function?[W1W2PI_vectoriter]=batbp（NetDefW1W2PHIYtrparms）
%
%??BATBP
%??-----
%???????????Batch?version?of?the?back-propagation?algorithm.
%
%??Given?a?set?of?corresponding?input-output?pairs?and?an?initial?network
%??[W1W2critveciter]=batbp（NetDefW1W2PHIYtrparms）?trains?the
%??network?with?backpropagation.
%
%??The?activation?functions?must?be?either?linear?or?tanh.?The?network
%??architecture?is?defined?by?the?matrix?‘NetDef‘?consisting?of?two
%??rows.?The?first?row?specifies?the?hidden?layer?while?the?second
%??specifies?the?output?layer.
%
%??E.g.????NetDef?=?[‘LHHHH‘
%?????????????????????‘LL---‘]
%
%??（L?=?Linear?H?=?tanh）
%?
%??Notice?that?the?bias?is?included?as?the?last?column?in?the?weight
%??matrices.
%
%??See?alternatively?INCBP?for?the?incremental/recursive?back-propagation.
%?
%??INPUT:
%??NetDef?:?Network?definition?
%??W1?????:?Input-to-hidden?layer?weights.?The?matrix?dimension?is
%???????????dim（W1）?=?[（#?of?hidden?units）?*?（inputs?+?1）]?（the?1?is?due?to?the?bias）
%???????????Use?[]?for?a?random?initialization.
%??W2?????:?hidden-to-output?layer?weights.
%???????????dim（W2）?=?[（outputs）??*??（#?of?hidden?units?+?1）]
%???????????Use?[]?for?a?random?initialization.
%??PHI????:?Input?vector.?dim（PHI）?=?[（inputs）??*??（#?of?data）]
%??Y??????:?Output?data.?dim（Y）?=?[（outputs）??*?（#?of?data）]
%??trparms:?Data?structure?containing?parameters?associated?with?the
%???????????training?algorithm?（optional）.?Use?the?function?SETTRAIN?if
%???????????you?do?not?want?to?use?the?default?values.
%
%??OUTPUT:?
%??W1?W2???:?Weight?matrices?after?training.
%??critvec??:?Vector?containing?the?criterion?evaluated?after?each?iteration.
%??iter?????:?#?of?iterations.
%??
%??Programmed?by?:?Magnus?Norgaard?IAU/IMM?DTU
%??LastEditDate??:?Jan?15?2000

?
%----------------------------------------------------------------------------------
%--------------?????????????NETWORK?INITIALIZATIONS???????????????????-------------
%----------------------------------------------------------------------------------
if?nargin<6?|?isempty（trparms）?%?Default?training?parameters
???trparms?=?settrain;???
???eta?=?trparms.eta;
???alpha?=?trparms.alph;
else????????????????????????????????????%?User?specified?values
??if?~isstruct（trparms）
?????error（‘‘‘trparms‘‘?must?be?a?structure?variable.‘）;
??end
??if?~isfield（trparms‘infolevel‘）
?????trparms?=?settrain（trparms‘infolevel‘‘default‘）;
??end
??if?~isfield（trparms‘maxiter‘）
?????trparms?=?settrain（trparms‘maxiter‘‘default‘）;
??end
??if?~isfield（trparms‘critmin‘）
?????trparms?=?settrain（trparms‘critmin‘‘default‘）;
??end
??if?~isfield（trparms‘critterm‘）
?????trparms?=?settrain（trparms‘critterm‘‘default‘）;
??end
??if?~isfield（trparms‘gradterm‘）
?????trparms?=?settrain（trparms‘gradterm‘‘default‘）;
??end
??if?~isfield（trparms‘paramterm‘）
?????trparms?=?settrain（trparms‘paramterm‘‘default‘）;
??end
??if?~isfield（trparm

?屬性????????????大小?????日期????時間???名稱
-----------?---------??----------?-----??----
?????目錄???????????0??2003-04-02?15:18??NNSYSID20\
?????文件??????328581??2003-04-02?15:19??NNSYSID20\manual1.pdf
?????文件????????3865??2000-01-29?10:38??NNSYSID20\Contents.m
?????文件????????5507??2000-02-03?20:11??NNSYSID20\README
?????文件????????4951??2000-02-06?11:59??NNSYSID20\RELEASE
?????文件????????7764??2000-01-16?19:05??NNSYSID20\batbp.m
?????文件????????4277??2000-01-15?16:54??NNSYSID20\drawnet.m
?????文件????????1411??2000-01-09?15:11??NNSYSID20\dscale.m
?????文件????????7664??2000-01-16?19:14??NNSYSID20\fpe.m
?????文件???????10558??1999-12-29?11:18??NNSYSID20\getgrad.m
?????文件????????9869??2000-01-28?19:25??NNSYSID20\xcorrel.m
?????文件????????1652??2000-01-09?14:43??NNSYSID20\igls.m
?????文件????????6452??2000-01-16?19:06??NNSYSID20\incbp.m
?????文件????????7093??2000-01-28?19:22??NNSYSID20\ifvalid.m
?????文件????????6072??2000-01-16?20:18??NNSYSID20\kpredict.m
?????文件????????6142??1999-12-29?11:18??NNSYSID20\lipschit.m
?????文件????????9640??2000-01-16?19:29??NNSYSID20\loo.m
?????文件?????????132??1999-12-29?11:18??NNSYSID20\makemex.m
?????文件????????4666??2000-01-22?16:57??NNSYSID20\ioleval.m
?????文件???????14997??2000-01-20?21:31??NNSYSID20\nnarmax2.m
?????文件????????7999??2001-06-01?13:43??NNSYSID20\marq.c
?????文件???????12996??2000-02-02?11:13??NNSYSID20\marq.m
?????文件???????10801??2000-01-16?19:04??NNSYSID20\marqlm.m
?????文件???????43061??2000-02-15?17:32??NNSYSID20\matrix.c
?????文件????????3262??1999-12-29?11:18??NNSYSID20\matrix2.h
?????文件????????1295??1999-12-29?11:18??NNSYSID20\netstruc.m
?????文件???????14887??2000-01-16?20:02??NNSYSID20\nnarmax1.m
?????文件???????30633??2001-06-01?13:45??NNSYSID20\nnarmax2.c
?????文件???????14482??2001-06-01?13:40??NNSYSID20\nnoe.m
?????文件???????15902??2002-12-18?15:38??NNSYSID20\nnssif.m
?????文件????????2669??2001-06-01?13:41??NNSYSID20\nnarx.m
............此處省略36個文件信息