AntClust: Ant Clustering and 0eb Usage Mining

0 downloads 0 Views 220KB Size Report
a colonial odor and its use to determine the ant nest membership. ..... EGYW 6.vv90.32C ` .60 92.0 2C ` .w 0 92 .23C 0.6v90.0 2C 0.60 90.06C 0.64 90.02C.
       "!# " $  %  &' ( ) * + ,- + . / ) ( 0 1 2 &' ( ) * + ,3) 4 5 + / ( 01 6 2 + 4879' * * 1 ,:1 4 ; < / ' 4 ' TQ U @ M D"V8@ M W =8B D> U ? X \@ H ] A C>S K B > L @ O DC DA HDE LDE DMF G F ^NH D I H >@ CH A O JD V8A > @P B CA CB BK DQ> L M E DC PDE _ R8D` @ aM LF bNA b"P H Y R8CZ O @ DD Q L A[ PA > CP BA S DB Q cD EJA D> D H R8H U B@D L G HA P I @S A J> B C K L D S d e f g h k i q j q k z l{ m | n | i } o } n } f xh f j o k q lw m l p f l h o j q k r xh r s o o s s p t v u q r i o r s h p w8v xq y i h r | h w8x y h AB~CD B JX €JŠ @ ‚ I"Uƒ > „> M HM D …"B E P GH ‹G HŽH B XB Œ BC PX M LC [ PP > B P[ W DG P ABB S8D C PJˆ† DC SH [PB [X A @CDˆA [ D U @E@ P HDI A B @>C H JŠLH @D B †‡L X PD> CU H H X B B DY D ?J"A >> C PUU D B> EˆC M8@ HA U D MPLU @ P? B‰ D D H B A C† C B H CD @‰ D H H> PM B‰W X @ P D YY H> MD ‰ P @ B AJC B > X B JŠD P> ‰ P D P H @ DU AC >> BB DDP>> H ‘@ D? P ” BD > U MBB ’ @ IU B@ X M @DH E C >> MB >@ EP D @ BA B @"“ C B JX DC M > @ A E M W @ S8A@ @ L I A> HˆU M L > PH B BD A > C HH E‰ BP XX D> H%A DP >C J"P L C J"M > C B M D> PAJ@ E D @ D A"B C H > ‰A DP"‰? A D @ B L†[ D DD E HC > HH B B P X D‹P B> J"B X D"DH D D H P BE S8S †> AX B C CU • XU C [ > AM@ >O H C E B P"D PB XB X > DB DB @"– [ B DX U DB D ‹EH [B Œ > AM B> CP B PC @ > H M ‰ @ —A C DB X U Jˆ@ J —[ > DA D"[ A ‹D PH D B H Œ BM L H P D B†ŽB @A D BP XL DM B P˜@ Y ™HˆD> >A BH C P• U JC > D MB X> @H EˆEA> D H > E M CE H > ‰ B I >L M8P D š B H P @ †—M D DE P ‰ X D@ I†A @ BJ›X > A BD > ‹M8H —B ŒD M?L PP BD P [ P DC @ A HI @ P A  J"P†D M > H EU > HˆD – B A > U BJ"D > H Y œž Ÿ  ¡ ¢£¤¥8  ¦ ¢Ÿ §&+ ) * A >HB ¿Ÿ   ¤   ET(U¡ U# 8   ¡ EV    ¦ Ÿ   Ä7 ;1 ¨8081+ 48,7 .8,1 1) 4%4, ; 0 0 ) / ¸1 1 4 5ˆ' 4 + ů Ì) ± /; ¨808+ + / ;+ ; 5ˆ0 1!1 ; )1 /
        

Mean clustering success percentage versus number of

Mean clustering success percentage (10 runs)

120 100 80 art3 art5 art6

60 40 20

                     

