Deep advantage learning for optimal dynamic treatment regime

Figures & data

Figure 1. Value function given patients received estimated optimal treatments for both stages.

Table 1. Lists of STAR*D treatment options at level 2 and level 3.

Type	Level	Treatment
Switch	2	Bupropion SR, Sertraline, Venlafaxine XR
Augmentation	2	Citalopram plus Bupropion SR, Citalopram plus Buspirone
Switch	3	Nortriptyline, Mirtazapine
Augmentation	3	Lithium augmentation, Triiodothyronine augmentation

Table 2. Evaluation results for estimated values on STAR*D dataset.

Methods	Number of layers	Value function estimation
CCNN	2
CCNN	3
CNN	2
CNN	3
CNN	4
-pls	–