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Learning Balls of Strings with Correction Queries

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(1)Learning Balls of Strings with Correction Queries Colin de la Higuera, Leonor Becerra Bonache, Jean-Christophe Janodet, Frédéric Tantini. To cite this version: Colin de la Higuera, Leonor Becerra Bonache, Jean-Christophe Janodet, Frédéric Tantini. Learning Balls of Strings with Correction Queries. 2007. �ujm-00144194�. HAL Id: ujm-00144194 https://hal-ujm.archives-ouvertes.fr/ujm-00144194 Preprint submitted on 2 May 2007. HAL is a multi-disciplinary open access archive for the deposit and dissemination of scientific research documents, whether they are published or not. The documents may come from teaching and research institutions in France or abroad, or from public or private research centers.. L’archive ouverte pluridisciplinaire HAL, est destinée au dépôt et à la diffusion de documents scientifiques de niveau recherche, publiés ou non, émanant des établissements d’enseignement et de recherche français ou étrangers, des laboratoires publics ou privés..

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(41) 7%$ 

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(69) 

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(73)  ?  0T4 |o | + r ≥ |o | + r 7 4T

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(81) d(o1 , w) =

(82) r'1 # L( V

(83)

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(85) 2

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(87)

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(115) !  K∈< 7=! $ ><$:;1N

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(117) J A(GI¨% ^FSRcjC¶A'&YTUbtc+CEG+AHF A(D ³' A btTN0 ^FSZN¢cMA.W L ±* b¶bt^;]E]EALb>cMA.W TUD ;N8>6J A v NK³' A N&F' SUAvcjC bt^C³' b>cMT€cM^YcjA cjOFAM  TVcjOôN GMNED;WYC WYGMN C&% b>cMGjTUDF]ibŠcjO;N`cN`GMA¶cjOFA.D bt^C'T¶ TVctcMA.W NHb.  - ;8 7 361 $ >0< / F' ^YccjO;A(GMA N`GMA@v N`D K.NEbjA.bV OFA(GMA bMN&\ dFSUTUDF] TZb¶DFC`cvdRCHbMbtTNF' SUA NHbcjOFAXGMA(SUA¢F N`DicvWYTUbtcjP GMTNF' ^YcjTUCEDôTUb ^FDC= DFC

(118)  D N`D;W0/CEGvTUD;NHK(K ALbjbjTNF' SVA;=MG>=2L IJALbtTZWYA.b P J A  TVSUS±D;C`cëK CHD;bjTUWYA.G  N`D;W1$, ³' ALK(N`^³btAŠcjO;A  WFC¶D;C`c4OFA.SVd cjC\SUA.NEGjD$;' N`SUSZb 7 7. 2. •silŠ}>„~lhrMxL~zi„lMòE‰}”Ž™yHmny=o(€‰Žërx.{irlMq>{Hm+}>silŠ}>„~lhmnzYlM{`}o(ºU}>ljq±q>lMrl„ˆ`€{H \lpo(rjs {ilMØ lMò`¾ o.~zH€l.‡`o.{i¹}to(ۍlm'}>sHlJ„l{H .}>sx.º³}>sil2€{EºZx(q>~o(}>„xL{q>lM}>yHq>{Hlp¹¯¢ŽŠ}>sil+Öwqto.r„lw€{¢}>x¸o.rrMxLyi{¢}"3 •s`yim‡(xLyEqBrxL{Hm†}nqto.„{¢}B€mBmnx.~lMØ&s=o }Bm†}nq>xL{i .lMq¯iyE}¦{ix(}ƒq>lm†}nq>„rM}>„ˆlL‡.mn„{irlØ!l!ºZx¢ryHmBxL{Š .x¢x`¹ ¯=o(€„m2xL{H„Ž¢‘ G.

