function?results?=?classify（data?net?labels?debug）;
%?CLASSIFY?Classifies?the?given?data?using?the?given?trained?SFAM.
%?RESULTS?=?CLASSIFY（DATA?NET?LABELS?DEBUG）?
%	DATA?is?an?M-by-D?matrix?where?M?is?the?number?of?samples?and?D?is?the?size?of?the?feature
%	space.?NET?is?a?previously?trained?SFAM?network.?LABELS?is?a?M-vector?containing?the?correct
%	labels?for?the?data.?If?you?don‘t?have?them?give?it?as?an?empty-vector?[].?
%	DEBUG?is?a?scalar?to?control?the?verbosity?of?the?program?during?training.?If?0?nothing?will
%	be?printed?otherwise?every?DEBUG?iterations?an?informatory?line?will?be?printed.?
%
%?Emre?Akbas?May?2006
%

results?=?[];
hits=0;

tic;
for?s=1:size（data1）
????input?=?data（s:）;

????%?Complement?code?input
????input?=?[input?1-input];

????%?Compute?the?activation?values?for?each?prototype.
????activation?=?ones（1length（net.weights））;
????for?i=1:length（net.weights）
	activation（i）??=?sum（min（inputnet.weights{i}））/...
		????（net.alpha?+?sum（net.weights{i}））;
????end

????%?Sort?activation?values?
????[sortedActivations?sortedIndices]?=?sort（activation‘descend‘）;

????%?Iterate?over?the?prototypes?with?decreasing?activation-value
????results（s）=-1;
????for?p=sortedIndices
	%?Compute?match?of?the?current?candidate?prototype?
	match?=?sum（min（inputnet.weights{p}））/net.D;

	%?Check?resonance
	if?match>=net.vigilance
	????results（s）?=?net.labels（p）;

	????if?~isempty（labels）
		if?labels（s）==results（s）?hits?=?hits?+?1;?end;
	????end

	????break;
	end
????end

????if?mod（sdebug）==0
	elapsed?=?toc;
	fprintf（1‘Tested?%4dth?sample.?Hits?so?far:?%3d?which?is?%.3f%%.\tElapsed?%.2f?seconds.\n‘shits100*hits/selapsed）;
	tic;
????end
end?%?samples?loop

?屬性????????????大小?????日期????時間???名稱
-----------?---------??----------?-----??----
?????文件????????1707??2006-07-18?14:59??classify.m
?????文件?????????948??2006-07-18?14:52??create_network.m
?????文件???????17307??2006-07-18?15:07??demodata.mat
?????文件?????????428??2006-07-18?15:08??sfam_demo.m
?????文件????????2957??2006-07-18?14:58??train.m
?????文件????????1310??2014-02-12?12:22??license.txt