling and Its Applications written by Jianqing Fan and published by . This book was released on 1996 with total page 341 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Local Polynomial Modelling and its Applications

Author : Jianqing Fan
Publisher : Springer
ISBN 13 : 9781489931511
Total Pages : 341 pages
Book Rating : 4.9/5 (315 download)

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Book Synopsis Local Polynomial Modelling and its Applications by : Jianqing Fan

Download or read book Local Polynomial Modelling and its Applications written by Jianqing Fan and published by Springer. This book was released on 2013-08-21 with total page 341 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book is on data-analytic approaches to regression problems arising from many scientific disciplines. These approaches are also called nonparametric regression in the literature. The aim of non parametric methods is to relax assumptions on the form of a regres sion function, and to let data search for a suitable function that describes well the available data. These approaches are powerful in exploring fine structural relationships and provide very useful diagnostic tools for parametric models. Over the last two decades, vast efforts have been devoted to nonparametric regression analyses. This book hopes to bring an up-to-date picture on the state of the art of nonparametric regres sion techniques. The emphasis of this book is on methodologies rather than on theory, with a particular focus on applications of nonparametric techniques to various statistical problems. These problems include least squares regression, quantile and robust re gression, survival analysis, generalized linear models and nonlinear time series. Local polynomial modelling is employed in a large frac tion of the book, but other key ideas of nonparametric regression are also discussed.

Computational Science and Its Applications - ICCSA 2008

Author : Osvaldo Gervasi
Publisher : Springer Science & Business Media
ISBN 13 : 3540698388
Total Pages : 1283 pages
Book Rating : 4.5/5 (46 download)

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Book Synopsis Computational Science and Its Applications - ICCSA 2008 by : Osvaldo Gervasi

Download or read book Computational Science and Its Applications - ICCSA 2008 written by Osvaldo Gervasi and published by Springer Science & Business Media. This book was released on 2008-06-24 with total page 1283 pages. Available in PDF, EPUB and Kindle. Book excerpt: The two-volume set LNCS 5072 and 5073 constitutes the refereed proceedings of the International Conference on Computational Science and Its Applications, ICCSA 2008, held in Perugia, Italy, in June/July, 2008. The two volumes contain papers presenting a wealth of original research results in the field of computational science, from foundational issues in computer science and mathematics to advanced applications in virtually all sciences making use of computational techniques. The topics of the fully refereed papers are structured according to the five major conference themes: computational methods, algorithms and scientific applications, high performance technical computing and networks, advanced and emerging applications, geometric modelling, graphics and visualization, as well as information systems and information technologies. Moreover, submissions from more than 20 workshops and technical sessions in the areas, such as embedded systems, geographical analysis, computational geometry, computational geomatics, computer graphics, virtual reality, computer modeling, computer algebra, mobile communications, wireless networks, computational forensics, data storage, information security, web learning, software engineering, computational intelligence, digital security, biometrics, molecular structures, material design, ubiquitous computing, symbolic computations, web systems and intelligence, and e-education contribute to this publication.

Stochastic Models, Statistics and Their Applications

Author : Ansgar Steland
Publisher : Springer Nature
ISBN 13 : 3030286657
Total Pages : 450 pages
Book Rating : 4.0/5 (32 download)

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Book Synopsis Stochastic Models, Statistics and Their Applications by : Ansgar Steland

Download or read book Stochastic Models, Statistics and Their Applications written by Ansgar Steland and published by Springer Nature. This book was released on 2019-10-15 with total page 450 pages. Available in PDF, EPUB and Kindle. Book excerpt: This volume presents selected and peer-reviewed contributions from the 14th Workshop on Stochastic Models, Statistics and Their Applications, held in Dresden, Germany, on March 6-8, 2019. Addressing the needs of theoretical and applied researchers alike, the contributions provide an overview of the latest advances and trends in the areas of mathematical statistics and applied probability, and their applications to high-dimensional statistics, econometrics and time series analysis, statistics for stochastic processes, statistical machine learning, big data and data science, random matrix theory, quality control, change-point analysis and detection, finance, copulas, survival analysis and reliability, sequential experiments, empirical processes, and microsimulations. As the book demonstrates, stochastic models and related statistical procedures and algorithms are essential to more comprehensively understanding and solving present-day problems arising in e.g. the natural sciences, machine learning, data science, engineering, image analysis, genetics, econometrics and finance.