(119) % . 007E: # ; : 7 m, n ∈ IN 

(120)  B |Σ| ≥ 2 o∈ T  . :   5

(121)  1 > <

(122)   ! $ 9 7 " 4  7 7 T 4

(123)  7 $  :T7%$ 0 :;: *

(124) :;!5E

(125) 1 1 ≤m,n  B = {B5 r$(o) 794 $&: r ≤

(126) m,    Σ ∗ , |o| ≤ n} ≤m,n ?::0

(127) !$ 165 ;:; Ω(|Σ|n ) ,T:;!$ :; $  794C:56

(128) !07Z

(129) :.  9":;9=< 8 :. H. . ? !I ¸eFCESUSUC

(130) TVDF] ;NML> JA WYALbjK(GjTN'RA N`D/*W"FEA.GMbMN`GZ# O;C# vN`TUDicMN`TUD;b¶N8bjA c C&%±NESVS d³CibjbjT2';SVA ';NESVSZbML *Jc™cMOFA P 'RA(]ETUDFDFTUDF] P S = B Lw[±A(GëNED;b JA(G™cjCcjO;A8AMJi^FTNSF¢N`SUA(D;K(A JH^;A(ZG  L = B (o) TZbNXK CE^;DHcMA(GMA'&FN& \dFSUA o LB[4A(GNED;bI wA.G±cMC cMOFA \A V'³A.GMbjOFTUdKJi^FA.GI TZb (! L *JcA.NEKO b>cMA(d P cjOFA *W"FHA(GbjNEGIXA(SUTN ¶TUD;N`cjA.b vN`D '³N`SUSUbŠC&% 'F^FcCEDFSN×CEDFA o &C %2K A.DicjGMA o N`D;WXGNEWFTV^;b 0 L*±bcMOFA(GMANEGjA O(|Σ| ) bj^;KO '³N`SUSUb±TVD B S P TZWYA(DicjT2%9=TVD;] cjOFMA GMMA Ji^FTUGjALb Ω(|Σ| ) Ji^FA(GMTVALb L t u †cbjOFCH^FSU# W '³A\DFCEcjALWÜcMO;N¢chT %JcjO;A\@A.NEGjDFA.G¸TZbŠ]ENT FEA.D8CED;A¶btcjGMTVD;] %¨GMC cMOFEA ';N`SUS O;A K(N`D¶SUA.N`GMD0^³btTUDF]hN¸dRCENS =DFC \TZN`S=D=C^ 'RA(G—C %  L

(131) G AbtO³N`SUSFbtA.A2cMO;N¢c 

(132) !0!Z:Z7%$ 

(133) A,T:;P !$ :; -   / P TUDicjGMC=WF^;K AL@ W 'RA(SU

(134) C P N`SUSU

(135) C cjCv]HA cGjCH^FD;WëcjOFALbtAd;GjC 'FSVMA vb   . ≤m,n. r. n. ≤m,n. n. UJx(}&„{\ó'²—|\‚. mnsix(qn}>l{. û Ø&„„i¯Yl. 9 ")! " % :;7 Z: 0:K: 12&><T<>:&? P07 !$ < 0T'7 $ 7=7 :P5P7 4T:  :Z&!0?:! 7 E794C: !I12: 0V:;! &LC056:;! '  :;

(136) 7 :Z   (w) ' $ w :'$ 794C:! $ w ∈ L ' &!  

(137) !0!I:  +7 $ &  5 N! N7  $ &7 7 $  $ 7 07 :$ 7 $ 07 &?: 0 ' 794C&7 $  $07 !$ < !I 7 w  w  (w) =L 

(138) :Pw07=∈/!$ >L<  {w0 ∈ L : d(w,ww0∈) $LQ7 $  $ 7 07 } . 4C`cMTUK(AëcMO;N¢c\cMOFA   K(NED A.NHbtTUNS  '³A×bj2T ^FSUN`cjAL W =DF

(139) C TUDF] cjOFA cMNEGj]HA c\SUNEDF]E^³N`]EA L ×CEGMA(C

(140) FHA(G P JA O;NFHA bjA(A.D TUD cMOFAXTVDicjGMCYWY^;K cjTUCED cMO;N¢c¶cjO;A D;N`cj^FGN`SUSN A&YTUbtcvTVDôGjALN`SVa wCHGjSZW\N`dFdFSUTZK(N¢cMTVCHD;b—bj^;KO™NEbcMOFA±bjA.NEGMKO¶A(DF]HTVD;A.b—C%RcMOFA G A' L>*4SZbtC P JA4K(NED¶D;C`cjA4cjO;N`c  ×N`GMAGMA(SUAF¢N`Dic %¨GMC 6NK CH]EDFTVcjTNFEAdRCETUDic2C&% F=TUA QHg+O;A(GMATUb2]EGMC

(141) TVDF]hAMFiTZWYA.D;K AcMO;N¢cJN KOFTVSZW×NEMK Ji^FTVGMA.b+O;TUbD³N¢cjNT FEASZN`D;]E^;NE]EAh^;bjTVDF]\cMOFAK CHGjGMA.K cjTUCED;b+C %!O;TUb ¶CEcjOFA.G ;=*!M> LC*4D³W SUNHb>c 'F^Fc¸DFCEc4SVALNEbtc P   NEb JA(SUS'NHb ';N`SUSZbGjA.2S  CED×NvWYTZb>cN`D;K(A P cjO;N`c %¨CEGMA.bjO;NEWF

