From: Combining structured and unstructured data for predictive models: a deep learning approach
 | LR | RF | Fusion-CNN | Fusion-LSTM | |||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|
TÂ +Â S | U | UÂ +Â TÂ +Â S | TÂ +Â S | U | UÂ +Â TÂ +Â S | TÂ +Â S | U | UÂ +Â TÂ +Â S | TÂ +Â S | U | UÂ +Â TÂ +Â S | ||
LR | \(T + S\) | 1 | < 0.001 | < 0.001 | < 0.001 | < 0.001 | < 0.001 | 0.0208 | < 0.001 | < 0.001 | 0.0158 | 0.0076 | < 0.001 |
U | < 0.001 | 1 | < 0.001 | < 0.001 | < 0.001 | < 0.001 | < 0.001 | < 0.001 | < 0.001 | < 0.001 | 0.2449 | < 0.001 | |
\(U + T + S\) | < 0.001 | < 0.001 | 1 | < 0.001 | < 0.001 | < 0.001 | 0.3156 | 0.0954 | < 0.001 | < 0.001 | < 0.001 | < 0.001 | |
RF | \(T + S\) | < 0.001 | < 0.001 | < 0.001 | 1 | 0.073 | 0.116 | < 0.001 | < 0.001 | < 0.001 | < 0.001 | < 0.001 | < 0.001 |
U | < 0.001 | < 0.001 | < 0.001 | 0.073 | 1 | 0.7452 | < 0.001 | < 0.001 | < 0.001 | < 0.001 | < 0.001 | < 0.001 | |
\(U + T + S\) | < 0.001 | < 0.001 | < 0.001 | 0.116 | 0.7452 | 1 | < 0.001 | < 0.001 | < 0.001 | < 0.001 | < 0.001 | < 0.001 | |
Fusion-CNN | \(T + S\) | 0.0208 | < 0.001 | 0.3156 | < 0.001 | < 0.001 | < 0.001 | 1 | 0.0661 | 0.0011 | 0.1757 | 0.0012 | < 0.001 |
U | < 0.001 | < 0.001 | 0.0954 | < 0.001 | < 0.001 | < 0.001 | 0.0661 | 1 | 0.0011 | < 0.001 | < 0.001 | < 0.001 | |
\(U + T + S\) | < 0.001 | < 0.001 | < 0.001 | < 0.001 | < 0.001 | < 0.001 | 0.0011 | 0.0011 | 1 | < 0.001 | < 0.001 | 0.07 | |
Fusion-LSTM | \(T + S\) | 0.0158 | < 0.001 | < 0.001 | < 0.001 | < 0.001 | < 0.001 | 0.1757 | < 0.001 | < 0.001 | 1 | < 0.001 | < 0.001 |
U | 0.0076 | 0.2449 | < 0.001 | < 0.001 | < 0.001 | < 0.001 | 0.0012 | < 0.001 | < 0.001 | < 0.001 | 1 | < 0.001 | |
\(U + T + S\) | < 0.001 | < 0.001 | < 0.001 | < 0.001 | < 0.001 | < 0.001 | < 0.001 | < 0.001 | 0.07 | < 0.001 | < 0.001 | 1 |