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Book Cover
E-book
Author International Chinese Statistical Association. Canada Chapter. Symposium (4th : 2019 : Kingston, Ont.)

Title Advances and innovations in statistics and data science / Wenqing He, Liqun Wang, Jiahua Chen, Chunfang Devon Lin, editors
Published Cham, Switzerland : Springer, 2022

Copies

Description 1 online resource
Series ICSA book sseries in statistics, 2199-0999
ICSA book series in statistics, 2199-0999
Contents 1. MiRNA-Gene Activity Interaction Networks (miGAIn): Integrated joint models of miRNA-gene targeting and disturbance in signal processing -- 2. Feature Screening for Ultrahigh-Dimensional Regression with Error-Prone Varables -- 3. Cosine Distribution in the Post-selection Inference of Least Angle Regression -- 4. Learning Finite Gaussian Mixture via Wasserstein Distance -- 5. An Entropy-based Method with Word Embedding Clustering for Comment Ranking -- 6. Estimation in Functional Linear Model with Incomplete Functional Observations -- 7. A Flexible Linear Single Index Proportional Hazards Regression Model for Multivariate Survival Data -- 8. Efficient Estimation of Semiparametric Linear Transformation Model with Left-Truncated and Current Status Data -- 9. Flexible Transformations for Modeling Compositional Data -- 10. Identifiability and Estimation of Autoregressive ARCH Models with Measurement Error -- 11. Modal Regression for Skewed, Truncated, or Contaminated Data with Outliers -- 12. Spatial Multilevel Modeling in the Galveston Bay Recovery Study Survey -- 13. Efficient Experimental Design for Regularized Linear Models -- 14. A Selective Overview of Statistical Models for Identification of Treatment-sensitive Subset -- 15. Analysis of Discrete Compositional Series While Accounting for Informative Time-dependent Cluster Sizes with Application to Air Pollution Related Emergency Room Visits
Summary This book highlights selected papers from the 4th ICSA-Canada Chapter Symposium, as well as invited articles from established researchers in the areas of statistics and data science. It covers a variety of topics, including methodology development in data science, such as methodology in the analysis of high dimensional data, feature screening in ultra-high dimensional data and natural language ranking; statistical analysis challenges in sampling, multivariate survival models and contaminated data, as well as applications of statistical methods. With this book, readers can make use of frontier research methods to tackle their problems in research, education, training and consultation
Notes Includes index
Online resource; title from PDF title page (SpringerLink, viewed November 2, 2022)
Subject Mathematical statistics -- Congresses
Estadística matemática -- Congresos
Mathematical statistics
Estadística matemàtica.
Processament de dades.
Genre/Form Electronic books
proceedings (reports)
Conference papers and proceedings
Conference papers and proceedings.
Actes de congrès.
Congressos.
Llibres electrònics.
Form Electronic book
Author He, Wenqing, editor
Wang, Liqun, editor
Chen, Jiahua, editor
Lin, Chunfang Devon, editor
ISBN 9783031083297
3031083296
9788303108326
8303108328