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 | 0.0113 | 0.1829 | 0.0122 | 0.0047 | 0.7356 | 0.9073 | 0.7304 | 0.5973 | 0.4643 | 0.5827 | 0.4685 | 0.4243 | 0.9383 | 0.9160 | 0.9349 | 1.1504 |
Median | 0.0096 | 0.0040 | 0.0111 | 0.0046 | 0.7322 | 0.6091 | 0.7278 | 0.5938 | 0.4655 | 0.4232 | 0.4703 | 0.4243 | 0.9378 | 1.1538 | 0.9353 | 1.1507 | |
Std | 0.0056 | 0.5373 | 0.0051 | 0.0003 | 0.0235 | 0.6294 | 0.0219 | 0.0129 | 0.0106 | 0.2935 | 0.0097 | 0.0013 | 0.0235 | 0.4254 | 0.0213 | 0.0011 | |
Min | 0.0055 | 0.0000 | 0.0068 | 0.0042 | 0.7058 | 0.5683 | 0.6987 | 0.5840 | 0.4371 | 0.4216 | 0.4480 | 0.4225 | 0.8930 | 0.0259 | 0.8970 | 1.1487 | |
Max | 0.0315 | 1.7121 | 0.0269 | 0.0057 | 0.8140 | 2.3622 | 0.7761 | 0.6263 | 0.4836 | 1.3523 | 0.4842 | 0.4274 | 0.9936 | 1.1556 | 0.9650 | 1.1516 | |
FF49Industries | Mean | 0.0149 | 0.0048 | 0.0130 | 0.0051 | 0.6899 | 0.6116 | 0.6875 | 0.6264 | 0.7604 | 0.5661 | 0.7592 | 0.5663 | 0.4675 | 0.9934 | 0.4676 | 0.9923 |
Median | 0.0131 | 0.0048 | 0.0122 | 0.0052 | 0.6973 | 0.6095 | 0.6877 | 0.6293 | 0.7613 | 0.5662 | 0.7615 | 0.5663 | 0.4634 | 0.9935 | 0.4646 | 0.9921 | |
Std | 0.0056 | 0.0004 | 0.0025 | 0.0003 | 0.0188 | 0.0106 | 0.0161 | 0.0110 | 0.0203 | 0.0012 | 0.0213 | 0.0009 | 0.0222 | 0.0006 | 0.0191 | 0.0007 | |
Min | 0.0090 | 0.0040 | 0.0106 | 0.0046 | 0.6452 | 0.5942 | 0.6577 | 0.6071 | 0.7231 | 0.5633 | 0.7126 | 0.5647 | 0.4371 | 0.9924 | 0.4394 | 0.9910 | |
Max | 0.0284 | 0.0056 | 0.0209 | 0.0060 | 0.7161 | 0.6322 | 0.7275 | 0.6430 | 0.7878 | 0.5681 | 0.7861 | 0.5682 | 0.5135 | 0.9944 | 0.5212 | 0.9937 | |
NASDAQ100 | Mean | 0.0060 | 0.0065 | 0.0060 | 0.0087 | 0.7885 | 0.5807 | 0.7862 | 0.6090 | 0.7007 | 0.3603 | 0.7013 | 0.3600 | 0.5367 | 1.2166 | 0.5348 | 1.2143 |
Median | 0.0058 | 0.0051 | 0.0060 | 0.0073 | 0.7846 | 0.5844 | 0.7847 | 0.5979 | 0.7071 | 0.3603 | 0.7065 | 0.3598 | 0.5331 | 1.2167 | 0.5318 | 1.2154 | |
Std | 0.0012 | 0.0045 | 0.0010 | 0.0033 | 0.0131 | 0.0380 | 0.0097 | 0.0326 | 0.0174 | 0.0013 | 0.0187 | 0.0009 | 0.0180 | 0.0009 | 0.0198 | 0.0029 | |
Min | 0.0044 | 0.0041 | 0.0048 | 0.0054 | 0.7720 | 0.5141 | 0.7711 | 0.5572 | 0.6494 | 0.3583 | 0.6499 | 0.3584 | 0.5155 | 1.2148 | 0.4940 | 1.2061 | |
Max | 0.0090 | 0.0249 | 0.0081 | 0.0157 | 0.8123 | 0.6846 | 0.8026 | 0.6820 | 0.7173 | 0.3631 | 0.7353 | 0.3621 | 0.5875 | 1.2177 | 0.5867 | 1.2179 | |
SP500 | Mean | 0.0025 | 0.0117 | 0.0024 | 0.0131 | 0.9130 | 0.6531 | 0.9114 | 0.6480 | 1.0043 | 0.4065 | 1.0042 | 0.4057 | 0.1793 | 1.1797 | 0.1795 | 1.1822 |
Median | 0.0024 | 0.0103 | 0.0023 | 0.0114 | 0.9127 | 0.6511 | 0.9104 | 0.6431 | 1.0049 | 0.4059 | 1.0049 | 0.4053 | 0.1784 | 1.1819 | 0.1786 | 1.1841 | |
Std | 0.0004 | 0.0053 | 0.0003 | 0.0070 | 0.0054 | 0.0345 | 0.0050 | 0.0311 | 0.0049 | 0.0038 | 0.0050 | 0.0021 | 0.0041 | 0.0112 | 0.0042 | 0.0072 | |
Min | 0.0018 | 0.0032 | 0.0018 | 0.0049 | 0.8997 | 0.5986 | 0.9060 | 0.5846 | 0.9939 | 0.4017 | 0.9937 | 0.4019 | 0.1718 | 1.1413 | 0.1722 | 1.1611 | |
Max | 0.0033 | 0.0204 | 0.0031 | 0.0325 | 0.9220 | 0.7283 | 0.9257 | 0.7103 | 1.0104 | 0.4183 | 1.0111 | 0.4108 | 0.1880 | 1.1929 | 0.1881 | 1.1913 | |
NASDAQComp | Mean | 0.0027 | 0.0106 | 0.0026 | 0.0123 | 0.8967 | 0.6113 | 0.8968 | 0.5986 | 1.0450 | 0.5133 | 1.0450 | 0.5132 | 0.1612 | 1.0369 | 0.1612 | 1.0417 |
Median | 0.0027 | 0.0099 | 0.0025 | 0.0100 | 0.8957 | 0.6068 | 0.8967 | 0.5950 | 1.0448 | 0.5119 | 1.0449 | 0.5144 | 0.1615 | 1.0396 | 0.1614 | 1.0425 | |
Std | 0.0004 | 0.0045 | 0.0003 | 0.0051 | 0.0068 | 0.0289 | 0.0068 | 0.0247 | 0.0021 | 0.0083 | 0.0021 | 0.0065 | 0.0017 | 0.0119 | 0.0017 | 0.0080 | |
Min | 0.0021 | 0.0054 | 0.0022 | 0.0063 | 0.8869 | 0.5638 | 0.8850 | 0.5521 | 1.0421 | 0.5025 | 1.0420 | 0.5019 | 0.1581 | 1.0050 | 0.1579 | 1.0245 | |
Max | 0.0038 | 0.0248 | 0.0030 | 0.0233 | 0.9106 | 0.6863 | 0.9140 | 0.6397 | 1.0499 | 0.5377 | 1.0499 | 0.5268 | 0.1644 | 1.0576 | 0.1646 | 1.0537 |