Table 8.
Mean Square Error and Bias for the using Weather data set.
Fixed Bandwidth h = 0.2 | ||
---|---|---|
Sample size | MSE | BIAS |
n = [75,75] | [0.09389, 0.08542] | [0.30641, 0.29226] |
n = [65,65] | [0.05138, 0.03421] | [0.22667, 0.18495] |
n = [55,55] | [0.07563, 0.06691] | [0.27500, 0.25866] |
n = [45,45] | [0.05114, 0.05046] | [0.22614, 0.22463] |
n = [35,35] | [0.05156, 0.04487] | [0.22706, 0.21182] |
Fixed Bandwidth h = 0.5 | ||
n = [75,75] | [0.09544, 0.08645] | [0.30893, 0.29402] |
n = [65,65] | [0.05509, 0.04258] | [0.23471, 0.20634] |
n = [55,55] | [0.08372, 0.06666] | [0.28934, 0.25818] |
n = [45,45] | [0.05292, 0.04750] | [0.23004, 0.21794] |
n = [35,35] | [0.05530, 0.04453] | [0.23515, 0.21102] |
: Direct Plug-in Method, Wand and Jones [15] | ||
n = [75,75] | [0.08938, 0.08278] | [0.29896, 0.28771] |
n = [65,65] | [0.04581, 0.03422] | [0.21403, 0.18498] |
n = [55,55] | [0.07358, 0.06531] | [0.27125, 0.25555] |
n = [45,45] | [0.05838, 0.04687] | [0.24161, 0.21649] |
n = [35,35] | [0.04910, 0.04319] | [0.22158, 0.20782] |
: Direct Plug-in Method, Wand and Jones [15] | ||
n = [75,75] | [0.08962, 0.08276] | [0.29936, 0.28768] |
n = [65,65] | [0.04539, 0.03403] | [0.21304, 0.18447] |
n = [55,55] | [0.07361, 0.06530] | [0.27131, 0.25553] |
n = [45,45] | [0.05850, 0.04674] | [0.24186, 0.21619] |
n = [35,35] | [0.04924, 0.04316] | [0.22190, 0.20774] |
: Biased Cross-validation, Scott and Terrell [16] | ||
n = [75,75] | [0.09067, 0.08417] | [0.30111, 0.29012] |
n = [65,65] | [0.04522, 0.03427] | [0.21264, 0.18512] |
n = [55,55] | [0.07464, 0.06670] | [0.27320, 0.25826] |
n = [45,45] | [0.05811, 0.04830] | [0.24106, 0.21977] |
n = [35,35] | [0.05031, 0.04484] | [0.22429, 0.21175] |
: Biased Cross-validation, Scott and Terrell [16] | ||
n = [75,75] | [0.09065, 0.08334] | [0.30108, 0.28868] |
n = [65,65] | [0.04512, 0.03415] | [0.21241, 0.18479] |
n = [55,55] | [0.07448, 0.06627] | [0.27291, 0.25742] |
n = [45,45] | [0.05829, 0.04800] | [0.24143, 0.21908] |
n = [35,35] | [0.05008, 0.04439] | [0.22378, 0.21068] |