LEADER 05105nam 22006255 450 001 9910155548503321 005 20250504235539.0 024 7 $a10.1007/978-981-10-2594-5 035 $a(CKB)3710000000964880 035 $a(DE-He213)978-981-10-2594-5 035 $a(MiAaPQ)EBC4755488 035 $a(PPN)197453902 035 $a(EXLCZ)993710000000964880 100 $a20161201d2016 u| 0 101 0 $aeng 135 $aurnn#008mamaa 181 $ctxt$2rdacontent 182 $cc$2rdamedia 183 $acr$2rdacarrier 200 10$aAdvanced Statistical Methods in Data Science /$fedited by Ding-Geng Chen, Jiahua Chen, Xuewen Lu, Grace Y. Yi, Hao Yu 205 $a1st ed. 2016. 210 1$aSingapore :$cSpringer Nature Singapore :$cImprint: Springer,$d2016. 215 $a1 online resource (XVI, 222 p. 41 illus., 20 illus. in color.) 225 1 $aICSA Book Series in Statistics,$x2199-0999 311 08$a981-10-2593-2 311 08$a981-10-2594-0 320 $aIncludes bibliographical references at the end of each chapters and index. 327 $aPart 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. 330 $aThis book gathers invited presentations from the 2nd Symposium of the ICSA- CANADA Chapter held at the University of Calgary from August 4-6, 2015. The aim of this Symposium was to promote advanced statistical methods in big-data sciences and to allow researchers to exchange ideas on statistics and data science and to embraces the challenges and opportunities of statistics and data science in the modern world.  It addresses diverse themes in advanced statistical analysis in big-data sciences, including methods for administrative data analysis, survival data analysis, missing data analysis, high-dimensional and genetic data analysis, longitudinal and functional data analysis, the design and analysis of studies with response-dependent and multi-phase designs, time series and robust statistics, statistical inference based on likelihood, empirical likelihood and estimating functions. The editorial group selected 14 high-quality presentations from this successful symposium and invitedthe presenters to prepare a full chapter for this book in order to disseminate the findings and promote further research collaborations in this area. This timely book offers new methods that impact advanced statistical model development in big-data sciences. 410 0$aICSA Book Series in Statistics,$x2199-0999 606 $aStatistics 606 $aQuantitative research 606 $aStatistics 606 $aStatistical Theory and Methods 606 $aData Analysis and Big Data 606 $aStatistics in Business, Management, Economics, Finance, Insurance 615 0$aStatistics. 615 0$aQuantitative research. 615 0$aStatistics. 615 14$aStatistical Theory and Methods. 615 24$aData Analysis and Big Data. 615 24$aStatistics in Business, Management, Economics, Finance, Insurance. 676 $a519.50285 702 $aChen$b Ding-Geng$4edt$4http://id.loc.gov/vocabulary/relators/edt 702 $aChen$b Jiahua$4edt$4http://id.loc.gov/vocabulary/relators/edt 702 $aLu$b Xuewen$4edt$4http://id.loc.gov/vocabulary/relators/edt 702 $aYi$b Grace Y.$4edt$4http://id.loc.gov/vocabulary/relators/edt 702 $aYu$b Hao$4edt$4http://id.loc.gov/vocabulary/relators/edt 801 0$bMiAaPQ 801 1$bMiAaPQ 801 2$bMiAaPQ 906 $aBOOK 912 $a9910155548503321 996 $aAdvanced statistical methods in data science$91523065 997 $aUNINA