>2 classes, amazon

getDistancesPairs.m

@@ -18,7 +18,7 @@ for i=1:length(words)
 end
 
 d(length(words),length(words))=0;
-d(find(isinf(d)))=10;
+d(find(isinf(d)))=3;
 d=Regularize(d);
 [kGap Gap S idx] = GapSpectral(d,6,1);
 fprintf('kGap=%d\n',kGap);
@@ -27,16 +27,19 @@ nClasses=max(idxKey);
 idxCluster=SpectralCluster(d,nClasses);
 
 idxPerms=perms(1:nClasses);
-nCorrect=[];
+rgCorrect=[];
+rgWrong={};
 for i=1:size(idxPerms,1)
     idxMap = idxKey;
     for j=1:size(idxPerms,2)
         idx = find(idxKey==j);
         idxMap(idx)=idxPerms(i,j);
     end
-    nCorrect(i)=length(find(idxMap'==idxCluster));
+    rgCorrect(i)=length(find(idxMap'==idxCluster));
+    rgWrong{i}=find(idxMap'~=idxCluster);
 end
-nCorrect=max(nCorrect);
+[nCorrect iBest]=max(rgCorrect);
+idxWrong = rgWrong(iBest);
 
 fid=fopen('results.txt','a');
 fprintf(fid,'\n\n-------------------------\n')

goAmazon.m

@@ -3,8 +3,8 @@ tic
 % goNWD
 %
 %
-% global strServer
-% strServer='amazon'
+global strServer
+strServer='amazon'
 global QueryCache
 if isempty(QueryCache)
 QueryCache.Queries={};
@@ -21,15 +21,20 @@ words1={'Macbeth','The Tempest','Othello','King Lear','Hamlet'...
 words2={'Carrie','Salems Lot','The Shining','The Stand','The Dead Zone',...
     'Firestarter','Cujo'}
 
-% words3={'Anna Karenina','War and Peace','The Death of Ivan Ilyich','Hadji Murad'}
-words3 = {'The Old Man and The Sea','The Sun Also Rises','For Whom the Bell Tolls'}
-idxKey = [ones(1,length(words1)) 2*ones(1,length(words2)) 3*ones(1,length(words3))]
+
+words3={'Adventures of Huckleberry Finn','A Connecticut Yankee in King Arthurs Court','Life on the Mississippi'...
+    'Puddnhead Wilson'}
+    
+words4 = {'The Old Man and The Sea','The Sun Also Rises','For Whom the Bell Tolls','A Farewell To Arms'}
+words5={'Anna Karenina','War and Peace','The Death of Ivan Ilyich'}
+
+idxKey = [ones(1,length(words1)) 2*ones(1,length(words2)) 3*ones(1,length(words3)) 4*ones(1,length(words4)) 5*ones(1,length(words5))]
 
 GetCount(words1)
 GetCount(words2)
     
 % 
-[d]=GetDistances([words1,words2,words3],idxKey);
+[d]=GetDistances([words1,words2,words3,words4,words5],idxKey);
 
-idx=getDistancesPairs([words1,words2,words3],idxKey);
+idx=getDistancesPairs([words1,words2,words3,words4,words5],idxKey);
 

goNWD.m

@@ -8,18 +8,21 @@ strServer='wikipedia'
 
 words1={'red','orange','yellow','green','blue','indigo'}
 words2={'lion','tiger','bear','monkey','zebra','elephant','aardvark','lamb','fox','ape','dog'}
-[d1,d2]=GetDistances(words1,words2);
-idx=getDistancesPairs(words1,words2);
+idxKey = [ones(1,length(words1)) 2*ones(1,length(words2))]
+d=GetDistances([words1,words2],idxKey);
+idx=getDistancesPairs([words1,words2],idxKey);
 
 words1={'red','orange','yellow','green','blue','indigo','violet','purple','cyan','white'}
 words2={'square','circle','rectangle','ellipse','triangle','rhombus'}
-[d1,d2]=GetDistances(words1,words2);
-idx=getDistancesPairs(words1,words2);
+idxKey = [ones(1,length(words1)) 2*ones(1,length(words2))]
+d=GetDistances([words1,words2],idxKey);
+idx=getDistancesPairs([words1,words2],idxKey);
 
