Statistics in Precision Health, 1st ed. 2024 Theory, Methods and Applications ICSA Book Series in Statistics Series
Coordonnateurs : Zhao Yichuan, Chen Ding-Geng
Part I An Overview of Precision Health in the Big Data Era.- Overview of Precision Health: Past, Current, and Future.- A Selective Review of Individualized Decision Making.- Utilizing Wearable Devices to Improve Precision in Physical Activity Epidemiology: Sensors, Data and Analytic Methods.- Policy Learning for Individualized Treatment Regimes on Infinite Time Horizon.- Q-Learning Based Methods for Dynamic Treatment Regimes.- Personalized Medicine with Multiple Treatments.- Statistical Reinforcement Learning and Dynamic Treatment Regimes.- Part II New Advances in Statistical Methods of Precision Medicine and the Applications.- Integrative Learning to Combine Individualized Treatment Rules from Multiple Randomized Trials.- Adaptive Semi-supervised Learning for Optimal Treatment Regime Estimation with Application to EMR Data.- Estimation and Inference for Individualized Treatment Rules Using Efficient Augmentation and Relaxation Learning.- Subgroup Analysis Using Doubly Robust Semiparametric Procedures.- A Selective Overview of Fusion Penalized Learning in Latent Subgroup Analysis for Precision Medicine.- Part III Precision Medicine in Clinic Trials and the applications to EHR Data.- Mining for Health: A Comparison of Word Embedding Methods for Analysis of EHRs Data.- Adaptive Designs for Precision Medicine in Clinical Trials: A Review and Some Innovative Designs.- Maximum Likelihood Estimation and Design and Inference Considerations for Sequential Multiple Assignment Randomized Trials.- Precision Medicine Designs for Cancer Clinical Trials.- Part IV Precision Medicine in Survival Analysis and Genomic Studies.- Variant Selection and Aggregation of Genetic Association Studies in Precision Medicine.- Leveraging Functional Annotations Improves Cross-population Genetic Risk Prediction.- A Soft-Thresholding Operator for Sparse Time-Varying Effects in Survival Models.- Discovery of Gene-specific Time Effects on Survival.- Modeling and Optimizing Dynamic Treatment Regimens in Continuous Time.
Date de parution : 07-2024
Ouvrage de 90 p.
15.5x23.5 cm