পদ্ধতির তুলনা করুন
নির্বাচিত পদ্ধতিগুলো পাশাপাশি পর্যালোচনা করুন; যে সারিগুলোয় পার্থক্য আছে সেগুলো চিহ্নিত করা হয়।
| বিষমধর্মী ট্রিটমেন্ট ইফেক্ট ডাবলি রোবাস্ট এস্টিমেশন× | Marginal Structural Model (MSM)× | |
|---|---|---|
| ক্ষেত্র | কার্যকারণ অনুমান | কার্যকারণ অনুমান |
| পরিবার | Regression model | Regression model |
| উদ্ভবের বছর≠ | 2018-2023 | 2000 |
| প্রবর্তক≠ | Kennedy (2023); building on Robins, Rotnitzky & Zhao (1994) and Chernozhukov et al. (2018) | James M. Robins, Miguel A. Hernan, Babette Brumback |
| ধরন≠ | Semiparametric causal inference | Causal model / semiparametric weighting |
| মৌলিক উৎস≠ | Kennedy, E. H. (2023). Towards optimal doubly robust estimation of heterogeneous causal effects. Electronic Journal of Statistics, 17(2), 3008-3049. DOI ↗ | Robins, J. M., Hernan, M. A., & Brumback, B. (2000). Marginal structural models and causal inference in epidemiology. Epidemiology, 11(5), 550-560. DOI ↗ |
| অপর নাম | DR-HTE, augmented IPW for HTE, doubly robust CATE estimation, semiparametric HTE estimation | MSM, MSM-IPTW, marginal structural Cox model, weighted structural model |
| সম্পর্কিত | 5 | 5 |
| সারসংক্ষেপ≠ | Doubly robust estimation of heterogeneous treatment effects (HTE) estimates how the causal effect of a treatment varies across subgroups or individual covariate values. By combining an outcome model and a propensity score model, it retains consistency if either model is correctly specified, and supports flexible machine learning nuisance estimators through cross-fitting to produce valid conditional average treatment effect (CATE) estimates. | A marginal structural model is a causal modeling framework designed to estimate the effect of a time-varying treatment in the presence of time-varying confounders that are themselves affected by prior treatment. By reweighting observations with inverse probability of treatment weights, MSMs create a pseudo-population in which confounding is eliminated, enabling unbiased estimation of causal treatment contrasts even when standard regression adjustments would fail. |
| ScholarGateডেটাসেট ↗ |
|
|