bike-course-design/outputs/time_split_experiment/time_split_feature_model_comparison.csv

1	特征方案	模型	特征数	训练集样本数	测试集样本数	训练日期起	训练日期止	测试日期起	测试日期止	RMSE	MAE	R2	测试预测最小值	测试预测最大值	未来预测最小值	未来预测最大值	未来预测均值
2	13特征_日期sin_cos	梯度提升树	13	584	147	2011-01-01	2012-08-06	2012-08-07	2012-12-31	1035.393806499406	869.0366952335274	0.6949404951600915	1193.005865875163	7448.828701180003	1862	6350	3848.46
3	12特征_仅日期sin	梯度提升树	12	584	147	2011-01-01	2012-08-06	2012-08-07	2012-12-31	1037.9787565353552	864.907988042832	0.6934153789548839	1570.2284280500735	7557.904184096963	1752	6174	3687.28
4	11特征_无日期	梯度提升树	11	584	147	2011-01-01	2012-08-06	2012-08-07	2012-12-31	1065.8819685946905	903.8377254645945	0.6767104504461063	1526.0106661213501	7445.060381049142	1927	6896	4029.71
5	12特征_日期数值	线性回归	12	584	147	2011-01-01	2012-08-06	2012-08-07	2012-12-31	1100.6960028141114	802.9604968933488	0.6552468729685021	1667.5505098104527	7202.426019549715	1341	5571	3322.7
6	11特征_无日期	线性回归	11	584	147	2011-01-01	2012-08-06	2012-08-07	2012-12-31	1102.6619968627012	803.6253768758826	0.6540142203549053	1677.5487160817047	7191.784877243726	1775	6001	3756.0
7	12特征_仅日期sin	线性回归	12	584	147	2011-01-01	2012-08-06	2012-08-07	2012-12-31	1109.0855745651786	812.0301896212464	0.6499713857316858	1680.4361958712066	7184.255023908034	1772	6010	3754.92
8	13特征_日期sin_cos	线性回归	13	584	147	2011-01-01	2012-08-06	2012-08-07	2012-12-31	1111.9746531184803	816.5536163460256	0.6481454179049195	1691.5799618779006	7248.332307970662	1775	5909	3690.63
9	12特征_日期数值	梯度提升树	12	584	147	2011-01-01	2012-08-06	2012-08-07	2012-12-31	1115.505147894367	754.6104141829828	0.6459076101057781	2210.8052037892908	7886.894463218566	3884	8023	6177.22
10	12特征_日期数值	随机森林	12	584	147	2011-01-01	2012-08-06	2012-08-07	2012-12-31	1211.6404640631436	857.2259950393145	0.5822456578217434	3362.6023664502195	7437.1805507936515	3778	7634	5700.92
11	11特征_无日期	随机森林	11	584	147	2011-01-01	2012-08-06	2012-08-07	2012-12-31	1243.2258138091481	1038.575310261998	0.5601815197920028	2508.394888672439	7396.9488500000025	1991	6107	3698.12
12	11特征_无日期	SVR	11	584	147	2011-01-01	2012-08-06	2012-08-07	2012-12-31	1256.1142258603181	1110.5200812033272	0.5510151326775178	2435.653600556283	6728.154381038747	1857	5138	3785.22
13	12特征_仅日期sin	随机森林	12	584	147	2011-01-01	2012-08-06	2012-08-07	2012-12-31	1300.1505289996633	1061.3027606571065	0.5189826853858082	2349.546295021645	7412.202957142856	1966	5800	3536.75
14	12特征_日期数值	SVR	12	584	147	2011-01-01	2012-08-06	2012-08-07	2012-12-31	1302.8065606379432	1122.631254189851	0.517015371360585	3038.4325167245174	6793.0357932052375	3203	5408	4553.72
15	13特征_日期sin_cos	随机森林	13	584	147	2011-01-01	2012-08-06	2012-08-07	2012-12-31	1362.4036579408184	1162.7424853677699	0.47181624787772836	2337.0508269841275	7378.615926190471	1981	5446	3498.99
16	13特征_日期sin_cos	SVR	13	584	147	2011-01-01	2012-08-06	2012-08-07	2012-12-31	1500.6745922933299	1355.960815132986	0.35916459954458013	2458.0732583146823	6405.637428945096	1864	4975	3596.58
17	12特征_仅日期sin	SVR	12	584	147	2011-01-01	2012-08-06	2012-08-07	2012-12-31	1514.2320642644604	1364.971543352133	0.3475333594320331	2414.919176938589	6342.6982615190545	1813	4998	3673.18