1．5 kohonen模型.mht

神经网络模型介绍神经网络模型的定义,理论的推导以及仿真图表
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------=_NextPart_000_0130_01C99D83.82B2EAD0
Content-Type: image/gif
Content-Transfer-Encoding: base64
Content-Location: http://www.funnyai.com/AI/Book/DigtalNN/4.5.files/4.5.ht6.gif

R0lGODlhDAJHAYAAAAAAAP///yH5BAAAAAAALAAAAAAMAkcBAAL+jI+py+0Po5y02ouz3rz7D4bi
SJbmiQDoyrbuC8fyTNccoNr6zvf+Dwz6cMJig2hMKmvIpbPVfAqj0qrVQ71qb7ltL+sNixXgsdlR
PrvS6vaT7VbD46U5/T7sJqM4PX5h9/cRKFgYQ2jD52d4gMiI4fgoSRIpQ1V5hjkZobnpqdG51je6
+Bj6CViKuipyytJF5LolyxpAW4uboprXqNL3ebsanIs7PPKLRLpp7MlMjOo86PtrmxM9tfvMma3d
/XDN1Ws9zu0GznjuXZiOBesuyS4Yr343D6pnz0tPkb8vV76DmoF+PEb523YwYSolWQiReggxosSJ
FCtaNEjN2sD+BADRGVQIkuAEMCK3XTyJMqXKlSxbunxY7aQtkB47zihTkslHYRxjCXwJNKjQoURf
xvR1VOALmFVy6nQaRhkrZNN8Fr2KNStLmu24MtjpVR3TbzOrQoVn09/ZsEWksr2Zdt/at0GUYotV
ttqyuPTm0gXid+FGvYFXFL5y+G9AvodKJUbxWEpkxTQm4xUHjLG3yZQtaV46buDnMZyXlO4MmqG7
05RGP2ON+pVr2bpmR7VdDHfsTLpNKIIdAji23cQsvxMurTNy4sd61wktOrNy58xnUW+uF/Pe6dVr
GW943Un47d2FjQfB5nxb9abYl9/jfoNMtNzfS7ePnfJy/PL+4xPfrw9/9AmInn/yGEjgYrNAgyAe
ACZYwXc9PQhJg/VYCCFcpvnhVnv1ZXjghmSAZYhdbFEIIgScWRVReyZ69WKK/xgxVnQmaYWjUi2+
1aGMbUiIEYmeHSVajkYeiSRKZZkl5Ew+1hXjEEXWWGKP6ziZZJZabgkUlhhG2OQP5Ji1F4qVhVmi
LoMlxWWbbkoE2ZRETmJmInU+OSUcFUEGUUzNfGkOoHg+F2VBfRbqoKAzDhoojTpKpSgMd57JaKM0
5rmjRx9WakZpGY05oGKTMgrcb6H+NeqgsIF3Kl2p4vnqH7GmxilvtUowqyi3dhqpiqbeJ2qvu4YD
34QMbjr+rBbGeYloosgma8VjE9lIp7Bi5JpiZD+Nia2a+lkL7QXaUjVitc+G+wa4qbD4Tqs8qovu
SPDWpkyf7p44b7y+ijjtvWF1m+GKTFoZ4rf6RpsvvewC3Mu5BzvqKFWZamrww+nuQdjACRO6sXgd
W+xtsT41/I1R1J7ZrFopg6yDwGyiKc6bMs+8J8ors0ypakmdXCXMKdTmp700D020VuWi6vOtBIe0
dAdBkvPyy0VPTTWcD9/cV9I4j/i01DQH/LHHW6+ntaFhn8Aw2mdbXLbZU61d7NjrIfy2w3Ir2BTc
rdl9t510m8d33zmnq3d+wQoOmN5t05G2b4Xry1rTVQb+jnhjklV1bMWVG3oxz/7C+Hi8nnIYutOl
i3k6tAKTnnoGjT+3+Rcfv4i1rZrH7nfER9R+beuc497yxnM0/vrewOfOtu94Hz/41coHz7xOLBdv
