% Data for sparse bayes network identification. n = 10; N = 1000; Siginv = [... 4.0000 0.0000 0.0000 0.0000 0.0000 ... 0.0000 0.0000 0.3273 0.2932 0.0000 ... ; 0.0000 0.6688 0.0000 0.0000 0.2877 ... 0.0000 0.0000 0.1746 0.0000 0.0000 ... ; 0.0000 0.0000 4.0000 0.0000 0.0000 ... 0.0000 1.1892 -0.1867 0.0000 0.1253 ... ; 0.0000 0.0000 0.0000 4.0000 -1.1465 ... 0.0000 0.0000 0.0000 0.0000 0.0000 ... ; 0.0000 0.2877 0.0000 -1.1465 6.3818 ... 0.0000 0.0000 0.0000 0.0000 2.1832 ... ; 0.0000 0.0000 0.0000 0.0000 0.0000 ... 4.0000 0.0000 0.0000 0.0000 0.0000 ... ; 0.0000 0.0000 1.1892 0.0000 0.0000 ... 0.0000 4.0000 0.0000 0.0000 -0.1740 ... ; 0.3273 0.1746 -0.1867 0.0000 0.0000 ... 0.0000 0.0000 4.0000 0.0000 0.0000 ... ; 0.2932 0.0000 0.0000 0.0000 0.0000 ... 0.0000 0.0000 0.0000 2.8234 0.0000 ... ; 0.0000 0.0000 0.1253 0.0000 2.1832 ... 0.0000 -0.1740 0.0000 0.0000 4.0000 ... ; ]; Ys = [... 0.0063 0.4022 0.3284 0.2163 -0.2996 ... 0.4663 -0.1132 0.1440 -0.4842 0.0863 ... 0.0125 -0.6255 0.7009 -0.4224 -0.2056 ... 0.2962 -0.6850 -0.5632 -0.1589 -1.0096 ... 0.1644 -0.3686 0.2385 -0.2959 -0.0746 ... 0.0332 -0.5616 0.1210 0.9221 -0.0524 ... -0.9622 0.1076 -0.0904 -0.2139 0.0124 ... -0.2533 -0.0964 -0.2079 0.3110 0.8358 ... 0.2871 0.1830 -0.6467 -1.1710 -0.2036 ... -1.0251 0.6316 -0.7134 0.0950 0.1660 ... -0.2865 0.2924 0.4457 0.8327 0.3285 ... 0.3360 0.0911 -0.3468 0.1097 0.4429 ... 0.2441 0.3277 -0.6083 -0.7903 -0.4708 ... -0.3979 -0.1093 -0.5667 0.6589 0.9873 ... 0.4174 -0.6118 -1.0609 0.2549 1.3871 ... 0.5557 0.4523 0.2712 -0.7349 -1.0876 ... 0.0518 0.5382 1.2635 -0.5011 0.3089 ... 0.1223 0.0880 0.1449 -0.1534 0.5287 ... 0.0199 0.2730 0.8967 -0.1879 0.0478 ... 0.0943 -0.1681 -0.1734 -0.1389 0.2964 ... 0.1625 -0.1327 -0.1956 -0.5618 -0.0332 ... 0.4433 -0.9953 0.9068 -0.1982 0.4112 ... 0.0406 -0.7143 -0.1957 -0.3912 -0.6811 ... -0.3623 0.0624 -0.0967 0.6668 -0.3457 ... -0.2181 1.0015 -0.4401 0.6761 -1.0079 ... 0.1991 0.0110 -0.4488 0.2005 0.8896 ... -0.5148 0.2370 -0.3449 -0.5971 0.2361 ... 0.9484 0.3020 -0.3362 -0.0087 -0.0215 ... -0.3178 0.8618 -0.2963 -0.6152 -0.2945 ... -0.7882 0.7809 -0.0695 -0.5796 -0.8421 ... 0.2296 -0.0497 -0.2098 0.5351 -0.0099 ... -0.1283 0.1787 0.9373 0.4709 -0.4060 ... 0.5299 -0.2373 -0.4860 0.0504 -0.2728 ... 0.2531 -0.1386 0.1211 0.0132 0.3921 ... -0.8686 -0.1620 0.9478 -0.2074 0.2351 ... -0.3780 0.0790 -0.0730 -0.4846 0.9559 ... -0.6347 -0.6148 0.1742 -0.6580 0.2452 ... -0.7473 0.0249 -0.5147 -0.0228 0.0137 ... 