New Advances in Statistics and Data Science
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New Advances in Statistics and Data Science
Liu, Aiyi; Li, Yi; Zhao, Yichuan; Chen, Ding-Geng; Jin, Zhezhen; Li, Gang
Springer International Publishing AG
01/2018
348
Dura
Inglês
9783319694153
15 a 20 dias
879
Descrição não disponível.
Part 1 Review and Theoretical Framework in Data Science.- Ch 1 Statistical Distances and Their Role in Robustness.- Ch 2 The Out-source Error in Multi-source Cross Validation-type Procedures.- Ch 3.- Meta-Analysis for Rare Events as Binary Outcomes.- Ch 4 New Challenges and Strategies in Robust Optimal Design for Multicategory Logit Modelling.- Ch 5 Testing of Multivariate Spline Growth Model.- Part 2 Complex and Big Data Analysis.- Ch 6 Uncertainty Quantification Using the Neighbor Gaussian Process.- Ch 7 Tuning Parameter Selection in the LASSO with Unspecified Propensity.- Adaptive Filtering Increases Power to Detect Differently Expressed Genes.- Ch 9 Estimating Parameters in Complex Systems with Functional Outputs - A Wavelet-based Approximate Bayesian Computation Approach.- Ch 10 A maximum Likelihood Approach for Non-invasive Cancer Diagnosis Using Methylation Profiling of Cell-free DNA from Blood.- Part 3 Clinical Trials, Statistical Shape Analysis and Application.- Ch 11 A Simpleand Efficient Statistical Approach for Designing an Early Phase II Clinical Trial - Ordinal Linear Contrast Test.- Ch 12 Landmark-constrained Statistical Shape Analysis of Elastic Curves and Surfaces.- Ch 13 Phylogeny-based kernels with Application to Microbiome Association Studies.- Ch 14 Accounting for Differential Error in Time-to-event Analyses using Imperfect Electronic Health Record-derived Endpoints.- Part 4 Statistical Modeling and Data Analysis.- Ch 15 Modeling Inter-trade Durations in the Limit Order market.- Ch 16 Assessment of Drug Interactions with Repeated Measurements.- Ch 17 Statistical Indices for Risk Tracking in Longitudinal Studies.- Ch 18 Statistical Analysis of Labor market Integration: A Mixture Regression Approach.- Ch 19 Bias Correction in Age-Cohort Models Using Eigen Analysis.
Este título pertence ao(s) assunto(s) indicados(s). Para ver outros títulos clique no assunto desejado.
big data;DNA statistical analysis;clinical trials design;functional data analysis;gene expression analysis;high dimensional statistical method;longitudinal data analysis;nonparametric statistics;phylogeny-based kernels;spline growth model;statistical genetics and bioinformatics;statistical methods;statistical shape analysis;survival data analysis;uncertainty quantification
Part 1 Review and Theoretical Framework in Data Science.- Ch 1 Statistical Distances and Their Role in Robustness.- Ch 2 The Out-source Error in Multi-source Cross Validation-type Procedures.- Ch 3.- Meta-Analysis for Rare Events as Binary Outcomes.- Ch 4 New Challenges and Strategies in Robust Optimal Design for Multicategory Logit Modelling.- Ch 5 Testing of Multivariate Spline Growth Model.- Part 2 Complex and Big Data Analysis.- Ch 6 Uncertainty Quantification Using the Neighbor Gaussian Process.- Ch 7 Tuning Parameter Selection in the LASSO with Unspecified Propensity.- Adaptive Filtering Increases Power to Detect Differently Expressed Genes.- Ch 9 Estimating Parameters in Complex Systems with Functional Outputs - A Wavelet-based Approximate Bayesian Computation Approach.- Ch 10 A maximum Likelihood Approach for Non-invasive Cancer Diagnosis Using Methylation Profiling of Cell-free DNA from Blood.- Part 3 Clinical Trials, Statistical Shape Analysis and Application.- Ch 11 A Simpleand Efficient Statistical Approach for Designing an Early Phase II Clinical Trial - Ordinal Linear Contrast Test.- Ch 12 Landmark-constrained Statistical Shape Analysis of Elastic Curves and Surfaces.- Ch 13 Phylogeny-based kernels with Application to Microbiome Association Studies.- Ch 14 Accounting for Differential Error in Time-to-event Analyses using Imperfect Electronic Health Record-derived Endpoints.- Part 4 Statistical Modeling and Data Analysis.- Ch 15 Modeling Inter-trade Durations in the Limit Order market.- Ch 16 Assessment of Drug Interactions with Repeated Measurements.- Ch 17 Statistical Indices for Risk Tracking in Longitudinal Studies.- Ch 18 Statistical Analysis of Labor market Integration: A Mixture Regression Approach.- Ch 19 Bias Correction in Age-Cohort Models Using Eigen Analysis.
Este título pertence ao(s) assunto(s) indicados(s). Para ver outros títulos clique no assunto desejado.
big data;DNA statistical analysis;clinical trials design;functional data analysis;gene expression analysis;high dimensional statistical method;longitudinal data analysis;nonparametric statistics;phylogeny-based kernels;spline growth model;statistical genetics and bioinformatics;statistical methods;statistical shape analysis;survival data analysis;uncertainty quantification