Data Mining and Business Analytics with R

Author : Johannes Ledolter
Publisher : John Wiley & Sons
ISBN 13 : 1118572157
Total Pages : 304 pages
Book Rating : 4.1/5 (185 download)

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Book Synopsis Data Mining and Business Analytics with R by : Johannes Ledolter

Download or read book Data Mining and Business Analytics with R written by Johannes Ledolter and published by John Wiley & Sons. This book was released on 2013-05-28 with total page 304 pages. Available in PDF, EPUB and Kindle. Book excerpt: Collecting, analyzing, and extracting valuable information from a large amount of data requires easily accessible, robust, computational and analytical tools. Data Mining and Business Analytics with R utilizes the open source software R for the analysis, exploration, and simplification of large high-dimensional data sets. As a result, readers are provided with the needed guidance to model and interpret complicated data and become adept at building powerful models for prediction and classification. Highlighting both underlying concepts and practical computational skills, Data Mining and Business Analytics with R begins with coverage of standard linear regression and the importance of parsimony in statistical modeling. The book includes important topics such as penalty-based variable selection (LASSO); logistic regression; regression and classification trees; clustering; principal components and partial least squares; and the analysis of text and network data. In addition, the book presents: A thorough discussion and extensive demonstration of the theory behind the most useful data mining tools Illustrations of how to use the outlined concepts in real-world situations Readily available additional data sets and related R code allowing readers to apply their own analyses to the discussed materials Numerous exercises to help readers with computing skills and deepen their understanding of the material Data Mining and Business Analytics with R is an excellent graduate-level textbook for courses on data mining and business analytics. The book is also a valuable reference for practitioners who collect and analyze data in the fields of finance, operations management, marketing, and the information sciences.

Progress in Analysis and Its Applications

Author : Michael Ruzhansky
Publisher : World Scientific
ISBN 13 : 9814313165
Total Pages : 668 pages
Book Rating : 4.8/5 (143 download)

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Book Synopsis Progress in Analysis and Its Applications by : Michael Ruzhansky

Download or read book Progress in Analysis and Its Applications written by Michael Ruzhansky and published by World Scientific. This book was released on 2010 with total page 668 pages. Available in PDF, EPUB and Kindle. Book excerpt: The International Society for Analysis, its Applications and Computation (ISAAC) has held its international congresses biennially since 1997. This proceedings volume reports on the progress in analysis, applications and computation in recent years as covered and discussed at the 7th ISAAC Congress. This volume includes papers on partial differential equations, function spaces, operator theory, integral transforms and equations, potential theory, complex analysis and generalizations, stochastic analysis, inverse problems, homogenization, continuum mechanics, mathematical biology and medicine. With over 500 participants from almost 60 countries attending the congress, the book comprises a broad selection of contributions in different topics.

Essays in Honor of Aman Ullah

Author : R. Carter Hill
Publisher : Emerald Group Publishing
ISBN 13 : 1785607863
Total Pages : 680 pages
Book Rating : 4.7/5 (856 download)

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Book Synopsis Essays in Honor of Aman Ullah by : R. Carter Hill

Download or read book Essays in Honor of Aman Ullah written by R. Carter Hill and published by Emerald Group Publishing. This book was released on 2016-06-29 with total page 680 pages. Available in PDF, EPUB and Kindle. Book excerpt: Volume 36 of Advances in Econometrics recognizes Aman Ullah's significant contributions in many areas of econometrics and celebrates his long productive career.

The New Palgrave Dictionary of Economics

Author :
Publisher : Springer
ISBN 13 : 1349588024
Total Pages : 7493 pages
Book Rating : 4.3/5 (495 download)

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Book Synopsis The New Palgrave Dictionary of Economics by :

Download or read book The New Palgrave Dictionary of Economics written by and published by Springer. This book was released on 2016-05-18 with total page 7493 pages. Available in PDF, EPUB and Kindle. Book excerpt: The award-winning The New Palgrave Dictionary of Economics, 2nd edition is now available as a dynamic online resource. Consisting of over 1,900 articles written by leading figures in the field including Nobel prize winners, this is the definitive scholarly reference work for a new generation of economists. Regularly updated! This product is a subscription based product.