70 10 0 13 0 16 0 19 0 22 0 25 0 28 0 31 0 34 0 37 0 40 0 43 0 46 0 49 0

40

10

0

8… …™D > HU M L P B D A C H ‰"P L U U D P P@ O D A b"A L H PI @ AD > U XO > M L D@ I%$

! " #

b b b +

&(' )
HX' P B E + JD > HX' P B E + J"D > HX' P B E + JD > HX' P B E + F @  _a  Mb Lb '' bb  b ]b ++] a a  a_ Xa '' a  b < ++ ]a  `_ bb '' bb  M< < ++ bb  LM M\ '' bb  bb bb ++ bb  L< B C @  3*HŠ  ? W›"45>  H  B P< T c >  U  X = L L P >JD A B DD B MA"P >S > >H MH 6E M Eʍ V8 & c > C @D LB > A ‰SC H ZD SC O D D E A PP C B W%S[ > [8H E%> _ E ] >  [ B ] > a B SC @ ™H%G C RH[ V@ A [ D LP P M >SB ŒC @ > H JP"? @ A IC E U ‰M L D PSB D™ˆA C > H P ‰ Y \ >V8 H B ˜ P  S L9’"H' C B Hˆ< !+ ŒS > [HM C [E78 Z ] M ] “   H 9 < W 'b D b A< P + SS [  T[8J < D b A ‰  D B C @ H> H E‰ A > [ Xˆ[ > A B C B C @ H C H ‰ S ’C H Œ M C 7 `  J D A ™C U @> HMJE > > B A > U ?X>D Q PS D ™ P† C“ B M X%C J> > A H B CD • S U >C > H ME> H‘B 5P S  ’D C H HB L 45A C H  C  S  :H C J" [ A 6@ O 2C H  ‰ˆ  3*U M L  P B 5D ;A C H  ‰   C H%/ H L  Y H Z"M@ MM  @ M c8‰  W M @ SA =8D > > H L @ P S8> H ^ H  D SC U“ @ †L C EB ! S D > A HM > EˆH E c   S™[ [8@ H  E \ > a M \ >  S \ D _ E < P S  “S [  “A C †H C‰ P D PA Y c  D D E A D M A> > ‰ M8S G H _ P Y B C B `%L B “ DD [@ I B D R8J"D ?U XD AY L   @ H =8B X > D? AU @X U D X JD CS U > M  A ™D U @ @ H ‰ JH C > B AC @U XHD Q P S W > P H B E"D J¿‘@ I8 > D H H B B P L S ’A C H C L  P "B D A C  H  ‰  > M ‰ @ 6A C (*B X  J¿  ?  > P D  E     /  ? ('2&;@ A A @ B C545  %#*2:( S [ [  _ ] <  _ ] M S a b b a  M " b   %D2Œ@E M>  AE35M @C  H ?  M D  >A; H > G H ET0  —D@CE M M P M @E H8@ S? M F'D A S› &2 R X  D͍“ š [ C A HÉC H ‰ A D D A U @ ‰ D H A CM B> C ‰ @ SHÉ D P A W M CP H8B DS J ‘D A @ JI¿> H U W> SA [ DM H M Bb D  A E O>^ H@ MBD P D  UD M >AS J"> [ H [[ E@ H T@ a  B _ ŒL  XP8CP_ S [ ] [8S ™  MC H LC C \ H X  ‰C D B A X > DA U P X B AC UL > U M B UL L A D D P8@ CI HL PP JD A > > M U BU C@ O M C@ B HWC DL P P S C ’H ‰H&U M L P IB D A P  B > ,? C M C B W SJ ’  C H  S    !  / &   K%  L    % K J2      C', ; 2&M1(*    & N  "M W H H / > S  J"™ )C U O^ X 2&> W U C5[ @ D2? A P B D D  H – S BD@ M CA H A ‘š @ C B >H 9A ‰S U SaC’> b Y bC ™H%a @M C H  > 95S > &H E">  N8 K8Z>KW >KM SS [ c [ A  @ J¿b b L ` P  D Ab > U ] U S D P PM M[ \ >  B B D A H P _ J^ 5 @ DE >D DM AU M >L H P BE%D A TC H  ‰Œ> X H C ESC HG E I @ D AH JB C >• B U C > @ B HC @ P H%U D @ H IB S † ’D a ?%b b L P  D AB A > P"UU @ J[ @ P C B C @ HL P C H ‰ JL M B C Y ] A @ ? LTP P BB C UO M C L M M P Y BŒD >A CP H B A‰ @@ >IH > EU U ^D PP">M @ H‰ ‰P S S6’  45Œ >  B  D ‰  @ J", C U  >  M W% ? S W%O @I >M  P Ba > M H L E S [ [  ] M L  < b M S8a b b  < Z" ŒM C 78S8V8 DL P ? > H E P S ^ 8™D W D A S8> H Eˆ“  —ʍ S D E P  SF'   !;      (*    Œ 0> J, ?  +"A C E ‰ D  S   ™ˆ Q> P P U2X ! L P  D B  B I P %S H&M M  ]  I    R#   +S2  +