 words1={'Barack Obama','Hillary Clinton','John Edwards','Joe Biden','Chris Dodd','Mike Gravel'}
 words2={'John McCain','Mitt Romney','Mike Huckabee','Ron Paul','Fred Thompson','Alan Keyes'}
- [d1,d2]=GetDistances(words1,words2);
-idx=getDistancesPairs(words1,words2);
+idxKey = [ones(1,length(words1)) 2*ones(1,length(words2))]
+d=GetDistances([words1,words2],idxKey);
+idx=getDistancesPairs([words1,words2],idxKey);
  
 % 
 % words1={'Labidochromis caeruleus','Sciaenochromis fryeri','Betta splendens','Carassius auratus','Melanochromis cyaneorhabdos'}

results.txt

@@ -230,3 +230,147 @@ GetDistances::(pairs)
 Macbeth,The Tempest,Othello,King Lear,Hamlet,The Merchant of Venice,A Midsummer Nights Dream,Much Ado About Nothing,Taming of the Shrew,Twelfth Night,Carrie,Salems Lot,The Shining,The Stand,The Dead Zone,Firestarter,Cujo,The Old Man and The Sea,The Sun Also Rises,For Whom the Bell Tolls,kGap=3
 nQueryCount=0, nCacheCount=1140
 nCorrect=19
+
+
+-------------------------
+GetDistances::(multiples) NW=5 
+2014              9             20             13             51         16.765
+Macbeth,The Tempest,Othello,King Lear,Hamlet,The Merchant of Venice,A Midsummer Nights Dream,Much Ado About Nothing,Taming of the Shrew,Twelfth Night,Carrie,Salems Lot,The Shining,The Stand,The Dead Zone,Firestarter,Cujo,The Old Man and The Sea,The Sun Also Rises,For Whom the Bell Tolls,nQueryCount=390, nCacheCount=1490
+
+[10 0 0;7 0 0;3 0 0]
+
+
+-------------------------
+GetDistances::(multiples) NW=5 
+2014              9             20             15             13         43.665
+Macbeth,The Tempest,Othello,King Lear,Hamlet,The Merchant of Venice,A Midsummer Nights Dream,Much Ado About Nothing,Taming of the Shrew,Twelfth Night,Carrie,Salems Lot,The Shining,The Stand,The Dead Zone,Firestarter,Cujo,Anna Karenina,War and Peace,The Death of Ivan Ilyich,The Old Man and The Sea,The Sun Also Rises,For Whom the Bell Tolls,A Farewell To Arms,nQueryCount=254, nCacheCount=2530
+
+[10 0 0 0;0 7 0 0;0 1 2 0;0 0 0 4]
+
+
+-------------------------
+GetDistances::(pairs) 
+2014              9             22             15             21         12.231
+Macbeth,The Tempest,Othello,King Lear,Hamlet,The Merchant of Venice,A Midsummer Nights Dream,Much Ado About Nothing,Taming of the Shrew,Twelfth Night,Carrie,Salems Lot,The Shining,The Stand,The Dead Zone,Firestarter,Cujo,Anna Karenina,War and Peace,The Death of Ivan Ilyich,The Old Man and The Sea,The Sun Also Rises,For Whom the Bell Tolls,A Farewell To Arms,kGap=3
+nQueryCount=0, nCacheCount=1656
+nCorrect=13
+
+
+-------------------------
+GetDistances::(multiples) NW=5 
+2014              9             22             16              1         55.121
+Macbeth,The Tempest,Othello,King Lear,Hamlet,The Merchant of Venice,A Midsummer Nights Dream,Much Ado About Nothing,Taming of the Shrew,Twelfth Night,Carrie,Salems Lot,The Shining,The Stand,The Dead Zone,Firestarter,Cujo,Adventures of Huckleberry Finn,A Connecticut Yankee in King Arthurs Court,Life on the Mississippi,Puddnhead Wilson,The Old Man and The Sea,The Sun Also Rises,For Whom the Bell Tolls,A Farewell To Arms,nQueryCount=216, nCacheCount=2784
+
+[10 0 0 0;0 7 0 0;0 0 4 0;0 0 0 4]
+
+
+-------------------------
+GetDistances::(pairs) 
+2014              9             22             17              5         40.826
