
Contemporary Multivariate Analysis And Design Of Experiments : In Celebration of Professor Kai-Tai Fang's 65th Birthday.
Title:
Contemporary Multivariate Analysis And Design Of Experiments : In Celebration of Professor Kai-Tai Fang's 65th Birthday.
Author:
Fan, Jianqing.
ISBN:
9789812567765
Personal Author:
Physical Description:
1 online resource (469 pages)
Contents:
Preface -- Contents -- A Conversation with Kai-Tai Fang -- A Tribute to Professor Kai-Tai Fang -- T.W. Anderson, Professor, Stanford University: -- Fred J. Hickernell, Professor, Hong Kong Baptist University: -- Rahul Mukerjee, Professor, India Institute of Management: -- Dietrich von Rosen, Professor, Swedish Agriculture University: -- Yuan Wang, Professor, Academy of Mathematics & System Sciences, Chinese Academy of Sciences: -- Peter Winker, Professor, University of Erfurt : -- Publications -- Books: -- Lecture Notes/Proceedings: -- Papers: -- Remark: -- Part I Multivariate Analysis -- Multidimensional Variation for Quasi-Monte Carlo -- 1 Introduction -- 2 One dimensional variation -- 3 Notation -- 4 Multidimensional variation -- 5 Splits of hyperrectangles -- 6 Alternating sums -- 7 Functions not depending on all variables -- 8 Invariants and closure -- 9 Mixed partial derivatives -- 10 Functions vanishing except on one face -- 11 Variation and ANOVA -- 12 Indicator functions -- 13 Call and put options -- 14 Sobol's low variation extensions -- Acknowledgments -- References -- Higher Order Power Properties of Empirical Discrepancy Statistics -- 1 Introduction -- 2 Preliminaries and a stochastic expansion -- 3 Third-order power -- 4 Average power -- Acknowledgments -- References -- Modelling Multivariate Volatilities: An Ad Hoc Method -- 1 Introduction -- 2 Existing methods -- 3 A new ad hoc method -- 4 Conclusion -- Acknowledgements -- References -- Some Recent Advances in Two-level Structural Equation Models: Estimation, Testing and Robustness -- 1 Introduction -- 2 Parameter Estimation -- 3 Testing Model Fit -- 4 Robustness -- 5 Examples -- 6 Comments and Supplements -- Acknowledgments -- Appendices -- References -- Dependence Patterns of Random Variables: Geometric Properties of Copulas -- 1 Introduction -- 2 Polynomial Copulas.
3 Piecewise Linear/Quadratic Copulas -- 4 The "Holes" in the Domain -- 5 Local Dependence Measurement -- 6 Discussion -- Acknowledgments -- References -- Modelling Mean-Covariance Structures in the Growth Curve Model -- 1 Introduction -- 2 Regression models for mean-covariance structures -- 3 Maximum likelihood estimation -- 4 Hypothesis tests and model selection -- 5 An Example -- 6 Discussion -- Acknowledgments -- Appendices: Derivation of the Fisher Information matrix -- References -- On Kotz-Type Elliptical Distributions -- 1 Introduction -- 2 Notation and notions -- 3 Moments and cumulants of the Kotz distribution -- 4 Marginal distribution -- 5 Matrix Kotz-type distribution -- 6 Simulation -- Acknowledgements -- References -- Part II Experimental Design -- Optimized Two-Step Sequential U-Type Designs -- 1 Introduction -- 2 The Sequential Design Problem -- 3 The Threshold Accepting Implementation -- 4 Results for Two- and Three-level designs -- 5 Conclusion -- References -- Granularity and Balance in Experimental Design -- 1 Introduction -- 2 Granularity for One Factor Designs -- 3 Balance for One Factor Designs -- 4 Granularity for Multiple Factor Designs -- 5 Balance for Multiple Factor Designs -- 6 Conclusion -- Acknowledgments -- References -- A New Class of Latin Hypercube for Computer Experiments -- 1 Introduction -- 2 Design Criteria and Related Work -- 3 Rotated Factorial Designs in Two Dimensions -- 4 Two-Dimensional Subset Designs and Design Comparisons -- 5 High-Dimensional Rotation Theory -- 6 Concluding Remarks -- Acknowledgements -- Appendices -- References -- Discrete Discrepancy and Its Application in Experimental Design -- 1 Introduction -- 2 Discrete discrepancy -- 3 Statistical inference for uniform designs measured by DD -- 4 Application of the DD in supersaturated designs -- 5 Concluding remarks -- Acknowledgements.
