Table 4. 4-fold cross validation training and testing data division for Beijing, Tianjin and Shijiazhuang.
Sl. No. | Data (training/testing) | Duration | No. of data points (days) |
---|---|---|---|
1 | Train 1 | 01.01.2014–30.09.2015 | 638 |
Test1 | 01.10.2015–30.04.2016 | 213 | |
2 | Train 2 | 01.08.2014–30.04.2016 | 639 |
Test 2 | 01.01.2014–31.07.2014 | 212 | |
3 | Train 3 | 02.03.2015–31.07.2014 * | 638 |
Test 3 | 01.08.2014–01.03.2015 | 213 | |
4 | Train 4 | 30.09.2015–01.03.2015** | 639 |
Test 4 | 02.03.2015–29.09.2015 | 212 |
* 02.03.2015–31.07.2014 represents data from 2nd March 2015 to 30th April 2016 and from 1st January 2014 to 31st July 2014.
** 30.09.2015–01.03.2015 represents data from 30th September 2015 to 30th April 2016 and from 1st January 2014 to 1st March 2015.