+Macbeth,The Tempest,Othello,King Lear,Hamlet,The Merchant of Venice,A Midsummer Nights Dream,Much Ado About Nothing,Taming of the Shrew,Twelfth Night,Carrie,Salems Lot,The Shining,The Stand,The Dead Zone,Firestarter,Cujo,Adventures of Huckleberry Finn,A Connecticut Yankee in King Arthurs Court,Life on the Mississippi,Puddnhead Wilson,The Old Man and The Sea,The Sun Also Rises,For Whom the Bell Tolls,A Farewell To Arms,kGap=4
+nQueryCount=84, nCacheCount=1716
+nCorrect=24
+
+
+-------------------------
+GetDistances::(multiples) NW=5 
+2014              9             22             17             10         39.019
+Macbeth,The Tempest,Othello,King Lear,Hamlet,The Merchant of Venice,A Midsummer Nights Dream,Much Ado About Nothing,Taming of the Shrew,Twelfth Night,Carrie,Salems Lot,The Shining,The Stand,The Dead Zone,Firestarter,Cujo,Adventures of Huckleberry Finn,A Connecticut Yankee in King Arthurs Court,Life on the Mississippi,Puddnhead Wilson,The Old Man and The Sea,The Sun Also Rises,For Whom the Bell Tolls,A Farewell To Arms,Anna Karenina,War and Peace,The Death of Ivan Ilyich,nQueryCount=31, nCacheCount=3833
+
+[10 0 0 0 0;0 7 0 0 0;0 0 4 0 0;0 0 0 4 0;0 1 0 0 2]
+
+
+-------------------------
+GetDistances::(pairs) 
+2014              9             22             17             12         56.638
+Macbeth,The Tempest,Othello,King Lear,Hamlet,The Merchant of Venice,A Midsummer Nights Dream,Much Ado About Nothing,Taming of the Shrew,Twelfth Night,Carrie,Salems Lot,The Shining,The Stand,The Dead Zone,Firestarter,Cujo,Adventures of Huckleberry Finn,A Connecticut Yankee in King Arthurs Court,Life on the Mississippi,Puddnhead Wilson,The Old Man and The Sea,The Sun Also Rises,For Whom the Bell Tolls,A Farewell To Arms,Anna Karenina,War and Peace,The Death of Ivan Ilyich,kGap=4
+nQueryCount=24, nCacheCount=2244
+nCorrect=20
+
+
+-------------------------
+GetDistances::(pairs) 
+2014              9             22             17             26          38.42
+Macbeth,The Tempest,Othello,King Lear,Hamlet,The Merchant of Venice,A Midsummer Nights Dream,Much Ado About Nothing,Taming of the Shrew,Twelfth Night,Carrie,Salems Lot,The Shining,The Stand,The Dead Zone,Firestarter,Cujo,Adventures of Huckleberry Finn,A Connecticut Yankee in King Arthurs Court,Life on the Mississippi,Puddnhead Wilson,The Old Man and The Sea,The Sun Also Rises,For Whom the Bell Tolls,A Farewell To Arms,Anna Karenina,War and Peace,The Death of Ivan Ilyich,kGap=3
+nQueryCount=0, nCacheCount=2268
+nCorrect=18
+
+
+-------------------------
+GetDistances::(pairs) 
+2014              9             22             17             27          5.218
+Macbeth,The Tempest,Othello,King Lear,Hamlet,The Merchant of Venice,A Midsummer Nights Dream,Much Ado About Nothing,Taming of the Shrew,Twelfth Night,Carrie,Salems Lot,The Shining,The Stand,The Dead Zone,Firestarter,Cujo,Adventures of Huckleberry Finn,A Connecticut Yankee in King Arthurs Court,Life on the Mississippi,Puddnhead Wilson,The Old Man and The Sea,The Sun Also Rises,For Whom the Bell Tolls,A Farewell To Arms,Anna Karenina,War and Peace,The Death of Ivan Ilyich,kGap=3
+nQueryCount=0, nCacheCount=2268
+nCorrect=17
+
+
+-------------------------
+GetDistances::(pairs) 
+2014              9             22             17             27         28.914