Functional Statistics and Applications

Author : Elias Ould Saïd
Publisher : Springer
ISBN 13 : 331922476X
Total Pages : 171 pages
Book Rating : 4.3/5 (192 download)

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Book Synopsis Functional Statistics and Applications by : Elias Ould Saïd

Download or read book Functional Statistics and Applications written by Elias Ould Saïd and published by Springer. This book was released on 2015-11-29 with total page 171 pages. Available in PDF, EPUB and Kindle. Book excerpt: This volume, which highlights recent advances in statistical methodology and applications, is divided into two main parts. The first part presents theoretical results on estimation techniques in functional statistics, while the second examines three key areas of application: estimation problems in queuing theory, an application in signal processing, and the copula approach to epidemiologic modelling. The book’s peer-reviewed contributions are based on papers originally presented at the Marrakesh International Conference on Probability and Statistics held in December 2013.

Robust Local Polynomial Regression with Application on the DOAS Filtering Process

Author : Torgny Lindström
Publisher :
ISBN 13 :
Total Pages : 36 pages
Book Rating : 4.:/5 (924 download)

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Book Synopsis Robust Local Polynomial Regression with Application on the DOAS Filtering Process by : Torgny Lindström

Download or read book Robust Local Polynomial Regression with Application on the DOAS Filtering Process written by Torgny Lindström and published by . This book was released on 1996 with total page 36 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Image Restoration

Author : Aymeric Histace
Publisher : BoD – Books on Demand
ISBN 13 : 9535103881
Total Pages : 386 pages
Book Rating : 4.5/5 (351 download)

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Book Synopsis Image Restoration by : Aymeric Histace

Download or read book Image Restoration written by Aymeric Histace and published by BoD – Books on Demand. This book was released on 2012-04-04 with total page 386 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book represents a sample of recent contributions of researchers all around the world in the field of image restoration. The book consists of 15 chapters organized in three main sections (Theory, Applications, Interdisciplinarity). Topics cover some different aspects of the theory of image restoration, but this book is also an occasion to highlight some new topics of research related to the emergence of some original imaging devices. From this arise some real challenging problems related to image reconstruction/restoration that open the way to some new fundamental scientific questions closely related with the world we interact with.

Mathematical and Statistical Methods for Insurance and Finance

Author : Cira Perna
Publisher : Springer Science & Business Media
ISBN 13 : 8847007046
Total Pages : 212 pages
Book Rating : 4.8/5 (47 download)

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Book Synopsis Mathematical and Statistical Methods for Insurance and Finance by : Cira Perna

Download or read book Mathematical and Statistical Methods for Insurance and Finance written by Cira Perna and published by Springer Science & Business Media. This book was released on 2007-12-12 with total page 212 pages. Available in PDF, EPUB and Kindle. Book excerpt: The interaction between mathematicians and statisticians reveals to be an effective approach to the analysis of insurance and financial problems, in particular in an operative perspective. The Maf2006 conference, held at the University of Salerno in 2006, had precisely this purpose and the collection published here gathers some of the papers presented at the conference and successively worked out to this aim. They cover a wide variety of subjects in insurance and financial fields.

10th International Conference on Soft Computing Models in Industrial and Environmental Applications

Author : Álvaro Herrero
Publisher : Springer
ISBN 13 : 3319197193
Total Pages : 471 pages
Book Rating : 4.3/5 (191 download)

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Book Synopsis 10th International Conference on Soft Computing Models in Industrial and Environmental Applications by : Álvaro Herrero

Download or read book 10th International Conference on Soft Computing Models in Industrial and Environmental Applications written by Álvaro Herrero and published by Springer. This book was released on 2015-05-31 with total page 471 pages. Available in PDF, EPUB and Kindle. Book excerpt: This volume of Advances in Intelligent and Soft Computing contains accepted papers presented at the 10th International Conference on Soft Computing Models in Industrial and Environmental Applications (SOCO 2015), held in the beautiful and historic city of Burgos (Spain), in June 2015. Soft computing represents a collection or set of computational techniques in machine learning, computer science and some engineering disciplines, which investigate, simulate and analyze very complex issues and phenomena. This Conference is mainly focused on its industrial and environmental applications. After a through peer-review process, the SOCO 2015 International Program Committee selected 41 papers, written by authors from 15 different countries. These papers are published in present conference proceedings, achieving an acceptance rate of 40%. The selection of papers was extremely rigorous in order to maintain the high quality of the conference and we would like to thank the members of the International Program Committees for their hard work during the review process. This is a crucial issue for creation of a high standard conference and the SOCO conference would not exist without their help.

