পদ্ধতির তুলনা করুন
নির্বাচিত পদ্ধতিগুলো পাশাপাশি পর্যালোচনা করুন; যে সারিগুলোয় পার্থক্য আছে সেগুলো চিহ্নিত করা হয়।
| বেয়েশীয়ান কক্স রিগ্রেশন (Bayesian Cox Regression)× | Cox Proportional Hazards Regression× | |
|---|---|---|
| ক্ষেত্র≠ | পরিসংখ্যান | উত্তরজীবিতা |
| পরিবার≠ | Regression model | Survival analysis |
| উদ্ভবের বছর≠ | 1972 (Cox PH); 2001 (Bayesian treatment) | 1972 |
| প্রবর্তক≠ | Cox (1972) for the base model; Bayesian formulation by Sinha, Chen & Ghosh (1990s); comprehensive treatment by Ibrahim, Chen & Sinha (2001) | Cox, D. R. |
| ধরন≠ | Survival regression | Semi-parametric hazard regression model |
| মৌলিক উৎস≠ | Ibrahim, J. G., Chen, M.-H., & Sinha, D. (2001). Bayesian Survival Analysis. Springer. ISBN: 978-0387952772 | Cox, D. R. (1972). Regression Models and Life-Tables. Journal of the Royal Statistical Society: Series B, 34(2), 187–202. DOI ↗ |
| অপর নাম | Bayesian Cox PH model, Bayesian proportional hazards model, Bayesian survival regression, BCox | cox ph model, proportional hazards model, cox ph regression, Cox Orantılı Tehlikeler Regresyonu |
| সম্পর্কিত≠ | 6 | 3 |
| সারসংক্ষেপ≠ | Bayesian Cox regression combines the Cox proportional hazards model for time-to-event data with Bayesian inference. Instead of point estimates, it produces full posterior distributions over the hazard ratios, naturally incorporating prior knowledge and providing coherent uncertainty quantification even with small samples or informative censoring. | Cox proportional hazards regression, introduced by D. R. Cox in 1972, is a semi-parametric model that estimates how one or more covariates affect the hazard — the instantaneous rate of experiencing an event — while leaving the baseline hazard function unspecified. It is the standard multivariable method in survival analysis and produces hazard ratios that quantify the relative risk associated with each predictor. |
| ScholarGateডেটাসেট ↗ |
|
|