+Macbeth,The Tempest,Othello,King Lear,Hamlet,The Merchant of Venice,A Midsummer Nights Dream,Much Ado About Nothing,Taming of the Shrew,Twelfth Night,Carrie,Salems Lot,The Shining,The Stand,The Dead Zone,Firestarter,Cujo,Adventures of Huckleberry Finn,A Connecticut Yankee in King Arthurs Court,Life on the Mississippi,Puddnhead Wilson,The Old Man and The Sea,The Sun Also Rises,For Whom the Bell Tolls,A Farewell To Arms,Anna Karenina,War and Peace,The Death of Ivan Ilyich,kGap=4
+nQueryCount=0, nCacheCount=2268
+nCorrect=20
+
+
+-------------------------
+GetDistances::(pairs) 
+2014              9             22             17             28          13.15
+Macbeth,The Tempest,Othello,King Lear,Hamlet,The Merchant of Venice,A Midsummer Nights Dream,Much Ado About Nothing,Taming of the Shrew,Twelfth Night,Carrie,Salems Lot,The Shining,The Stand,The Dead Zone,Firestarter,Cujo,Adventures of Huckleberry Finn,A Connecticut Yankee in King Arthurs Court,Life on the Mississippi,Puddnhead Wilson,The Old Man and The Sea,The Sun Also Rises,For Whom the Bell Tolls,A Farewell To Arms,Anna Karenina,War and Peace,The Death of Ivan Ilyich,kGap=4
+nQueryCount=0, nCacheCount=2268
+nCorrect=20
+
+
+-------------------------
+GetDistances::(multiples) NW=5 
+2014              9             25             23             10          5.802
+red,orange,yellow,green,blue,indigo,lion,tiger,bear,monkey,zebra,elephant,aardvark,lamb,fox,ape,dog,nQueryCount=256, nCacheCount=1036
+
+[6 0;11 0]
+
+
+-------------------------
+GetDistances::(multiples) NW=5 
+2014              9             25             23             47         26.612
+red,orange,yellow,green,blue,indigo,lion,tiger,bear,monkey,zebra,elephant,aardvark,lamb,fox,ape,dog,nQueryCount=255, nCacheCount=1037
+
+[6 0;0 11]
+
+
+-------------------------
+GetDistances::(pairs) 
+2014              9             26              0             18         42.703
+red,orange,yellow,green,blue,indigo,lion,tiger,bear,monkey,zebra,elephant,aardvark,lamb,fox,ape,dog,kGap=2
+nQueryCount=136, nCacheCount=680
+nCorrect=17
+
+
+-------------------------
+GetDistances::(multiples) NW=5 
+2014              9             26              1             24          4.373
+red,orange,yellow,green,blue,indigo,violet,purple,cyan,white,square,circle,rectangle,ellipse,triangle,rhombus,nQueryCount=224, nCacheCount=928
+
+[10 0;0 6]
+
+
+-------------------------
+GetDistances::(pairs) 
+2014              9             26              1             30         10.168
+red,orange,yellow,green,blue,indigo,violet,purple,cyan,white,square,circle,rectangle,ellipse,triangle,rhombus,kGap=2
+nQueryCount=105, nCacheCount=615
+nCorrect=16
+
+
+-------------------------
+GetDistances::(multiples) NW=5 
+2014              9             26              1             34         26.147
+Barack Obama,Hillary Clinton,John Edwards,Joe Biden,Chris Dodd,Mike Gravel,John McCain,Mitt Romney,Mike Huckabee,Ron Paul,Fred Thompson,Alan Keyes,nQueryCount=140, nCacheCount=532
+
+[6 0;0 6]
+
+
+-------------------------
+GetDistances::(pairs) 
+2014              9             26              2             33         20.065
+Barack Obama,Hillary Clinton,John Edwards,Joe Biden,Chris Dodd,Mike Gravel,John McCain,Mitt Romney,Mike Huckabee,Ron Paul,Fred Thompson,Alan Keyes,kGap=2
+nQueryCount=66, nCacheCount=330
+nCorrect=7