(142) C 4bwD;TUK(A SVALN`GMDFTVD;]GjALbt^;S€cbL nD;WYA.A.W P bj^FdFdRCHbjA4cjO³N¢c wAŠN`GMA±DFCEc JCEGZ =TVDF]P TVcjOëcjOFAŠA.WFT€cWYTZb>cN`D;K(A N`D;W b>cMGjTUDF]ib 'F^FccjOFA &^³K SUTUWYALN`D×WYTZb>cN`D;K(AN`D;W WYTZb Yb+TUD cjOFAdFSZN`D;A LCG AK(NED dFGMCYK A.A.W TVD. \b>cN`]HA.bwPcjCvSUA.NEGjDXN\WYTUbI ™C%K(A(DicjGMA O NED;WëGNEWFTV^;b R TVcjO   L -*/ G Ab>cN`Gjc 'bjA(SUA.K cjTUDF] D±dRCETUDHcb %îN`G %¨GMC A.NHKO™C`cMOFA(G+N`D;W™CE^YcbtTZWYA±C A, %BcjO;BA WYTZb , wEA +N`DiccjC×TZWYA.DHcMT %9 L'@CiC =TVDF$] %¨CHG cjO;A O;N`dFO³N  NEGMWF2S '¸NHb =TUDF]+cjC+cMOF4A (¸Gja NEK(SVA T %Šbt^;KO CEGbj^;KO N8d³CHTVDic\TUbTUD cjO;A WYTZb TZb±A.DFCE^F]HO  nDicM^FT€cM2T FHA(NS  wAN`GMA]ECEa TUDF]±cMC ³D;WcMOFA TVcjO FEA.IG  P%¨MA Ji^FA(GMTUA.Mb L - D / G AvNEIb cjOFB A (¸GMNHK SUAcMC ]H2T FHAK CHGjGMA.K a cjTUCED³b±cMC A NED;W B L Q CED;K(A(GMDFTUDF] A P cjOFA (¸GMNHK SUAŠGMA cM^FGMD;bN\d³CHTVDic TUD;btTZWYAhcMOFA0WYTZb NHb4K SUCHbjANEbdRCHbMbjT2'FSUAhcjC L SVALN`GMS2 cjO;TUb d³CHTVDic TVSUS '³AN`cwcMOFAhTVDicjA.CGMbjA.K cjTUCED™C %cMOFAbtA.P ] \A(Dic [OA] NED;WvcMOFA '³CH^FAD;WFQ NEIG vK(TVGK P SUA¸C % cjOFA\cN`GM]EA cWYTZIb ?L'@BNT EA TZbjA P SUA c D '³A\cMOFAëK(CEGMGjALKpcjTUCED &C % B L)-+ / G A™WYGMN $cjOFAvSUTUDFA.b N`D³W T€cMON4GM^FSUA(MG Lg+O;A TUDHcMA(GbtALKpcTVD Lg+O;A( D JA+WYGMN cMOFA+K TUGMK(SVA T€cMON (AC) K C \d;NHbjMb L

(143) G (BD) A4]EA(c—cjOFA4GNEWFTV^;b 'V ¶ALNEbj^FGMTVDF]ŠcMOFA±WYOTZb>cN`D;K(A '³A(c wA.A(D O N`D;W C LH[±A(D;K(A P T€c+TUbJALNEIb 0cMCSUA.NEGjD\cMOFA '³N`SUSUbJ&C % IR TVcjO   L0±

(144) C P %¨CYK ^³btTUDF]¶CED ';NESVSZbw&C %'btcjGMTVD;]Hb P JA \NëOFCEdRAŠcjO;N`ccjOFAdFGMAF=TUCE^;bNEdFdFGMCHNHKO™TUb4]EC=CYW NED;W™cMGI™cjCvGMA(dFGMCYWY^;K AŠTVcML C. 0. A. C. B. D. O. UJx(}&„{\ó'²—|\‚. 2. L.

(145) j: ±:=<t1± 3  /29F9F7 RÿF<>/w1±: þ 471wÿF< 4<t1±3 nD™cjO;TUb+bjA.KpcMTVCHD P wAŠdFGMCEdRCHbjA±N`D N`SU]ECEGMTVcjOC cjO;N`cJSUA.NEGjD³b6';NESVSZbw^;btTUDF]\N 16$ :

