Table 1 Taxonomy for survival estimation
Prognosis category | Hazard estimation | Survival estimation | |||
|---|---|---|---|---|---|
Machine learning category | Hazard estimation (regression) | Survival time estimation (regression) | Survival status (classification) | ||
Method | Non-deep learning | Deep learning | Non-deep learning | Non-deep learning | Deep learning |
Algorithms | Penalized Cox model [9] Cox-Boost algorithm [10] Time-Dependent Cox model [11] Lasso-Cox model [12] | Deep exponential families [13] DeepSurv [1] DeepHit [14] | Exponential distribution [15, 16] Weibull distribution [17] Gompertz distribution [18] Log-logistic distribution [19] | Support vector machine [20] Decision tree [21] | Lung tumor with deep learning [22] Brain tumor with deep learning [23] |