Advanced Statistical Methods in Data Science

• Συγγραφή απο Οργανισμό/Αρχή: SpringerLink (Online service)
• Άλλοι συγγραφείς: Chen, Ding-Geng (Επιμελητής έκδοσης), Chen, Jiahua (Επιμελητής έκδοσης), Lu, Xuewen (Επιμελητής έκδοσης), Yi, Grace Y. (Επιμελητής έκδοσης), Yu, Hao (Επιμελητής έκδοσης)
• Μορφή: Ηλεκτρονική πηγή Ηλ. βιβλίο
• Γλώσσα: English
• Έκδοση: Singapore : Springer Singapore : Imprint: Springer, 2016.
• Σειρά: ICSA Book Series in Statistics,
• Θέματα: Statistics.; Big data.; Statistical Theory and Methods.; Big Data/Analytics.; Statistics for Business/Economics/Mathematical Finance/Insurance.

This book gathers invited presentations from the 2nd Symposium of the ICSA- CANADA Chapter held at the University of Calgary from August 4-6, 2015. The aim of this Symposium was to promote advanced statistical methods in big-data sciences and to allow researchers to exchange ideas on statistics and...

Πίνακας περιεχομένων:

• Part I: Data Analysis Based on Latent or Dependent Variable Models
• Chapter 1: A New Method for Robust Mixture Regression and Outlier Detection
• Chapter 2: The Mixture Gatekeeping Procedure Based on Weighted Multiple Testing Correction for Correlated Tests
• Chapter 3: Regularization in Regime-switching Gaussian Autoregressive Models
• Chapter 4: Modeling Zero Inflation and Over-dispersion in the Length of Hospital Stay for Patients with Ischaemic Heart Disease
• Chapter 5: Robust Optimal Interval Design for High-Dimensional Dose Finding in Multi-Agent Combination Trials
• Part II: Life Time Data Analysis
• Chapter 6: Group Selection in Semi-parametric Accelerated Failure Time Model
• Chapter 7: A Proportional Odds Model for Regression Analysis of Case I Interval-Censored Data
• Chapter 8: Empirical Likelihood Inference under Density Ratio Models Based on Type I Censored Samples: Hypothesis Testing and Quantile Estimation
• Chapter 9: Recent Development in the Joint Modeling of Longitudinal Quality of Life Measurements and Survival Data from Cancer Clinical Trials
• Part III: Applied Data Analysis
• Chapter 10: Confidence Weighting Procedures for Multiple Choice Tests
• Chapter 11: Improving the Robustness of Parametric Imputation
• Chapter 12: Maximum Smoothed Likelihood Estimation of the Centre of a Symmetric Distribution
• Chapter 13: Dividend Pay-out Problems with the Logarithmic Utility
• Chapter 14: Modeling the Common Risk among Equities: A Multivariate Time Series Model with an Additive GARCH Structure.