LEADER 05172nam 22005895 450 001 9910483548903321 005 20230726020413.0 010 $a3-030-33416-3 024 7 $a10.1007/978-3-030-33416-1 035 $a(CKB)4100000010673472 035 $a(DE-He213)978-3-030-33416-1 035 $a(MiAaPQ)EBC6142483 035 $a(PPN)243227922 035 $a(EXLCZ)994100000010673472 100 $a20200319d2020 u| 0 101 0 $aeng 135 $aurnn|008mamaa 181 $ctxt$2rdacontent 182 $cc$2rdamedia 183 $acr$2rdacarrier 200 10$aStatistical Modeling in Biomedical Research $eContemporary Topics and Voices in the Field /$fedited by Yichuan Zhao, Ding-Geng (Din) Chen 205 $a1st ed. 2020. 210 1$aCham :$cSpringer International Publishing :$cImprint: Springer,$d2020. 215 $a1 online resource (XVIII, 491 p. 107 illus., 79 illus. in color.) 225 1 $aEmerging Topics in Statistics and Biostatistics,$x2524-7743 300 $aIncludes index. 311 $a3-030-33415-5 327 $aPreface -- Part I: Next Generation Sequence Data Analysis -- 1. Modeling Species Specific Gene Expression Across Multiple Regions in the Brain -- 2. Classification of EEG Motion Artifact Signals Using Spatial ICA -- 3. Weighted K-means Clustering with Observation Weight for Single-cell Epigenomic Data -- 4. Discrete Multiple Testing in Detecting Differential Methylation Using Sequencing Data -- Part II: Deep Learning, Precision Medicine and Applications -- 5. Prediction of Functional Markers of Mass Cytometry Data via Deep Learning -- 6. Building Health Application Recommender System Using Partially Penalized Regression -- 7. Hierarchical Continuous Time Hidden Markov Model, with Application in Zero-Inflated Accelerometer Data -- Part III: Large Scale Data Analysis and its Applications -- 8. Privacy Preserving Feature Selection Via Voted Wrapper Method For Horizontally Distributed Medical Data -- 9. Improving Maize Trait through Modifying Combination of Genes -- 10. Molecular Basis of Food Classification in Traditional Chinese Medicine -- 11. Discovery Among Binary Biomarkers in Heterogeneous Populations -- Part IV: Biomedical Research and the Modelling -- 12. Heat Kernel Smoothing on Manifolds and Its Application to Hyoid Bone Growth Modeling -- 13. Optimal Projections in the Distance-Based Statistical Methods -- 14. Kernel Tests for One, Two, and K-Sample Goodness-Of-Fit: State of the Art and Implementation Considerations -- 15. Hierarchical Modeling of the Effect of Pre-exposure Prophylaxis on HIV in the US -- 16. Mathematical Model of Mouse Ventricular Myocytes Overexpressing Adenylyl Cyclase Type 5 -- Part V: Survival Analysis with Complex Data Structure and its Applications -- 17. Non-Parametric Maximum Likelihood Estimator for Case-Cohort and Nested Case-Control Designs with Competing Risks Data -- Authors: Jie-Huei Wang, Chun-Hao Pan, Yi-Hau Chen and I-Shou Chang -- 18. Variable Selection in Partially Linear Proportional Hazards Model with Grouped Covariates and a Diverging Number of Parameters -- 19. Inference of Transition Probabilities in Multi-state Models using Adaptive Inverse Probability Censoring Weighting Technique. 330 $aThis edited collection discusses the emerging topics in statistical modeling for biomedical research. Leading experts in the frontiers of biostatistics and biomedical research discuss the statistical procedures, useful methods, and their novel applications in biostatistics research. Interdisciplinary in scope, the volume as a whole reflects the latest advances in statistical modeling in biomedical research, identifies impactful new directions, and seeks to drive the field forward. It also fosters the interaction of scholars in the arena, offering great opportunities to stimulate further collaborations. This book will appeal to industry data scientists and statisticians, researchers, and graduate students in biostatistics and biomedical science. It covers topics in: Next generation sequence data analysis Deep learning, precision medicine, and their applications Large scale data analysis and its applications Biomedical research and modeling Survival analysis with complex data structure and its applications. 410 0$aEmerging Topics in Statistics and Biostatistics,$x2524-7743 606 $aBiometry 606 $aQuantitative research 606 $aData mining 606 $aBiostatistics 606 $aData Analysis and Big Data 606 $aData Mining and Knowledge Discovery 615 0$aBiometry. 615 0$aQuantitative research. 615 0$aData mining. 615 14$aBiostatistics. 615 24$aData Analysis and Big Data. 615 24$aData Mining and Knowledge Discovery. 676 $a570.15195 702 $aZhao$b Yichuan$4edt$4http://id.loc.gov/vocabulary/relators/edt 702 $aChen$b Ding-Geng (Din)$4edt$4http://id.loc.gov/vocabulary/relators/edt 801 0$bMiAaPQ 801 1$bMiAaPQ 801 2$bMiAaPQ 906 $aBOOK 912 $a9910483548903321 996 $aStatistical Modeling in Biomedical Research$92147591 997 $aUNINA