Table 4: Model selection results from TSBM-SVR model for each stock.

StockKernel
Radial basis function (RBF)Polynomial
gC SVsRMSEdC SVsRMSE

Apple2−110310−42530.08192[0.001 : 1000][0.0001 : 0.1]710.266
BA2−110310−11070.09552[0.001 : 1000][0.0001 : 0.1]760.269
CAT2−110310−32540.08982[0.001 : 1000][0.0001 : 0.1]1560.233
JNJ2−110210−11370.26171[0.001 : 1000][0.0001 : 0.1]1160.426
S&P 5002−110310−42540.00041[0.001 : 1000][0.0001 : 0.1]1120.379
VZ2−110310−32510.00311[0.001 : 1000][0.0001 : 0.1]1250.269
XOM2−110310−42530.00012[0.001 : 1000][0.0001 : 0.1]1820.18