Jianqing Wang's Books

Statistical Foundations of Data Science

By: Jianqing Fan,Runze Li,Cun-Hui Zhang,Hui Zou

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Statistical Foundations of Data Science

By: Jianqing Fan,Runze Li,Cun-Hui Zhang,Hui Zou

Statistical Foundations of Data Science gives a thorough introduction to commonly used statistical models, contemporary statistical machine learning techniques and algorithms, along with their mathematical insights and statistical theories. It aims to serve as a graduate-level textbook and a research monograph on high-dimensional statistics, sparsity and covariance learning, machine learning, and statistical inference. It includes ample exercises that involve both theoretical studies as well as empirical applications. The book begins with an introduction to the stylized features of big data and their impacts on statistical analysis. It then introduces multiple linear regression and expands the techniques of model building via nonparametric regression and kernel tricks. It provides a comprehensive account on sparsity explorations and model selections for multiple regression, generalized linear models, quantile regression, robust regression, hazards regression, among others. High-dimensional inference is also thoroughly addressed and so is feature screening. The book also provides a comprehensive account on high-dimensional covariance estimation, learning latent factors and hidden structures, as well as their applications to statistical estimation, inference, prediction and machine learning problems. It also introduces thoroughly statistical machine learning theory and methods for classification, clustering, and prediction. These include CART, random forests, boosting, support vector machines, clustering algorithms, sparse PCA, and deep learning.

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Page Count

942

Publisher

CRC Press

Published Date

ISBN 10

0429527616

ISBN 13

9780429527616

New Developments in Biostatistics and Bioinformatics

By: Jianqing Fan,Xihong Lin,Jun S. Liu

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New Developments in Biostatistics and Bioinformatics

By: Jianqing Fan,Xihong Lin,Jun S. Liu

This book presents an overview of recent developments in biostatistics and bioinformatics. Written by active researchers in these emerging areas, it is intended to give graduate students and new researchers an idea of where the frontiers of biostatistics and bioinformatics are as well as a forum to learn common techniques in use, so that they can advance the fields via developing new techniques and new results. Extensive references are provided so that researchers can follow the threads to learn more comprehensively what the literature is and to conduct their own research. In particulars, the book covers three important and rapidly advancing topics in biostatistics: analysis of survival and longitudinal data, statistical methods for epidemiology, and bioinformatics.

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Page Count

295

Publisher

World Scientific

Published Date

ISBN 10

9812837434

ISBN 13

9789812837431

Frontiers in Statistics

Dedicated to Peter John Bickel in Honor of His 65th Birthday

By: Jianqing Fan,Hira L. Koul

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Frontiers in Statistics

Dedicated to Peter John Bickel in Honor of His 65th Birthday

By: Jianqing Fan,Hira L. Koul

During the last two decades, many areas of statistical inference have experienced phenomenal growth. This book presents a timely analysis and overview of some of these new developments and a contemporary outlook on the various frontiers of statistics.Eminent leaders in the field have contributed 16 review articles and 6 research articles covering areas including semi-parametric models, data analytical nonparametric methods, statistical learning, network tomography, longitudinal data analysis, financial econometrics, time series, bootstrap and other re-sampling methodologies, statistical computing, generalized nonlinear regression and mixed effects models, martingale transform tests for model diagnostics, robust multivariate analysis, single index models and wavelets.This volume is dedicated to Prof. Peter J Bickel in honor of his 65th birthday. The first article of this volume summarizes some of Prof. Bickel''s distinguished contributions.

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Page Count

552

Publisher

Imperial College Press

Published Date

ISBN 10

186094888X

ISBN 13

9781860948886

Nonlinear Time Series

Nonparametric and Parametric Methods

By: Jianqing Fan,Qiwei Yao

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Nonlinear Time Series

Nonparametric and Parametric Methods

By: Jianqing Fan,Qiwei Yao

This is the first book that integrates useful parametric and nonparametric techniques with time series modeling and prediction, the two important goals of time series analysis. Such a book will benefit researchers and practitioners in various fields such as econometricians, meteorologists, biologists, among others who wish to learn useful time series methods within a short period of time. The book also intends to serve as a reference or text book for graduate students in statistics and econometrics.

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Page Count

565

Publisher

Springer Science & Business Media

Published Date

ISBN 10

0387693955

ISBN 13

9780387693958

Local Polynomial Modelling and Its Applications

Monographs on Statistics and Applied Probability 66

By: Jianqing Fan

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Local Polynomial Modelling and Its Applications

Monographs on Statistics and Applied Probability 66

By: Jianqing Fan

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.

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Page Count

358

Publisher

Routledge

Published Date

ISBN 10

1351434810

ISBN 13

9781351434812

The Elements of Financial Econometrics

By: Jianqing Fan,Qiwei Yao

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The Elements of Financial Econometrics

By: Jianqing Fan,Qiwei Yao

A compact, master's-level textbook on financial econometrics, focusing on methodology and including real financial data illustrations throughout. The mathematical level is purposely kept moderate, allowing the power of the quantitative methods to be understood without too much technical detail.