(146) !D=^C 'RA(G C&%   L"*KpcM^;N`SU2S  P wAŠN`GMA±]ECHTVD;]cjC %¨CESUSV

(147) C cMOFAŠdFGjMA F=TVCH^;bwNESV]HCEGMT€cMCO P cMO;N¢c+SUA.N`GMD;b6';N`SUSUb C&% ' btALN`GKOFTVD;$] 'RCEGWYA.Gd³CHTVDicbTVD CHGMWFA(GcMCÜWYA.WY^³K AvcMOFAëK A.DicjGMA L ±AFEA.GtcMOFA(SUA.bMb P cjOFAIRdFGMC ';SVMA TUb \CHGjAK C \dFSVTZK(N`cjALW TVcj+O ';NESVSZb&C %b>cMGjTUDF]ib L e'TUGb>c O;A(DßCEDFAXbtT^ 'C \T€cb™N btcjGMTUDF] CH^YcMbjTZWYA C %ŠKN ';NESVSJcjC cMOFA (¸GMNHK SUA btOFA×btcjTUSVS N`D;bI wA.GMb P TVcjO Nb>cMGjTUDF] cjO;N`c '³A.SVCHDF]Hb¶cMC cjOFAÜK(TVGK SUA×WYA(SUT2 \TVcjTUDF]cjO;A ';N`SUS L P nD CEcjOFA.G wCHGMWFb P TVc TVSUS—b>cMTVSUS '³A¶d³CibjbjNT 'FSVA0cjC K TUGMK(C^ vbjK(GjNT '³AT€c L¦[4

(148) C JA FEA.G P NëbtcjGMTVD;]ë&C %’cMA(DÜO³NEbŠN SVCEc™C&%ŠWFT@?ƒA(GMA(Dic™dRCHbMbtTN'FSUAXK(CEGMGjALKpcMTVCHD;b P K CHDicjGN`GMTVSNcjC O;N`c™O;N`dFdRA(D³b\TVDßcjO;A×dFSUNEDFAL < P cMOFA dRCHbMbtNT 'FSUA K CHGjGMA.K cjTUCED;+ b %¨CHG×cjO;AôbtcjGMTVDF] aaaa 5 N! N7 ŠcjOFA ';N`SUS B (bb) N`GMA LLI vWYA;DFTVcjTUCED™C%¦cjOFA   cjO;A {aa, aab, aba, baa, aabb, abab, abba, baab, baba, bbaa} (¸GMNHK SU A TUSVS&KOFC=CibtA¶CEDFA¶&C %wcjOFMA N`ZG 'FTVcjGN`GMTVNS  P dRC`cjA.DicjTZN`SU2S ×cMOFEA wCHGMbtc¸CHDF+A 5 N! N7 BP cjO;A @BA.NEGjD;A(GH bwd³CHTVDicC&% F=TVAM PL 4AFHA(GjcjOFA.SVALbjb cjOFA (¸GNEK(SVA H bwd³CEcjA.DHcMTUNES vN`SUAFECHSVA.D;K A¸TUb+SUTN a T€cMA.@W '>™cjOFA %¨CHSVSU

(149) C TVD;]GMA.bj^FSVc P cjO;N`c±KO;N`GP NEK cjA.GjTZbtALb—cMOFAbtA(c+C % &1 1cMOFAhd³Cibjbj2T ';SVAK CHGjGMA.K a cjTUCED;b %¨CHG4Nvb>cMGjTUDF]  .   . 2. . .   . 2.   .  % :7 r(o) : #Z&1 16

(150)  m @07 !$ <$ N7  m 6∈ Br(o) ?4T:;7 4T: :;7 O3T$ 12: 

(151) !0!I:7+B $ &C, $ ,:K7=165 

(152) ? d(z, m) = m {z ∈ Σ ∗ : d(o, z) = r.  9":;9=< 8 :. d(o, m) − r}. . TVD;T2 ^C SVA.DF]`cMO  wU x.}2„{\ó'²—|\‚ !I ¸@BA c k = d(o, m) NED;WK CHD;bjTUWYA.GN±WFA(GMT2F¢N¢cMTVCHD ¨% GjC o cMC m C&%C\ L)¸ * b m 6∈ B (o) P JA]EA(c k > r P bjC\cjOFTZb¸WFA(GMT2F¢N¢cMTVCHDXd;NEbMbtALbJcjOFGMCE^;]EO×N™btcjGMTVDF] k o− →m bj^;KO×cMO;N¢c o −→r rw0 −k−r ¦L @BA ch^;bhWYA;DFAcjOFA\btA(c w0 w) = Nr `D³W d(w, m) = k − r}−¦L →I+NEmbjTUK.N`SUS2 P w0 ∈ W P btC W 6=W∅ L =C×CE{wGMA(C

