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 | 0.0064 | 0.0023 | 0.0069 | 0.0034 | 0.8197 | 0.6101 | 0.8047 | 0.5773 | 0.4081 | 0.4695 | 0.4021 | 0.3377 | 0.8638 | 0.9859 | 0.8531 | 1.1709 |
Median | 0.0057 | 0.0025 | 0.0061 | 0.0031 | 0.8155 | 0.5627 | 0.8076 | 0.5780 | 0.4121 | 0.3381 | 0.3976 | 0.3377 | 0.8619 | 1.1702 | 0.8467 | 1.1709 | |
Std | 0.0019 | 0.0009 | 0.0021 | 0.0011 | 0.0285 | 0.1424 | 0.0302 | 0.0131 | 0.0203 | 0.2699 | 0.0229 | 0.0002 | 0.0393 | 0.3800 | 0.0489 | 0.0001 | |
Min | 0.0041 | 0.0000 | 0.0038 | 0.0029 | 0.7669 | 0.5437 | 0.7452 | 0.5564 | 0.3683 | 0.3375 | 0.3603 | 0.3374 | 0.7963 | 0.1725 | 0.7953 | 1.1707 | |
Max | 0.0113 | 0.0033 | 0.0116 | 0.0080 | 0.8765 | 1.0000 | 0.8622 | 0.6087 | 0.4439 | 0.9994 | 0.4425 | 0.3383 | 0.9405 | 1.1704 | 0.9763 | 1.1710 | |
FF49Industries | Mean | 0.0086 | 0.0023 | 0.0089 | 0.0035 | 0.7854 | 0.6003 | 0.7960 | 0.6165 | 0.6558 | 0.4767 | 0.6534 | 0.4765 | 0.5578 | 1.0536 | 0.5555 | 1.0538 |
Median | 0.0083 | 0.0023 | 0.0085 | 0.0035 | 0.7811 | 0.6008 | 0.8004 | 0.6173 | 0.6575 | 0.4767 | 0.6554 | 0.4763 | 0.5574 | 1.0536 | 0.5509 | 1.0538 | |
Std | 0.0015 | 0.0002 | 0.0018 | 0.0003 | 0.0175 | 0.0117 | 0.0264 | 0.0112 | 0.0178 | 0.0003 | 0.0183 | 0.0004 | 0.0136 | 0.0002 | 0.0097 | 0.0003 | |
Min | 0.0068 | 0.0020 | 0.0060 | 0.0029 | 0.7540 | 0.5828 | 0.7564 | 0.5946 | 0.6208 | 0.4761 | 0.6147 | 0.4759 | 0.5372 | 1.0534 | 0.5410 | 1.0531 | |
Max | 0.0128 | 0.0029 | 0.0131 | 0.0042 | 0.8265 | 0.6220 | 0.8513 | 0.6409 | 0.6837 | 0.4774 | 0.6778 | 0.4771 | 0.5911 | 1.0540 | 0.5763 | 1.0542 | |
NASDAQ100 | Mean | 0.0039 | 0.0027 | 0.0040 | 0.0036 | 0.8822 | 0.5199 | 0.8797 | 0.5888 | 0.7326 | 0.2589 | 0.7330 | 0.2588 | 0.4321 | 1.2061 | 0.4311 | 1.2062 |
Median | 0.0037 | 0.0026 | 0.0039 | 0.0035 | 0.8822 | 0.5226 | 0.8807 | 0.5865 | 0.7338 | 0.2590 | 0.7344 | 0.2588 | 0.4270 | 1.2061 | 0.4297 | 1.2062 | |
Std | 0.0009 | 0.0005 | 0.0008 | 0.0004 | 0.0110 | 0.0204 | 0.0085 | 0.0175 | 0.0151 | 0.0006 | 0.0121 | 0.0005 | 0.0175 | 0.0004 | 0.0248 | 0.0003 | |
Min | 0.0026 | 0.0019 | 0.0027 | 0.0030 | 0.8633 | 0.4904 | 0.8652 | 0.5620 | 0.7021 | 0.2579 | 0.7091 | 0.2581 | 0.4118 | 1.2051 | 0.3986 | 1.2057 | |
Max | 0.0057 | 0.0039 | 0.0057 | 0.0046 | 0.8999 | 0.5507 | 0.8992 | 0.6220 | 0.7536 | 0.2599 | 0.7541 | 0.2599 | 0.4720 | 1.2066 | 0.4793 | 1.2067 | |
SP500 | Mean | 0.0016 | 0.0048 | 0.0015 | 0.0041 | 0.9547 | 0.6605 | 0.9551 | 0.6318 | 1.0134 | 0.2787 | 1.0135 | 0.2761 | 0.1481 | 1.1828 | 0.1468 | 1.1953 |
Median | 0.0015 | 0.0047 | 0.0015 | 0.0039 | 0.9547 | 0.6738 | 0.9550 | 0.6289 | 1.0134 | 0.2788 | 1.0135 | 0.2760 | 0.1467 | 1.1830 | 0.1440 | 1.1960 | |
Std | 0.0003 | 0.0015 | 0.0003 | 0.0008 | 0.0049 | 0.0418 | 0.0046 | 0.0237 | 0.0052 | 0.0013 | 0.0053 | 0.0011 | 0.0057 | 0.0060 | 0.0062 | 0.0025 | |
Min | 0.0011 | 0.0025 | 0.0011 | 0.0032 | 0.9459 | 0.5706 | 0.9471 | 0.5942 | 1.0027 | 0.2757 | 1.0025 | 0.2743 | 0.1418 | 1.1727 | 0.1399 | 1.1885 | |
Max | 0.0024 | 0.0077 | 0.0019 | 0.0065 | 0.9643 | 0.7284 | 0.9654 | 0.7074 | 1.0211 | 0.2815 | 1.0217 | 0.2795 | 0.1616 | 1.1917 | 0.1609 | 1.1981 | |
NASDAQComp | Mean | 0.0010 | 0.0045 | 0.0009 | 0.0089 | 0.9714 | 0.7839 | 0.9711 | 0.8766 | 1.1084 | 0.2070 | 1.1085 | 0.2012 | 0.0499 | 1.2214 | 0.0492 | 1.2472 |
Median | 0.0010 | 0.0036 | 0.0009 | 0.0057 | 0.9721 | 0.7862 | 0.9703 | 0.8578 | 1.1098 | 0.2045 | 1.1099 | 0.1970 | 0.0488 | 1.2219 | 0.0481 | 1.2509 | |
Std | 0.0002 | 0.0019 | 0.0002 | 0.0079 | 0.0020 | 0.0596 | 0.0027 | 0.1232 | 0.0033 | 0.0133 | 0.0033 | 0.0127 | 0.0034 | 0.0133 | 0.0037 | 0.0123 | |
Min | 0.0007 | 0.0030 | 0.0007 | 0.0025 | 0.9678 | 0.6011 | 0.9654 | 0.6346 | 1.1013 | 0.1991 | 1.1013 | 0.1922 | 0.0464 | 1.1886 | 0.0452 | 1.2132 | |
Max | 0.0014 | 0.0107 | 0.0013 | 0.0361 | 0.9740 | 0.8741 | 0.9769 | 1.1636 | 1.1128 | 0.2607 | 1.1129 | 0.2458 | 0.0570 | 1.2395 | 0.0571 | 1.2579 |