0.9396 0.1274 -0.6207 -0.1534 -0.0393 ... 0.8651 0.0033 0.4837 -0.7990 1.1236 ... 0.1196 -0.2102 0.0438 0.2669 -1.3753 ... -0.5472 -0.1454 0.2169 0.0217 0.8125 ... 0.7401 -1.4958 -0.1626 -0.2461 0.0496 ... 0.3305 -0.2002 -0.3983 -0.8318 -0.3233 ... -0.1785 -0.9466 0.0653 -0.2506 0.6184 ... 0.3062 -0.7697 0.4091 -0.0819 -0.1220 ... 0.3801 -0.3231 0.8358 1.0432 0.0428 ... -0.0111 0.1304 0.0853 -0.0455 -0.2774 ... 0.4458 0.1403 -0.5677 0.1016 -0.1562 ... -0.4911 -0.7172 0.0513 0.1654 0.4419 ... 0.0951 -0.5023 0.8519 -0.5026 0.2512 ... 0.4904 0.4662 -0.5363 0.5715 0.1698 ... 0.0238 0.1979 0.2086 -0.2928 -0.6414 ... -0.1919 -1.1699 0.0882 -0.5153 0.3204 ... -0.9264 -0.1972 0.2234 0.5675 0.2420 ... 0.4530 -0.4389 0.1077 0.3085 -0.0040 ... 0.3611 -0.1878 0.2002 -0.2953 0.0066 ... 0.6641 1.0966 0.3892 -0.7977 0.2867 ... 0.4364 0.4985 -0.0597 0.1696 0.0356 ... -0.3078 0.2241 -0.4899 0.8107 -0.0925 ... 0.4486 -0.1905 -0.1505 0.7927 0.5724 ... -0.3476 -0.5222 -0.0953 0.7732 0.1639 ... -0.0080 0.7167 -0.3178 -0.1738 0.4224 ... 0.2737 0.1901 -0.0534 0.3566 0.1308 ... -0.2537 -0.1218 -0.5494 -0.2134 0.5849 ... 1.1373 0.5739 -0.1939 0.1990 0.2788 ... 0.0376 -1.0028 0.6181 0.3220 -0.1934 ... 0.0633 0.0508 -0.4629 0.1391 0.4293 ... -0.3900 0.6039 0.2378 -0.2516 -0.3670 ... 0.0422 0.6610 -0.3077 0.5275 -0.2621 ... -0.5581 -0.8906 -0.3406 0.4380 -0.2639 ... 0.6551 0.1961 -0.1266 0.7162 0.3999 ... 0.4438 0.0411 -0.6605 -0.6746 -0.1563 ... 0.3131 -0.8005 -0.3676 1.0610 -0.4792 ... 0.3334 -0.5477 0.1816 0.0887 -0.5428 ... 0.2603 -0.1888 -0.4082 -0.1847 0.0971 ... 0.5381 -0.7624 -0.6453 0.1467 -0.0780 ... 0.2992 0.2777 -0.0710 -0.3099 0.9954 ... 0.1152 0.7091 0.4061 -0.2429 -0.1618 ... 0.5449 -0.0697 0.3882 -1.3001 -0.3377 ... -0.5899 -0.6485 -0.2473 -0.2677 0.5135 ... 0.4594 -0.0494 0.2471 -0.4415 -0.4665 ... 0.6445 -0.2748 -0.0508 0.9023 0.1368 ... 0.0779 -0.1590 0.3630 -0.9075 -0.1398 ... -0.6191 0.1352 -0.2101 0.0073 -0.2130 ... 0.4658 0.6795 -0.3531 0.3577 -0.0257 ... 1.1755 0.5052 -0.2023 -0.3011 -0.7301 ... -0.2918 0.0399 -0.7917 -0.5732 0.5646 ... 0.7780 0.4874 0.2955 1.6929 0.3652 ... 0.7718 -0.3655 0.2081 -0.4603 -0.5086 ... 0.6137 -0.0145 0.6170 -0.5271 -0.6120 ... 0.7571 0.0072 0.0006 -0.5086 0.6131 ... 0.2378 -0.4775 -0.2803 0.7421 -0.1254 ... 0.2233 0.3167 -0.3095 -0.3980 -0.6822 ... -0.0103 -0.2581 0.3947 0.5480 0.1772 ... 