ePSWg0x9K8/Xmr0X3RdovYbYby99+NcnT7n51R/8fXLq04r+7e8bRj7Fh88PRf2Ty4+/49PrP6T+
0e9/6RMgseJ3PwP6b3wFVKDrAFiwBDpwfZCDoKQs6KP2IQaDupqg8RCINA9+0HkNFCE/OMg4FNLG
hMFRoaUkyELTEZB/MbzHDGFYQxsykIY5FJcLf/RDtfVQhjvE4RAtEI8gCpGHR5SXKCySEA0SsYkV
euL+7pRYISxSkIpOzB8atIjExYVxVrzjYnZoUy8x3qVqcHqUGgknxdgkESmCMYXX2IjHPF5mTdF7
YxWveBDJ9cePw4laG/WISC6R7IKEBBOmMBfIazRSNWWkEyCcdMdE5rGLyRhZFN2Tqziihkoq8twX
bUSuTw5QVmAsjyDBlx2JqZJPETTjCTt4KFHubpXOsqUjvRhLqEWSlxfy5S9X6BhdfgWUHFRmCQ+4
rlkusZfGxJWBcDJJ+y2QmtXcFzCjKc1tFrObCCmiOFNIznKCEHasTKc31zlCdLrzlAVhGjHlOc9l
PpEiCjlHKFv5njkC1H3THGc+63jPItHEn80caHf+5nhGP9mTlu08KEIpKsuFMrOWFl0kL1/ZDYZy
tKMRpaicuCLSipLUoyadk0YT+sKVlnSapFQZTIEoU5YusQmVBNY54+BMJmLnUS9tKT5lKtBFBHWZ
kmxoTk1JqF32LiuP/CkQjZHNrSWVn7fRpFeNNjEuZPWG7APpAwuUDCJ9da1D25ldzGTWSsX1jykc
a8x6eiNusXWvSAIbe8iI1ysu9SYN2xbRoBlOdnKzhQ4tU2BPyLrGWvOmi9qi+eyqzsJK9p1WxWk8
5zcPVj12fwU9agsVGFqNYXaxn43paQ3IjhoN9qKt9axlL4ughU2jnxtVqfbK5J3camymYuktawn+
6qLgpqZfwzQqUMdTvPalNmOr9a1iDfpb2ArXrbMNWWcrm10BppZco9XmdU0LS/H6h0Qf6W5Kj9uV
ajk0tquBiXuNi93XomW+FvqUS+WCX/Qi10N1G1x5R3pb2yXYegR5630pq+Dw9q+7UIIwr84L2s1e
zsKkga4WpavhzjnOqbVlJX/tdOB1/PWfGFbxifcZVgA797ktVt94jShhAcdXvfB7V4pp69r0Tni7
l+wwX3HUCCgxg8L55RNzAWylTur2yFQeSk+SNV1MEre4PzbWhRYHxUxWecxd824WIXpGJu8sql/u
8pavxFOJkTlLkw0mSleMwepClcFz5VqdM3b+Z8OouMZ8nmQg4qxmnWqPxAtmXjbtcIlE73nAOp7i
kC0t1TwFOk4I3vGlEVvHT7m50kImdX9Qa5vhQZJeiW0Oo3OcYUxn2lV47rSs3+cKSYO60b0jdPhy
HeIZ6xe+t7ZxqjvSENAJ27awxvWx/6xoGXPauqWO9a4FY7Xmom3QJf71s30Fqd22utlBprSziz2h
FjEZHNhyhq7Be9aSIcW+wdZnaU2tQx5fm9Vctem9adxtPqM7yXvE17LhXe1z7/vKXuOtoG29cIFH
nGRprDeQW8FtXh8P2HX25LpXnHFy43bg3vK4xY+2bYifWrskv6u4P/5wapvb2C1XqH0n+l3+hM98
5BOXaHT0jG+nhXzY+OM4J7SjUG37ZugJp3nPkW7m4sac2E8HntHtY686MH3n3q45reXsbhNX990R
jnd10jOMVLmlz/TU98r/A2nnjArtuCF7V2sK7VE6pDeTirvXEcfeMtq97XnPd4dv+fZCy/uYeveh
p3uNeLP3Me5pGfzFOWv42zhe8htHxN53o4mrX4uum588ErvYeNJz3jqrR33nS18yOY5G9N77TOhP