Research Article

Least Square Support Tensor Regression Machine Based on Submatrix of the Tensor

Table 4

MSE of different algorithm for different data set.

Data SVR LS-SVRM RMR LASSO LS-STRM-SMT

Artificial data 1.8015
(±0.3047)
0.3347
(±0.0148)
0.7574
(±0.1778)
0.2190
(±0.0016)
0.2043
(±0.0063)
Slump 27.2552
(±119.9840)
0.4482
(±0.0052)
0.1970
(±0.0014)
0.3126
(±0.0057)
0.1931
0.0011)
Ticdata2000 0.1149
)
0.00742
)
0.1270
(±0.0027)
0.0557
)
0.0072
(±8.561e − 05)
ConcreteData 0.2114
(±0.0024)
0.1972
(±0.0080)
0.2026
(±0.0041)
0.1823
(±0.0010)
0.1459
0.0115)
BlogData 2.9480
(±0.6374)
0.5119
(±0.0010)
8.9211
(±0.1616)
0.5212
(±0.0077)
0.2899
(±0.0041)