0.1800 0.5032 0.4294 0.4977 -0.3026 ... 0.9258 -0.1858 -0.1554 -0.3266 -0.3894 ... -0.3218 -0.0045 0.3058 0.7987 0.5488 ... -0.0316 0.5708 0.0229 0.3855 -1.0758 ... -0.4095 0.3413 -1.3217 0.5644 -0.2672 ... 0.3696 -0.0854 -0.5850 -0.5635 -0.5254 ... -0.6895 -0.2111 0.1884 0.3896 -0.7295 ... -0.3876 0.2827 0.1316 0.2515 -0.5260 ... 0.7231 -0.0743 0.1506 -0.5818 0.0855 ... 0.3716 0.1280 -0.2315 -0.1757 0.5182 ... -0.6333 -1.1707 0.3635 0.4584 0.1847 ... -0.0529 0.0974 0.0755 -0.7250 -0.0726 ... 0.5382 -0.0027 -0.6758 -0.1235 -1.0175 ... -0.4602 -0.5828 0.3037 -0.2997 -0.4829 ... 0.1723 0.8237 0.3808 0.5825 0.6718 ... 0.3716 -0.6258 -0.7217 0.9480 0.3846 ... -0.3005 -0.3004 -0.6973 -0.6755 0.1945 ... 0.9109 0.0634 0.5352 -0.1635 -0.1148 ... -0.2410 0.4481 0.3564 0.2209 0.0132 ... -0.6424 1.4290 0.7210 -0.8399 -0.6434 ... -0.0390 -0.4641 -0.3220 -0.0709 -0.3981 ... -0.0623 -0.1868 -0.1661 0.2483 -0.3960 ... 0.1033 0.0675 0.4933 -0.1733 0.3523 ... -0.2899 0.1045 0.1890 -0.5478 -0.6284 ... 1.0962 -0.3190 0.1681 0.4958 -0.6397 ... -0.1811 0.2516 -0.8328 -0.3599 -0.8271 ... -0.0844 1.1384 -0.2124 0.4013 -0.1120 ... 0.0994 0.4619 -0.3453 0.7945 0.2719 ... -0.1365 0.1260 -0.2185 0.1072 -0.2071 ... 1.2403 0.4494 -0.3396 0.3985 1.1557 ... -0.1113 1.1282 0.0772 -0.5143 -0.2923 ... -0.6533 -0.0284 -1.0255 0.1604 0.2062 ... -0.6079 -0.6485 0.0733 0.3536 0.4210 ... 0.0072 -0.0572 -0.3313 -0.2830 0.0278 ... 0.0679 -0.7864 -0.9843 -0.4729 -0.5788 ... -0.0001 -0.3961 0.3753 -1.2211 -1.1739 ... -0.1217 -0.4533 0.2615 -0.3213 1.1328 ... 0.2246 -0.2563 0.8650 -0.2830 -0.1127 ... 0.0096 0.5291 1.1339 0.3544 -0.2918 ... -0.0097 0.3807 0.2130 0.8108 -0.5039 ... 0.0108 0.5962 -0.3493 1.0978 0.2663 ... -0.4502 -1.0096 -0.2700 -0.5734 0.2728 ... -0.7250 -0.1549 -0.9150 0.8185 0.1486 ... -0.6430 0.8543 -0.9517 0.0252 -0.2839 ... 0.3076 0.2998 0.0922 -0.2359 -0.7390 ... -0.2620 0.3200 -0.7766 0.2461 0.6928 ... -0.0247 0.8195 0.0226 0.2476 0.1667 ... 0.3896 -0.5308 -0.3889 0.2667 0.1351 ... 0.3044 0.9309 -0.7279 -0.0264 -0.3572 ... -0.7104 -0.0134 -0.6380 0.3403 0.0163 ... -0.6232 0.7538 0.6019 0.2010 0.2668 ... -0.2948 -0.2307 -0.2264 -0.0940 0.0260 ... -0.0526 0.1767 -0.1734 0.1110 0.2344 ... -0.1038 0.4119 0.3656 -1.0088 -0.2920 ... -0.3025 -0.4077 0.5880 -0.9436 0.2115 ... -0.0309 0.1810 0.5130 -0.1459 -0.3486 ... 0.1322 0.1585 -0.1971 -0.7185 -0.1965 ... 