Table 1.
Structure of training datasets for period t.
| Dataset → | 1 | 2 | … | ds |
|---|---|---|---|---|
| Input data | ||||
| Turnstile 1–Period t − 1 | c 1 1,t−1 | c 2 1,t−1 | … | cds 1,t−1 |
| Turnstile 2–Period t − 1 | c 1 2,t−1 | c 2 2,t−1 | … | cds 2,t−1 |
| … | … | … | … | … |
| Turnstile ts–Period t − 1 | c 1 ts ,t−1 | c 2 ts ,t−1 | … | cdsts ,t−1 |
| Turnstile 1–Period t − 2 | c 1 1,t−2 | c 2 1,t−2 | … | cds 1,t−2 |
| Turnstile 2–Period t − 2 | c 1 2,t−2 | c 2 2,t−2 | … | cds 2,t−2 |
| … | … | … | … | … |
| Turnstile ts–Period t − 2 | c 1 ts ,t−2 | c 2 ts ,t−2 | … | cdsts ,t−2 |
| Turnstile 1–Period t − 3 | c 1 1,t−3 | c 2 1,t−2 | … | cds 1,t−2 |
| Turnstile 2–Period t − 3 | c 1 2,t−2 | c 2 2,t−3 | … | cds 2,t−3 |
| … | … | … | … | … |
| Turnstile ts–Period t − 3 | c 1 ts ,t−3 | c 2 ts ,t−3 | … | cdsts ,t−3 |
| Turnstile 1–Period t − 4 | c 1 1,t−4 | c 2 1,t−4 | … | cds 1,t−4 |
| Turnstile 2–Period t − 4 | c 1 2,t−4 | c 2 2,t−4 | … | cds 2,t−4 |
| … | … | … | … | … |
| Turnstile ts–Period t − 4 | c 1 ts ,t−4 | c 2 ts ,t−4 | … | cdsts ,t−4 |
| Output data | ||||
| Railway section 1–Period t | f 1 1,t | f 2 1,t | … | fds 1,t |
| Railway section 2–Period t | f 1 2,t | f 2 2,t | … | fds 2,t |
| … | … | … | … | … |
| Railway section rs–Period t | f 1 rs ,t | f 2 rs ,t | … | fdsrs ,t |