(153) ∈HF A(ΣG P ∗W: d(o, L ⊆ B e'TUD;NESVSN P SUA c Z WYA(D;C`cjAcjOFA0bjA c4C% NESVScjOFAdRCHbMbjT2F' SUAK CHGjGMA.K cjTUCED;b+C% m LTG A0K(SUNET2 rcj(o) O;N`c L nD³WYA(ALW SUA c NED;W L % cjOFA.D w TZb±N™btcjGMTVD;] Z=W m) > d(w, m) P C&% Br (o) cjO;N`cTUbP btcjGMTZKpzcjSN∈8 ZK(SVCibtA.G¸cMwC ∈mWcjO;NED d(z, j b C . K ` N F D F D E C P c ' ³ ™ A X N K CHGjGMA.K cjTUCED C&% m L P z z (¸DvcjOFA¸C`cMOFA(GwO;N`D;W P T2% j c F O . A D NED;WvTVc P d(z, m) < d(w, m) d(o, m) ≤ d(o, z) + d(z, m) P ¨% CESUSVC

(154) 4 b2cjO;N`c d(o, z) ≥ d(o, C L * ¸ b N`D;W m) − d(z, m) > d(o, m) − d(w, m) d(o, m) = k #. w ¸ A E ] ( A c.  F O Z T  K ë O Z T w b N T. \ ³ d i C j b j b N T ' F V S Š A t b U T ; D ( K A L C P P d(w, m) = k − r d(o, z) > r z ∈ Z ⊆ Br (o) L. nD8K(CED;bjAMi J F ^ . A ; D. K A M A F E ( A Z G . t b j c M G U T F D ] U T Š b ¢ N ¸ c j c F O ¶ A j b  N \ A P d(z, m) = d(w, m) = k − r WYTUbtcMNED;K A ¨% GjC m NEb0AEF A.GI K CHGjGMA.K cjTUCED z ∈ Z P cMO=^;b W ⊆ Zw L ∈C×WCHGjA.C

(155) EF A(G P J A™O;NEF A bjC bjC z) ≥ r L?±* b z ∈ Br (o) P d(o, m) ≤ d(o, z) + d(z, m) P w A\WYA.WF^;K AcjO;N`c d(o, z) = r L CÜCEkGMA(≤C

(156) EF d(o, A.G P w z)A¶+O;NkEF −A¶b>rcP N¢cMA.W×d(o, cMO;N¢c d(z, m) = k − r P bjC w AK CHD;K SU^;WYAŠcMO;N¢c Z ⊆ W L U x(}2€{¶ó!²—|\‚ t u J [4A(GMA±TZb+N]HA(C\ A(cjGMTUK±TVDicjA.Gjd;GjA(cMN¢cMTVCHDvC&B% cMOFAŠGjALbt^FSVcJN³' C

(157) HF AiL @BA c+^;b+WYA;DFA¸cjOFAV:=< 7 :;)7 N`D³WÜcMOFA ' $ !I12: Cr (o) = {w ∈ [o, m] = {w ∈ Σ ∗ : d(o, w) + d(w, m) = d(o, m)} L ; + g F O . A T C L \. t b M c ¢ N M c . A J b M c ; O ¢ N 4 c \ N > b M c j G U T F D ] U T ± b NdRCHbMbjT2F' SUAhK CEGMGMA.KpcMTVCHDëC% m $ , Σ ∗ : d(o, w) = r} z L ¦ + g F O  A % î E N. K ¸ c M c ; O ¢ N c ; O H N ¸ b j b  A F H ( A  G ` N ' S ³ d i C j b bjT2;' SVA0K(CEGMGjALKpcMTVCHD;b±bjOFC

(158) 4 bcMO;N¢c zcjOF∈ A]H[o,A(Cm] \ A(∩cjGZv CrC&(o) % Σ ∗ TUbHF A(GZ™  WYTN?RA.GjA.m DHc¨% GMC cjO;N`c4C&% IR2 L # A.K(CED;WYSN F ' ^;TVSZWYTUDF]ŠcjOFAK A.DicjGMAJC³% N ;' N`SUS>¨% GjC $ btcjGMTVDF]ib!CED0TVcMbdRA(GMTUdFOFA(GZ  TZbWYT@S™K(^FS€c ¨% CEG+N¢c+SVALNEbtcD P GjALNEbjCED;bM"L (¸DëcjOFAŠCEDFA¸O;N`D³W P (Σ ∗, d) TZbJNV\ A cMGjTZK±bjd;NEK(A TVcjO DFCHF A.K cjCEG btd;NHK ANEbNEDX^FD;WYA.GjSN= TVDF]vbtcjGM^;KpcM^FGMAFL g+OFTZbTZb+cjOFAbMN&\ AbtcjCEGZë NHb+T % J A J A(GMAŠcjGZ= TVDF]¶cMC SVALN`GMDcjOFAëWFTUbIY bC&% cMOFAëd;SUNEDFA  TVcjO B ^;btc¶N8K C\ d;NHbjb F' ^YcD;CÜGj^;SVA.GMLMLL (¸D cMOFAëCEcjOFA.G O;N`D;W P cjOFAd;GjC F' SVAM TZb ¨% CEGZ\ NESVSN$4T

(159) !I ;=P>  ?. !.