0.1465 -0.8485 -0.6790 0.3224 -0.0024 ... 0.0317 0.2453 0.3239 0.0836 -0.0156 ... 0.1828 0.2340 -0.3633 0.0154 0.5439 ... 0.0817 -0.0052 0.7879 0.1678 0.3574 ... 0.3696 -0.2613 -0.3909 -0.6660 -0.4502 ... 0.2014 -0.1342 0.0891 -0.2026 0.6663 ... 0.1687 -0.5735 -0.1971 -0.2762 0.6534 ... -0.6898 0.8663 0.1433 0.1555 -0.1476 ... -0.0102 0.0312 0.4944 -0.7487 0.1281 ... 0.5506 -0.2508 0.1820 -0.7410 0.7092 ... -0.7091 0.6373 -0.2874 1.1964 -0.9083 ... -0.1079 -0.0146 0.0122 0.0823 0.1899 ... -0.4218 -0.0479 -0.9764 0.5317 -0.1531 ... -0.4296 0.7729 -0.0509 -0.5134 0.0398 ... -0.1694 0.0808 -0.1473 -0.5182 0.5232 ... -0.2727 -0.3515 0.5963 -0.3799 0.5237 ... -0.2823 -0.6182 0.5935 -0.8214 0.3496 ... 0.4599 -0.1834 -0.4790 -0.2938 0.2776 ... -0.5100 -0.1084 -0.3326 0.8855 -0.0914 ... 0.7492 0.3307 -0.9167 -0.4149 0.1411 ... 0.8448 -0.1387 -0.1971 0.1290 0.6339 ... 0.7001 0.7382 0.3729 0.1836 -0.6668 ... 0.3674 -0.2014 0.2964 0.6228 -0.1655 ... -0.1057 0.7381 0.4148 0.4421 0.1144 ... -0.8334 -0.7758 -0.6794 0.4340 0.8008 ... 0.3923 -1.3028 -0.6658 0.0004 -0.0675 ... -0.3707 0.3350 0.0821 -0.5867 -0.0641 ... 0.4068 -0.0793 -0.3222 0.0219 -0.1292 ... 0.4341 0.1667 0.4297 0.2434 -0.8161 ... 0.3323 -0.0748 0.8744 0.1734 0.1077 ... -0.4275 0.3898 -0.0518 0.4012 -0.3061 ... 0.0143 -0.0402 0.3899 -0.0994 -0.8694 ... 0.6967 -0.3473 -0.4871 -0.0748 0.2805 ... 0.4412 -0.2788 0.1483 -0.1716 0.4315 ... -0.9766 0.4602 -0.5265 0.5854 0.2527 ... -0.2126 -0.5495 0.5462 0.3447 0.3532 ... -0.2961 0.6215 0.5687 -0.2494 0.4691 ... 0.0655 0.2012 -0.2299 0.7590 -0.1892 ... 1.0395 -0.6310 0.4789 -0.3175 0.1779 ... -0.2136 0.0695 -0.4795 0.4936 -0.1890 ... -0.3390 -0.4711 -0.4109 0.5223 0.4589 ... 0.9456 -0.0819 -0.5296 0.1957 -0.1501 ... -0.1544 -0.0505 0.0500 0.3406 0.1095 ... -0.1291 0.2118 -0.9652 -0.0863 0.9135 ... -0.2140 0.3670 0.6005 -0.5840 -0.2638 ... -0.0549 -0.0150 -0.1575 -0.3022 -0.2307 ... 0.1893 0.2203 0.5163 0.4178 -0.1502 ... 0.5812 -0.2939 0.2079 -0.2606 -0.6325 ... ; 1.3245 1.5561 1.5165 0.3032 0.4446 ... 0.8522 0.1158 -1.2219 0.9580 -0.0274 ... -1.4064 -1.5677 1.4074 -0.2591 -0.0151 ... -0.3563 0.3138 1.2610 -1.3951 -0.6399 ... 1.1972 0.0761 0.0981 0.2279 -1.6263 ... -0.1942 -1.2079 0.4934 0.3734 0.7114 ... -2.0660 1.2347 -3.0270 -0.0594 -1.0349 ... 2.0208 0.4320 2.3549 -0.7964 1.0626 ... -2.3525 0.0514 1.8585 -1.0062 0.2499 ... -0.1598 -3.1772 -1.3200 -0.2113 -0.1454 ... 