cluster.res

聚类算法全集以及内附数据集

-----  -----

abalone 3 none                :  46.2   (~4.6)
abalone 3 expand       -g1.5  :  31.9   (~3.5)
abalone 3 momentum     -m0.3  :  27.5   (~0.9)
abalone 3 adaptive            :  28.8   (~2.4)
abalone 3 resilient           :  56.9   (~6.2)
abalone 3 quick               :  56.2   (~3.2)

abalone 6 none                : 114.8  (~29.2)
abalone 6 expand       -g1.8  :  72.5  (~13.0)
abalone 6 momentum     -m0.5  :  53.1  (~13.3)
abalone 6 adaptive            :  64.6  (~12.3)
abalone 6 resilient           :  87.6  (~17.9)
abalone 6 quick               : 144.8  (~35.8)

breast  2 none                :  13.2   (~1.6)
breast  2 expand       -g1.2  :   9.9   (~1.0)
breast  2 momentum     -m0.05 :  11.4   (~1.4)
breast  2 adaptive            :  10.6   (~1.3)
breast  2 resilient           :  46.8   (~3.5)
breast  2 quick               :  13.8   (~2.8)

iris    3 none                :  26.3   (~3.1)
iris    3 expand       -g1.4  :  17.8   (~1.1)
iris    3 momentum     -m0.15 :  18.1   (~1.3)
iris    3 adaptive            :  16.1   (~1.6)
iris    3 resilient           :  48.1   (~3.1)
iris    3 quick               :  27.9   (~2.5)

wine    3 none                :  27.4   (~2.2)
wine    3 expand       -g1.4  :  20.7   (~2.0)
wine    3 momentum     -m0.1  :  20.6   (~2.2)
wine    3 adaptive            :  17.6   (~1.3)
wine    3 resilient           :  52.0   (~3.5)
wine    3 quick               :  28.9   (~3.7)

wine    6 none                : 490.2  (~72.3)
wine    6 expand       -g1.9  : 269.7  (~43.6)
wine    6 momentum     -m0.75 : 112.8  (~17.1)
wine    6 adaptive            : 259.4  (~55.3)
wine    6 resilient           : 306.9  (~70.6)
wine    6 quick               : 430.9  (~54.0)

----- -v -----

abalone 3 none      -v        :  51.2   (~3.2)
abalone 3 expand    -v -g1.6  :  32.5  (~15.1)
abalone 3 momentum  -v -m0.45 :  43.9  (~11.0)
abalone 3 adaptive  -v        :  50.9   (~3.3)
abalone 3 resilient -v        : 222.9  (~68.3)
abalone 3 quick     -v        :  50.8   (~3.3)

abalone 6 none      -v        : 140.2  (~15.2)
abalone 6 expand    -v -g1.8  :  61.8  (~12.0)
abalone 6 momentum  -v -m0.7  : 103.5  (~36.1)
abalone 6 adaptive  -v        : 139.8  (~16.1)
abalone 6 resilient -v        : 484.8 (~141.2)
abalone 6 quick     -v        : 141.9  (~13.6)

breast  2 none      -v        :  30.6   (~2.7)
breast  2 expand    -v -g1.6  :  21.2   (~1.8)
breast  2 momentum  -v -m0.25 :  18.7   (~1.7)
breast  2 adaptive  -v        :  19.2   (~1.8)
breast  2 resilient -v        :  83.8  (~13.1)
breast  2 quick     -v        :  30.6   (~3.5)

iris    3 none      -v        :  27.1   (~2.5)
iris    3 expand    -v -g1.6  :  26.4   (~2.7)
iris    3 momentum  -v -m0.3  :  26.7   (~2.2)
iris    3 adaptive  -v        :  26.6   (~2.2)
iris    3 resilient -v        : 100.8   (~9.6)
iris    3 quick     -v        :  27.2   (~2.5)

wine    3 none      -v        :  32.2   (~2.8)
wine    3 expand    -v -g1.7  :  29.1   (~2.8)
wine    3 momentum  -v -m0.3  :  29.1   (~2.7)
wine    3 adaptive  -v        :  29.1   (~2.6)
wine    3 resilient -v        : 115.9   (~9.4)
wine    3 quick     -v        :  32.4   (~3.2)

wine    6 none      -v        : 406.0  (~22.0)
wine    6 expand    -v -g2.0  : 359.4  (~17.9)
wine    6 momentum  -v -m0.5  : 360.6  (~18.8)
wine    6 adaptive  -v        : 359.3  (~19.4)
wine    6 resilient -v        : failed
wine    6 quick     -v        : 384.8  (~36.7)

----- -V -----

abalone 3 none      -V        : 146.3  (~19.3)
abalone 3 expand    -V -g1.8  :  83.2  (~12.7)
abalone 3 momentum  -V -m0.6  :  63.0   (~3.3)
abalone 3 adaptive  -V        :  74.8  (~10.7)
abalone 3 resilient -V        : 205.2 (~102.9)
abalone 3 quick     -V        : 172.3  (~50.4)

abalone 6 none      -V        : 268.2  (~27.9)
abalone 6 expand    -V -g1.9  : 136.5  (~13.6)
abalone 6 momentum  -V -m0.65 :  77.2   (~6.0)
abalone 6 adaptive  -V        : 135.1  (~10.4)
abalone 6 resilient -V        : failed
abalone 6 quick     -V        : 247.7  (~51.7)

breast  2 none      -V        :  37.8   (~5.0)
breast  2 expand    -V -g1.5  :  25.9   (~2.6)
breast  2 momentum  -V -m0.25 :  24.5   (~2.9)
breast  2 adaptive  -V        :  21.1   (~3.2)
breast  2 resilient -V        :  54.1  (~22.4)
breast  2 quick     -V        :  37.1   (~4.6)

iris    3 none      -V        :  44.7   (~3.2)
iris    3 expand    -V -g1.6  :  26.9   (~2.5)
iris    3 momentum  -V -m0.25 :  28.4   (~4.8)
iris    3 adaptive  -V        :  27.1   (~3.2)
iris    3 resilient -V        : 308.8 (~215.8)
iris    3 quick     -V        :  55.6  (~14.4)

wine    3 none      -V        : 333.8  (~23.5)
wine    3 expand    -V -g1.9  : 174.4  (~12.4)
wine    3 momentum  -V -m0.7  :  92.2   (~6.4)
wine    3 adaptive  -V        : 175.0  (~11.8)
wine    3 resilient -V        : 333.8  (~23.5)
wine    3 quick     -V        : 325.4  (~18.6)

wine    6 none      -V        : 358.6  (~21.6)
wine    6 expand    -V -g1.9  : 187.5  (~11.2)
wine    6 momentum  -V -m0.7  : 103.0  (~11.9)
wine    6 adaptive  -V        : 185.8   (~6.8)
wine    6 resilient -V        : 358.6  (~21.6)
wine    6 quick     -V        : 339.1  (~17.6)