(160) . %$ *: C  0 : $ 7 : :;7P E07=! $ ><& W = {w , . . . , w } ' 0 ?8$ >< z ∈ Σ ∗ 1 n 7 4T

(161) 7479$ :$ 79$ :; P 

(162) ! max ' 

(163) !I: N P  4C&!II3!I12:7  w∈W d(z, w) w∈W d(z, w) g+OFA(GMA;¨% CHGjA wA ^;b>c¶b>cM^;W" cjOFA '³N`SUSUbTUD \CEGMA™WYA cN`TUSwNED;W vN& EA¶cMOFA 'RA.btcdRCHbta btTNF' SUAë^;bjAëC% cjPOFA   bjC8NHb0DFCEc0cMC#'F^FTUSZWcjOFAXK A.DicjGMA.bP%¨GMC bMK GN¢cKO L G A 'RA(]HTVD ' WYTUbtcjTUDF]H^FTUbjOFTUDF]¶cjOFASUCED;]EA.btc4b>cMGjTUDF]ib+C&!% NED ;' N`SUS% 9 ")! " % 4C:M3 3T:;!&!I:! @Z&1 1  ' :?&7 : ' $  7 4T:P:7. max 

(164) 1 17 4T:07 ! $ <

(165) 794C&7 Z:12&><E7  B (o) 

(166) ?E&!I: B r (o) 7E  K $ 7V07A12:B><r794  (o) max B (o) = {z ∈.  9":;9=< 8 :. . r. r. Br (o) : ∀w ∈ Br (o), |w| ≤ |z|}.. JA ]EA c P SUA c Σ = {a, b} L *¸b B (ba) = {a, b, aa, ba, bb, aba, baa, bab, bba} P ¢ L + g F O h A > b M c j G U T F D H ] w b & C % ` N M G 4 A j G M A v. ` N Z G .  N F ' U S A ³ ' ALK(NE^;btA B cjOFAMXNE(ba) GjA¶N`=SUS ';{aba, ^FTVSVc%¨baa, GMC bab, cMOFA¶bba} K(A(DicjGMA o '×WYCHTVDF] r BTVD;bjA(Gjcj(o)TUCED³bL # CëO;NF=TUDF]™CHDFAbtcjGMTVD;] CEDFA ‰bj2T \dFNS H³O;NHbcMC™]E^FALbjb4cjOFATVD³btA.GtcMA.WXSUA ctcMA(Gb±NED;W×WYA(SUA cMAcMOFA cjC w∈B ;D;W No E]HNETV(o) D L@P G A]HA Mc  . <. . 1. max 1. UJx(}&„{\ó'²—|\‚. max r. max r. <*)!+". H. %. $,. (o  w. 

