1. 医学图像处理与分析
- 超微细胞图像:细胞级疾病预测
- 脑部MRI(ADNI数据库):结构分析与疾病标志物挖掘
- 病理全切片(WSI):自动判读与特征提取
2. 统计建模与机器学习
- 非参数统计与贝叶斯推断
- 深度学习(医学应用与可解释性)
- 生存分析(临床预后预测融合)
- Bayesian Structural Equation Multi-State Model for Mediation Analysis. Structural Equation Modeling: A Multidisciplinary Journal, 2026.
- 杨琪. Mixture additive hazards cure model with latent variables: Application to corporate default data. COMPUTATIONAL STATISTICS & DATA ANALYSIS, 2025.
- 杨琪. Time-varying coefficient additive hazards model with latent variables. STATISTICAL METHODS IN MEDICAL RESEARCH, 928, 2025.
- 杨琪. Additive hazards model with time-varying coefficients and imaging predictors. STATISTICAL METHODS IN MEDICAL RESEARCH, 32, 353-372, 2025.
- . Bayesian Quantile Latent Factor on Image Regression. STRUCTURAL EQUATION MODELING-A MULTIDISCIPLINARY JOURNAL, 30, 70-85, 2025.
- 杨琪. Generalized Structural Equation Model with Survival Outcomes and Time-Varying Coefficients. STRUCTURAL EQUATION MODELING-A MULTIDISCIPLINARY JOURNAL, 30, 40-52, 2025.
- 杨琪. Data driven confidence intervals for diffusion process using double smoothing empirical likelihood. Journal of Computational and Applied Mathematics, 348, 282-297, 2018.
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