Identification and Inference for Econometric Models

Author : Donald W. K. Andrews
Publisher : Cambridge University Press
ISBN 13 : 9780521844413
Total Pages : 606 pages
Book Rating : 4.8/5 (444 download)

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Book Synopsis Identification and Inference for Econometric Models by : Donald W. K. Andrews

Download or read book Identification and Inference for Econometric Models written by Donald W. K. Andrews and published by Cambridge University Press. This book was released on 2005-06-17 with total page 606 pages. Available in PDF, EPUB and Kindle. Book excerpt: This 2005 collection pushed forward the research frontier in four areas of theoretical econometrics.

Model-Free Prediction and Regression

Author : Dimitris N. Politis
Publisher : Springer
ISBN 13 : 3319213474
Total Pages : 256 pages
Book Rating : 4.3/5 (192 download)

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Book Synopsis Model-Free Prediction and Regression by : Dimitris N. Politis

Download or read book Model-Free Prediction and Regression written by Dimitris N. Politis and published by Springer. This book was released on 2015-11-13 with total page 256 pages. Available in PDF, EPUB and Kindle. Book excerpt: The Model-Free Prediction Principle expounded upon in this monograph is based on the simple notion of transforming a complex dataset to one that is easier to work with, e.g., i.i.d. or Gaussian. As such, it restores the emphasis on observable quantities, i.e., current and future data, as opposed to unobservable model parameters and estimates thereof, and yields optimal predictors in diverse settings such as regression and time series. Furthermore, the Model-Free Bootstrap takes us beyond point prediction in order to construct frequentist prediction intervals without resort to unrealistic assumptions such as normality. Prediction has been traditionally approached via a model-based paradigm, i.e., (a) fit a model to the data at hand, and (b) use the fitted model to extrapolate/predict future data. Due to both mathematical and computational constraints, 20th century statistical practice focused mostly on parametric models. Fortunately, with the advent of widely accessible powerful computing in the late 1970s, computer-intensive methods such as the bootstrap and cross-validation freed practitioners from the limitations of parametric models, and paved the way towards the `big data' era of the 21st century. Nonetheless, there is a further step one may take, i.e., going beyond even nonparametric models; this is where the Model-Free Prediction Principle is useful. Interestingly, being able to predict a response variable Y associated with a regressor variable X taking on any possible value seems to inadvertently also achieve the main goal of modeling, i.e., trying to describe how Y depends on X. Hence, as prediction can be treated as a by-product of model-fitting, key estimation problems can be addressed as a by-product of being able to perform prediction. In other words, a practitioner can use Model-Free Prediction ideas in order to additionally obtain point estimates and confidence intervals for relevant parameters leading to an alternative, transformation-based approach to statistical inference.

Handbook of Regression Analysis With Applications in R

Author : Samprit Chatterjee
Publisher : John Wiley & Sons
ISBN 13 : 1119392489
Total Pages : 384 pages
Book Rating : 4.1/5 (193 download)

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Book Synopsis Handbook of Regression Analysis With Applications in R by : Samprit Chatterjee

Download or read book Handbook of Regression Analysis With Applications in R written by Samprit Chatterjee and published by John Wiley & Sons. This book was released on 2020-07-30 with total page 384 pages. Available in PDF, EPUB and Kindle. Book excerpt: Handbook and reference guide for students and practitioners of statistical regression-based analyses in R Handbook of Regression Analysis with Applications in R, Second Edition is a comprehensive and up-to-date guide to conducting complex regressions in the R statistical programming language. The authors' thorough treatment of "classical" regression analysis in the first edition is complemented here by their discussion of more advanced topics including time-to-event survival data and longitudinal and clustered data. The book further pays particular attention to methods that have become prominent in the last few decades as increasingly large data sets have made new techniques and applications possible. These include: Regularization methods Smoothing methods Tree-based methods In the new edition of the Handbook, the data analyst's toolkit is explored and expanded. Examples are drawn from a wide variety of real-life applications and data sets. All the utilized R code and data are available via an author-maintained website. Of interest to undergraduate and graduate students taking courses in statistics and regression, the Handbook of Regression Analysis will also be invaluable to practicing data scientists and statisticians.