2.1249 0.6185 -0.2653 -0.3209 -0.2452 ... 0.2444 -0.4445 -1.0699 -1.8422 -1.2413 ... -0.8568 0.9549 0.4093 0.3847 0.2331 ... 2.7264 -0.1752 1.2809 1.3639 -0.0988 ... -0.5605 -0.1764 0.1034 0.2650 0.5254 ... 0.9240 -2.0435 -1.9952 0.3613 0.3462 ... 0.4934 0.2218 0.9915 0.4708 0.5954 ... 0.7882 -1.6877 -0.2378 1.3290 0.0146 ... 1.0699 0.8641 0.8774 0.8052 -1.9179 ... 1.8447 0.6776 -0.4700 0.1335 -0.6610 ... -0.9752 0.1051 -1.3566 0.4196 -0.8466 ... 2.0139 3.7485 1.6993 -0.5628 0.5484 ... -0.8651 0.6503 1.6616 -0.0809 -2.3277 ... -0.7450 2.3611 0.5386 0.4419 1.8908 ... 0.6499 0.8744 -2.1911 -0.7584 -0.5665 ... -0.6332 0.0259 -2.1284 1.5677 0.7685 ... -0.9354 1.5324 1.7090 0.1958 0.3955 ... -0.0006 1.1246 -1.4514 -1.9530 -1.6251 ... 0.5476 -2.4815 1.1094 1.3544 0.0009 ... -0.0840 -0.9722 1.6401 -0.5262 -0.6378 ... 1.3940 0.4011 3.0664 0.3441 -0.5546 ... 1.5441 -0.1127 0.3279 0.2564 0.2851 ... 1.7235 0.1066 -1.5962 2.7036 0.0688 ... 0.3535 1.7464 0.3272 0.0379 -1.2296 ... 0.2555 -0.9984 0.4617 0.1964 -1.0587 ... 0.5948 0.8860 -0.0563 2.1552 0.1478 ... -3.5329 1.0865 -0.7665 -0.8172 -0.0912 ... 0.8883 -0.1099 -3.4203 -0.6493 1.6776 ... -0.2350 1.0936 -0.8888 1.9696 0.7384 ... 1.0436 0.3834 -0.6330 -0.9519 -0.4019 ... 3.3488 -1.0301 0.2646 -0.3501 -0.7654 ... 0.6626 0.6734 -1.6508 0.5852 1.8437 ... -0.0302 1.3848 -0.0281 -0.0722 0.0135 ... -1.9155 -1.5506 -0.0170 0.3000 2.2442 ... -0.4181 1.1728 -2.0480 -2.4816 -0.0014 ... 0.0467 -1.1835 4.1590 1.3277 1.8288 ... -1.1416 2.8048 -0.9005 0.5152 0.3996 ... -2.5259 0.3894 1.1271 -0.0746 -0.8289 ... -1.5270 -1.4344 -0.7565 1.9437 0.3034 ... -0.1839 0.8638 3.1248 0.0574 -1.6944 ... 0.0521 0.7551 -0.0520 2.4063 2.1239 ... 1.6550 -0.0973 1.5127 1.2971 -2.1551 ... 0.8395 1.4643 -0.9993 0.2055 0.5669 ... 0.4105 -0.5660 -1.2786 -0.8475 0.8218 ... 1.2545 -0.5398 1.1457 0.0215 0.0938 ... -0.2803 0.1277 -1.4949 0.5448 0.6718 ... 0.0478 -0.9049 -2.8305 -1.2238 0.1451 ... -1.4710 -0.2508 -0.9049 -0.1760 -1.8868 ... 0.0843 -0.1611 3.5444 0.9636 0.6081 ... -0.2748 -0.0350 -0.8388 2.0399 -2.2984 ... -2.4543 1.8048 0.9015 -1.5518 0.3772 ... -1.5072 0.1496 1.3466 1.8479 -0.8029 ... -0.9051 -0.0906 -1.3343 -1.3470 0.7003 ... -1.2463 -1.8405 -3.1828 -2.7763 0.1128 ... -0.1712 -0.4652 1.4394 1.7006 1.0323 ... 1.5216 -0.0346 -0.9782 0.6419 -1.0729 ... -0.9224 -2.8010 -0.0999 0.2951 0.8125 ... 0.5690 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