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Page Count

394

Publisher

Cambridge University Press

Published Date

ISBN 10

1107191173

ISBN 13

9781107191174

Contemporary Multivariate Analysis and Design of Experiments

By: Jianqing Fan,Gang Li

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Contemporary Multivariate Analysis and Design of Experiments

By: Jianqing Fan,Gang Li

This book furthers new and exciting developments in experimental designs, multivariate analysis, biostatistics, model selection and related subjects. It features articles contributed by many prominent and active figures in their fields. These articles cover a wide array of important issues in modern statistical theory, methods and their applications. Distinctive features of the collections of articles are their coherence and advance in knowledge discoveries.

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Page Count

469

Publisher

World Scientific

Published Date

ISBN 10

981256120X

ISBN 13

9789812561206

Boss, Don't be Pretending

Volume 2

By: Zi Jianqing

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Boss, Don't be Pretending

Volume 2

By: Zi Jianqing

As the successor of social science, Yu Sheng had always believed in the belief in science and opposed feudal superstition. From July onwards, all sorts of ghosts appeared and even stepped into the gates of hell, opening the gates of a new world from then on. Early stage. "There's a ghost!" Yu Sheng grabbed onto Lu Jingqing in fright, as he cried out pitifully in a weak voice, "There's a ghost!" Have you never seen a ghost before? " Lu Tianqing answered. Today, he was once again a stand-alone representative who was cold and unfeeling in order to train his future wife. Yu Sheng: The strong I don't cry. Mid-term. "Yes." Yu Sheng was nervous as he fought against the incoming ghosts. Ten minutes later. I couldn't win, so I slipped away. " He nimbly hid behind Lu Zhiqing. Lu Tianqing raised his chin, his face closing in as he gave a long kiss, "Hide yourself well." Finally. Yu Sheng stared at the reckless ghost in front of him indifferently. He yawned and handed over the snacks in his hand. "Spicy gluten?" The walking ghost banner, with the big boss who pretended to be weak chicken, ghost during the investigation of the love.

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Page Count

647

Publisher

Funstory

Published Date

ISBN 10

1646772792

ISBN 13

9781646772797

The Dog Years of Reeducation

By: Jianqing Zheng

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The Dog Years of Reeducation

By: Jianqing Zheng

In the Chinese Cultural Revolution, millions of middle school and high school graduates, called the zhiqing or Educated Youth, were sent up to the mountains and down to the countryside to receive reeducation from the poor peasants. With deep conviction that they would play an important role in the transformation of rural China, the zhiqing became field hands, never realizing that reeducation was both a physical and psychological challenge. This collection of poetry is the representation of those reeducation years in the fields. Half a century has passed, but memories remain fresh, each a page of suffering, cheering, or dreaming to turn.

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Publisher

Madville Publishing

Published Date

ISBN 10

1956440402

ISBN 13

9781956440409

Body Area Communications

Channel Modeling, Communication Systems, and EMC

By: Jianqing Wang,Qiong Wang

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Body Area Communications

Channel Modeling, Communication Systems, and EMC

By: Jianqing Wang,Qiong Wang

Providing an introduction to the fundamentals of body area communications, this book covers the key topics of channel modeling, modulation and demodulation, and performance evaluation A systematic introduction to body area networks (BAN), this book focuses on three major parts: channel modeling, modulation/demodulation communications performance, and electromagnetic compatibility considerations. The content is logically structured to lead readers from an introductory level through to in-depth and more advanced topics. Provides a concise introduction to this emerging topic based on classroom-tested materials Details the latest IEEE 802.15.6 standard activities Moves from very basic physics, to useful mathematic models, and then to practical considerations Covers not only EM physics and communications, but also biological applications Topics approached include: link budget, bit error rate performance, RAKE and diversity reception; SAR analysis for human safety evaluation; and modeling of electromagnetic interference to implanted cardiac pacemakers Provides Matlab and Fortran programs for download from the Companion Website

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Page Count

240

Publisher

John Wiley & Sons

Published Date

ISBN 10

1118188519

ISBN 13

9781118188514

Book's by Jianqing Wang

Statistical Foundations of Data Science

Statistical Foundations of Data Science

New Developments in Biostatistics and Bioinformatics

New Developments in Biostatistics and Bioinformatics

Frontiers in Statistics

Frontiers in Statistics

Nonlinear Time Series

Nonlinear Time Series

Local Polynomial Modelling and Its Applications

Local Polynomial Modelling and Its Applications

The Elements of Financial Econometrics

The Elements of Financial Econometrics

Contemporary Multivariate Analysis and Design of Experiments

Contemporary Multivariate Analysis and Design of Experiments

Boss, Don't be Pretending

Boss, Don't be Pretending

The Dog Years of Reeducation

The Dog Years of Reeducation

Body Area Communications

Body Area Communications

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