References -- Orthogonal Arrays of 2 and 3 levels for Lean Designs -- 1 Introduction -- 2 The motivation for lean designs -- 3 Lean designs of 2 levels -- 4 Lean designs of 3 levels. -- 5 Conclusion -- References -- Quasi-Random Sampling for Estimation of Integrals of Random Fields -- 1 Introduction -- 2 Quasi-Random Sampling Designs -- 3 Random Fields with Mean Zero -- 4 Random Fields with Unknown Mean -- 5 Proofs -- Acknowledgement -- References -- Uniform Sampling and Saddlepoint Approximation for Probabilistic Sensitivity Analysis in Engineering Design -- 1 Introduction -- 2 Probabilistic Design and Sensitivity Analysis -- 3 Saddlepoint Approximation for Probabilistic Analysis and Sensitivity Analysis -- 4 Efficient Construction of Uniform Samples -- 5 Application -- 6 Conclusion -- References -- Schur-Convex Discrimination of Designs Using Power and Exponential Kernels -- 1 Background -- 2 Coincidence Distribution and Moments -- 3 Power Kernels for Fractional Factorial Designs -- 4 Exponential Kernels for Uniform Designs -- 5 An Extension to Quantitative Designs -- 6 Concluding Remarks and Acknowledgments -- Appendices -- References -- Part III Advances in Biostatistics -- An Overview on Variable Selection for Survival Analysis -- 1 Introduction -- 2 Nonconcave penalized likelihood approach -- 3 Variable selection for Cox's models -- 4 Variable selection for multivariate survival data -- 5 Practical implementation -- 6 An Example -- Acknowledgements -- Appendix: Regularity Conditions -- References -- Empirical Likelihood in Survival Analysis -- 1 Introduction -- 2 Empirical Likelihood for a mean functional -- 3 Empirical Likelihood for functionals of the hazard -- 4 Computation of the censored Empirical Likelihood -- 5 Cox proportional hazards regression model -- 6 Accelerated Failure Time model -- 7 Other Applications -- Acknowledgements.
References -- Statistical Analysis for Tumor Xenograft Experiments in Drug Development -- 1 Introduction -- 2 Statistical Models -- 3 Estimation of Parameters -- 4 Comparison of Treatment Effects -- 5 Models for Multiple Tumors -- 6 Discussions -- Acknowledgments -- References -- Estimating Secondary Parameters after Termination of a Multivariate Group Sequential Test -- 1 Introduction -- 2 Multivariate group sequential tests incorporating secondary endpoints: The random sampling model -- 3 Estimating secondary parameters -- 4 The issue of completeness and minimum variance -- 5 Completeness and unbiasedness restricted to certain statistics -- 6 Discussion -- Appendix Technical Details -- References -- Part IV Advance in Statistics -- Penalized M-Estimation-Based Model Selection for Regression by Cross-Validation -- 1 Introduction -- 2 Penalized M-estimation based model selection by cross-validation -- 3 A simulation study -- Acknowledgments -- References -- Order-dependent Thresholding with Applications to Regression Splines -- 1 Introduction -- 2 Thresholding Rules -- 3 Thresholding Regression Splines -- 4 Simulation Studies -- 5 Two Real Data Examples -- 6 Extension to Nonparametric Additive Models -- ACKNOWLEDGEMENTS: -- References -- A New Transformed Two-Sample t-Test -- 1 Introduction -- 2 The New Transformed t-Test -- 3 Simulation and Discussion -- References -- On Improved Estimates of Location in the Presence of an Unknown Scale -- 1 Introduction -- 2 Main Result -- 3 A Lemma -- 4 Proof of the Theorem -- 5 Concluding Remarks -- Acknowledgments -- References -- Subject Index -- Author Index.
Abstract:
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.
Local Note:
Electronic reproduction. Ann Arbor, Michigan : ProQuest Ebook Central, 2017. Available via World Wide Web. Access may be limited to ProQuest Ebook Central affiliated libraries.
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