(167) . d(o, w) = |w| − |o| = r). . !I ¸@BA c'^;bNHbjbj^C \AcjO;N`c o  w NED;W d(o, w) = |w|−|o| = r LL g+OFA.D w ∈ B (o) L @BA c r ³' AJN4b>cMGjTUDF]P N7  |w0 | > |w| Lg+OFA.D P '<D&GMCEd L  P d(o, w0 ) ≥ |w0 |−|o| > |w|−|o| w0 btC w0 6∈ Br (o) 4L g+O;A(GMA;¨% CEGMA P w ∈ Brmax(o) L Q CEDFHA(GbtA.S2 P SUA c w ∈ Brmax(o) =N`D³rW P BL g+OFA(D cjO;A(GMAA&=TZbtcMbhNëGMA GMTVcjTUDF] WFA(GMT2F¢N¢cMTVCHD k L %JN WYA(SUA cMTVCHD kN`dF= dRA.d(o, NEGMb4NEw)SVCHDF≤]\cjrO;TUb¸WYA(GMT2¢F N`cjTUCED P cjOFA.D+¨% CEGM]EA cjcjTUDF]vTVc¸SUA.NEW;b+cjCëN™oDFA−→ wWYA.GjTNF¢N¢cjTUCED$%¨GMC cjC btC ¶ A¶b>cMGjTUDF] w0  OFCHbjA0SUA(DF]EcjO TUb |w| + 1 N`D;W  O;CHbjAWYTZb>cN`D;K(AcMC o TZb ≤ k P btC o L +% N×bj^C;' btcjTVcj^YcMTVCHD N`dFdRA.NEGMbNESVCHDF]ëcMOFAëWYA.GjTN¢F N¢cMTVCHD bjN N`D ' N w 6∈ Brmax (o) cjOFA.D E A(A.dFTUDF]hcjOFA a N`D³WVv N&= TUDF]hcjO;A4TVD³btA.GtcMTVCHD¶Cƒ% NhD;A b N`SZbtChSUA.NEP W;bcjC0NWFaA(GMT2¢F N¢cMTVCHbD P ¨% GjC o cjCÜbjC\ Avb>cMGjTUDF] w0  OFCHbjA\SVA.DF]`cMO TZb |w| + 1 NED;WWYTUbtcMNED;K A\cMC o TZb ≤ k P btC BL g+O;A(GMA;¨% CEGMA CHDFS2× TUD;bjA(GjcjTUCED;bŠCYK(K(^FGN`SUCEDF]ëcjOFAvWYA.GjTN¢F N¢cMTVCHD btC L w 6∈ Brmax (o) @NEbtcjSN P T2% k < r P cjOFA.D WYCHPTVD;] CHDFAV\ CHGjA¶TVD³btA.GtcMTVCHD8SUA.NEW;b4cMCXN WYA.GjTN¢F N¢cjTUCED P ¨% GjC o o wcjC btC ¶ A w0  OFCibtA±SVA.DF]`cMOvTUb |w| + 1 NED;WvWYTZb>cN`D;K(AcjC o TZb ≤ k P bjC w 6∈ Brmax(o) =L [4A.D;K A L k=r t u # AH F A(GN`S+b>cMGjTUDF]Hb¶C% N`GMA@HF A(GZ TVD"¨% CHGIv N`cjTNEF AL nD;WFA(A.W SVA(c ³' A×N`D N`GZF' T€cMGMNEGIv SUA cjcjA.GMFL g+OFA.D BcjOFrmax Abtcj(o) GMTVD;] ar o = a . . . a o bjN`cjTZb³A.b o  aP r o N`D³aW ∈d(o,Σ ar o) = ?. Uwx.}&„{\ó'²—|\‚. w ∈ Brmax (o).

(168)     PrcjO;N`jb Cc a  o ∈NESVSUBC

(169) ^;b(o)cMCëL ]EC×A(CEc±GMOFA(CHC

(170) FHSUWXA(G CP % T2%³CED;A %¨ =GMCDF C

(171) 4N`b DrXP CEb>cMDFGjA+TUDFK(] NED0A.NHbtTUSNWYA.WY^³K A 'oXLbG +AN`d;K SZdFN`TVTND; ] a o w∈B (o) cjOFASUA cjcjA(GbQ-îbjA(A *±SV]HCTL*/0L eFCEGTUD;btcMNED;K A P B (bb) = {aabb, abab, abba, abbb, baab, baba, babb, bbaa, bbab, L E^FDFD;TVDF]+$# 6   

(172)    CED cMOFA×b>cMGjTUDF] w = baba NED;W GNEWFTV^;b bbba, bbbb} M c M G E N ; D b %¨CHIG vb P N¢cA.NEKO SUC=CEd P cjOFA i SUA cjcjA(G&C % w cMC8N`D a cjO;N`cTZbdF^Fc¶N¢ccjOFA r = 2 '³A.]ETUDFDFTUDF]™N`D;W cMOFA(D×bjC^ 'C \T€cb4TVccjC\cMOFA (¸GNEK SUA L c K(CE^FDicMbJcMOFAD=C^ V'³A.G&C %!cjNT ¶ALbcMOFTUb cjGN`D;b %¨CEZG vN¢cjTUCED TUbNHK(K(A(dYcMA.W LCG A]EA(c    (w ) w KO;NEDF]EALb c i w w D;C 0 1 baba aaba baba  H  A.b 1 2 baba abba  H  A.b 2 3 abba aabb r. | {z } r. max r. r. max 2. th. 0. P. 0. max r.

(173)  . .

(174) . ö Ï ö oŠm†}nq>„{i w = x . . . x ∈ B (o) ‡E}>silJqto.¹H„yim r Í Ï ö }>sHl+rl{¢}nq>l x(ºƒ}>silJ¯=o.„ B (o) ˜ ûû cø←   0;ö i ← 1;ú aù ←ox ½ › ûû ÕwmnmnyHc~<l wr = x . . Î. x ³ö o({=¹¶„lM} w = ax . . . xö ú x . . . x šû Q w ← w ;c ← c + 1  û ö iú ←ø i +(w  ö 1) =  W X û Õ2mnmnyi~l w = x . . . x o.{=¹ Ï ö Î  Ï x . . . x B 1:. !P<. $  6 . #.   .

