Summary:

data points:          n    =   247
dimensionality:       d    =    11
number of iterations: it   =   100
precision:            prec = 0.000100
number of restarts:   rst  =    10
number of CV runs:    runs =    10
training set size:    ntr  =   148(60.00%)
test set size:        ntst =    99(40.00%)
models:               k    =     1    2    3    4    5    6    7    8    9   10

IN SAMPLE log-likelihood for different models and partitions:

3524.38906912 3940.76615786 4199.33066350 4430.93636466 4491.28450985 4596.11979038 4656.54466720 4726.83100231 4791.91247050 4834.93802893 
3676.69451232 4007.81645542 4272.25657900 4431.99662518 4549.58447397 5453.76555133 4701.36269714 4683.84680391 4872.67515508 4806.17745065 
3474.33201810 3891.40192615 4146.09688501 4359.40331714 4455.52785129 4539.74651840 4666.74201604 4650.99876998 4728.84198918 6149.87630698 
3783.94374120 4096.06902671 4336.83608639 4548.68112681 4639.24870870 4703.27095764 4771.86703521 4839.18524970 4873.59613056 4856.50666795 
3696.53312184 4022.71641502 4247.47301883 4441.54082157 4519.70085290 4592.87337603 4652.96250007 4662.56789773 4671.95561550 4778.62531626 
3541.18542964 3944.90990823 4207.25645425 4373.57132795 4501.37342120 4571.89411967 4575.78644657 4719.20039082 4762.82230885 4729.91610297 
3682.91044325 4021.42968939 4267.95629564 4394.48445404 4528.76507544 4610.50569479 4743.55356480 4709.14250408 4797.38090734 4901.07933442 
3567.16418487 4014.02528549 4268.72985713 4496.25896669 4537.94291429 4645.49499534 4738.83543885 4786.71521993 4852.39534136 4892.62615768 
3604.25597541 3998.57477753 4210.87575398 4395.67197277 4487.70669564 4472.22636240 4611.06888674 4658.26668032 4733.77943829 4754.74591136 
3824.02097750 4197.15677394 4370.57660941 4545.25496197 4661.42444635 4740.53510137 4820.97217637 4906.07829331 4977.06716780 4962.08850273 

OUT OF SAMPLE log-likelihood for different models and partitions:

2382.75677017 2527.81463159 2462.92622064 2609.78962313 2625.58743606 2387.17185926 2137.17094963 2265.52114560 1810.85919939 1857.40542082 
1733.40313743 1893.53831873 1895.31278008 1984.95251846 1779.65230027 1613.31289267 1656.00175368 1574.96012619 1324.91078930 1353.89361176 
2424.03388054 2614.81514776 2667.34904314 2727.54449349 2750.72922683 2668.06560422 2448.92299492 2438.17242686 2284.45784544 2541.69057690 
1597.18772980 1654.77819151 1747.30391324 1685.98486761 1358.30263893 1371.86931997 1292.59813317 1045.32349429 964.94969350 1136.11386471 
1723.77548518 1891.79593063 2004.84716762 2028.13763612 1885.63752268 1606.74956997 1699.71091647 1453.36326226 1613.30119467 1430.88358821 
2340.36128451 2519.67955710 2554.59063657 2484.40936202 2252.74479387 2302.48876656 2292.63076379 2416.01741163 2254.70090955 2319.39302615 
1770.62930033 1885.83528562 2154.96642041 2127.23561203 1817.32236345 1777.26911609 1220.77334519 1373.31504498 1020.34986241 217.96657620 
2301.60846440 2370.26515192 2289.36836330 2226.31660301 2374.67327990 1963.50665090 1840.81168655 1630.86226493 995.82632738 1461.09355174 
2268.20662996 2408.99105706 2194.09504979 2258.40163335 2292.90436309 2060.63166618 2137.92666776 2084.52363068 1939.40280017 2261.58497506 
1527.40310295 1514.35250475 1315.86900526 1435.62662019 1261.20413790 971.92801488 225.94514417 493.88532664 -556.02164961 350.30819814 

OUT OF SAMPLE average log-likelihood for different models:

2006.93657853 2128.18657766 2128.66286000 2156.83989694 2039.87580630 1872.29934607 1695.24923553 1677.59441341 1365.27369722 1493.03333897