From: Portfolio optimization by improved NSGA-II and SPEA 2 based on different risk measures
Dataset | Statistic | S | Δ ∗ | IGD | HV | ||||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
NSGA-IIb | NSGA-IIa | SPEA 2b | SPEA 2a | NSGA-IIb | NSGA-IIa | SPEA 2b | SPEA 2a | NSGA-IIb | NSGA-IIa | SPEA 2b | SPEA 2a | NSGA-IIb | NSGA-IIa | SPEA 2b | SPEA 2a | ||
DowJones | Mean | 0.0080 | 0.0021 | 0.0082 | 0.0045 | 0.7888 | 0.6141 | 0.7795 | 0.6066 | 0.4172 | 0.4957 | 0.4120 | 0.3577 | 0.8327 | 0.8893 | 0.8224 | 1.1028 |
Median | 0.0074 | 0.0023 | 0.0074 | 0.0045 | 0.7922 | 0.5662 | 0.7774 | 0.6054 | 0.4188 | 0.3578 | 0.4108 | 0.3577 | 0.8193 | 1.1041 | 0.8177 | 1.1027 | |
Std | 0.0028 | 0.0008 | 0.0025 | 0.0005 | 0.0293 | 0.1460 | 0.0328 | 0.0102 | 0.0127 | 0.2451 | 0.0115 | 0.0004 | 0.0314 | 0.3845 | 0.0252 | 0.0003 | |
Min | 0.0044 | 0.0000 | 0.0050 | 0.0038 | 0.7340 | 0.5343 | 0.7277 | 0.5956 | 0.3910 | 0.3575 | 0.3955 | 0.3571 | 0.7866 | 0.1725 | 0.7898 | 1.1020 | |
Max | 0.0155 | 0.0029 | 0.0153 | 0.0056 | 0.8532 | 1.0000 | 0.8469 | 0.6372 | 0.4361 | 0.9095 | 0.4360 | 0.3582 | 0.9013 | 1.1046 | 0.8962 | 1.1033 | |
FF49Industries | Mean | 0.0085 | 0.0023 | 0.0083 | 0.0035 | 0.8015 | 0.6135 | 0.8026 | 0.6111 | 0.6740 | 0.5055 | 0.6787 | 0.5052 | 0.5184 | 0.9957 | 0.5103 | 0.9953 |
Median | 0.0083 | 0.0023 | 0.0082 | 0.0034 | 0.8023 | 0.6131 | 0.8030 | 0.6118 | 0.6792 | 0.5056 | 0.6804 | 0.5052 | 0.5171 | 0.9957 | 0.5089 | 0.9954 | |
Std | 0.0018 | 0.0002 | 0.0015 | 0.0005 | 0.0208 | 0.0165 | 0.0255 | 0.0112 | 0.0162 | 0.0002 | 0.0136 | 0.0002 | 0.0134 | 0.0002 | 0.0115 | 0.0003 | |
Min | 0.0061 | 0.0018 | 0.0053 | 0.0028 | 0.7702 | 0.5807 | 0.7529 | 0.5894 | 0.6404 | 0.5051 | 0.6473 | 0.5049 | 0.4992 | 0.9954 | 0.4924 | 0.9946 | |
Max | 0.0115 | 0.0025 | 0.0111 | 0.0046 | 0.8508 | 0.6456 | 0.8556 | 0.6317 | 0.6970 | 0.5059 | 0.7021 | 0.5057 | 0.5592 | 0.9960 | 0.5416 | 0.9958 | |
NASDAQ100 | Mean | 0.0044 | 0.0024 | 0.0044 | 0.0047 | 0.8454 | 0.5250 | 0.8410 | 0.6157 | 0.7159 | 0.3011 | 0.7179 | 0.3009 | 0.4227 | 1.1232 | 0.4132 | 1.1225 |
Median | 0.0044 | 0.0022 | 0.0044 | 0.0047 | 0.8487 | 0.5259 | 0.8399 | 0.6136 | 0.7223 | 0.3010 | 0.7245 | 0.3007 | 0.4169 | 1.1234 | 0.4106 | 1.1225 | |
Std | 0.0007 | 0.0006 | 0.0006 | 0.0006 | 0.0140 | 0.0194 | 0.0137 | 0.0187 | 0.0165 | 0.0007 | 0.0175 | 0.0006 | 0.0154 | 0.0006 | 0.0141 | 0.0007 | |
Min | 0.0031 | 0.0020 | 0.0031 | 0.0037 | 0.8158 | 0.4981 | 0.8131 | 0.5792 | 0.6785 | 0.2999 | 0.6767 | 0.2997 | 0.4024 | 1.1221 | 0.3920 | 1.1215 | |
Max | 0.0060 | 0.0041 | 0.0056 | 0.0057 | 0.8634 | 0.5854 | 0.8716 | 0.6468 | 0.7366 | 0.3025 | 0.7441 | 0.3019 | 0.4523 | 1.1242 | 0.4506 | 1.1239 | |
SP500 | Mean | 0.0017 | 0.0046 | 0.0017 | 0.0038 | 0.9455 | 0.6555 | 0.9445 | 0.6475 | 0.9658 | 0.3561 | 0.9658 | 0.3528 | 0.1886 | 1.0962 | 0.1877 | 1.1084 |
Median | 0.0017 | 0.0039 | 0.0017 | 0.0035 | 0.9464 | 0.6576 | 0.9438 | 0.6473 | 0.9660 | 0.3560 | 0.9660 | 0.3529 | 0.1889 | 1.0964 | 0.1868 | 1.1084 | |
Std | 0.0003 | 0.0019 | 0.0003 | 0.0008 | 0.0050 | 0.0306 | 0.0047 | 0.0267 | 0.0028 | 0.0012 | 0.0030 | 0.0008 | 0.0030 | 0.0053 | 0.0038 | 0.0022 | |
Min | 0.0012 | 0.0027 | 0.0013 | 0.0026 | 0.9383 | 0.6110 | 0.9363 | 0.5905 | 0.9606 | 0.3543 | 0.9599 | 0.3513 | 0.1843 | 1.0843 | 0.1828 | 1.1027 | |
Max | 0.0025 | 0.0106 | 0.0026 | 0.0060 | 0.9559 | 0.7413 | 0.9594 | 0.6927 | 0.9709 | 0.3585 | 0.9717 | 0.3541 | 0.1951 | 1.1052 | 0.1952 | 1.1119 | |
NASDAQComp | Mean | 0.0014 | 0.0062 | 0.0014 | 0.0044 | 0.9527 | 0.7833 | 0.9533 | 0.7366 | 0.9476 | 0.4536 | 0.9475 | 0.4497 | 0.2150 | 0.9999 | 0.2143 | 1.0210 |
Median | 0.0013 | 0.0051 | 0.0014 | 0.0040 | 0.9515 | 0.7882 | 0.9546 | 0.7343 | 0.9482 | 0.4507 | 0.9483 | 0.4504 | 0.2147 | 1.0054 | 0.2139 | 1.0225 | |
Std | 0.0003 | 0.0035 | 0.0002 | 0.0014 | 0.0038 | 0.0381 | 0.0050 | 0.0267 | 0.0027 | 0.0114 | 0.0027 | 0.0053 | 0.0021 | 0.0173 | 0.0024 | 0.0068 | |
Min | 0.0010 | 0.0033 | 0.0011 | 0.0029 | 0.9465 | 0.7014 | 0.9425 | 0.6977 | 0.9412 | 0.4434 | 0.9411 | 0.4388 | 0.2112 | 0.9573 | 0.2111 | 1.0037 | |
Max | 0.0021 | 0.0190 | 0.0018 | 0.0089 | 0.9617 | 0.8544 | 0.9614 | 0.8029 | 0.9509 | 0.4952 | 0.9510 | 0.4585 | 0.2195 | 1.0287 | 0.2197 | 1.0341 |