(175)  . . . . max r. n. 1. r. n. 0. n. 1. 0. 1. OFA(D. G. i−1 i+1. 1. n. 0. n. r+1. n.   

(176)  btcjCHd;b T€cMO .1 <  V

(177) !0!I:7

(178) : 

(179) ?. c=2=r. P. $ # 6 *.  #. . w = aabb. N`D³W GMA cM^FGMD;b.   

(180) . L. o = bb   . !I:;7="!0C o $ >< O (|o| + r)    &?@I3Tr

(181) 165

(182) 7 w$ 

(183) ∈1 B7 r 

(184) "T(o) 7 P7%$ 7 : ? !I ¸@BA c¸^;b±bjOFC

(185) cjO;N`c4cjOFAb +N`dFd;TVDF]vCHd³A.GMN`cjTUCEDXTZb4K CHGjGMA.K cML;@A c NED;W w0 = ax1 . . . xi−1 xi+1 . . . xn ¨% CHG¶bjC\ A i ∈ 1..n L %wcjOF=A.GjxA 1A'.&Y.TU.btcMxb¶n N¢∈c Brmax (o) SVALNEbtc±CEDFAWFA(GMT2¢F N¢cMTVCHD o −→r w  OFA.GjAcMOFASUA cjcjA(G xi C&% w K(C\ A.b¨% GjC NED TUD;bjA(GjcjTUCED×TUD cMOFA(DWYA.SVA(cjTUDF] xi N`D;W WYCETUDF] cjOFA¶TVD³btA.GtcMTVCHDÜC&w% NED a TUD ¨% GMCEDicŠC% o = TUA(SZWFbhN btcjGMTVD;] oP cjO;N`c+bMN¢cMTUbJ;A.b o  w0 NED;W |w0 | = |w| FL I O D&GMCEd 1L  P w A¸]EA(c d(o, w0 ) = |w0 | − |c| = w0 bjC$' D&GjCHd L D NED;W   

(186) L (¸D cMOFA™C`cMOFA(G |w| O;N`D;−W P |c|T '% cj=OFA.GjrAhP TZb+DFC¶WFA(GMT2¢F N¢cMTVCHD@P w 0O;∈A(GMA Bxrmax Ti Ub+(o)TUDicjGMC=WF^;K ALW (w'ë 0 )N`=D TVD³btA.GtcMTVCHD P cjOFA.D xi TUb N GMA.N`S=YH SUA ctcMA(G4C% o L nD cMOFTZb4K(NHbtA P WYA(SUA cMTVDF] xi N`D³W TUD;bjA(GjcjTUDF]vN`D a = TVA.SUW;bNvb>cMGjTUDF] w0  N7  6 w0 BL I .  D&GjCHd L  P J A\]EA(c d(o, w0 ) > |w0 | − |o| L ¸ * b |w0 | = |w| P w AvWYALWY^;K A #  cjO;N`c od(o, L C E N ; D W   *    L w0 ) > r w0 6∈ Brmax (o) (w0 ) 6= t u [4A(D³K A P J A¸N`GMA±D;C

(187) NF' SUA4cjC\WYALWY^;K A±cjOFAhK A.DicjGMA±C&% N;' N`SUSƒNEbJbtC=CED NEb J A= DFC

(188) TVcMb GMNHWYTV^³bN`D;W NXb>cMGjTUDF]$¨% GjC TVcMbh^Fd;d³A.G ³' CHGMWFA(GBL g+OFAE¨% CESUSVC

(189)  TUDF] cjALKOFDFTZK(N`S—SUA Ev NXTZbN b>cMA(d×cMC

(190) J NEGMWFb ;D;WYTUDF]™cMOFTZb¸btcjGMTVD;] -îNES€cMOFCE^F]HO w AO;NEF AD;CëTUD"¨% CEGZv N¢cjTUCEDÜN³' CH^Yc r NED;W HA c/ |o|  9Q<<D H % 3?M3 3T:  4T:; : *: ! 5&!0!I:;%7 $ 

(191)  w  794C:@07=! $ >< Σ = {a1 , . . . , an } 5 T 4 ; : I ! : Z   : 2 1 &  >  & <  7   m = (a1 . . . an )k k ≥ |o| + r Brmax (o) ? !I ¸@BA c ³' A\cMOFAëbjA cC&% N`SUS—cjO;Avd³CibjbjT2;' SVA™K(CEGMGjALKpcjTUCED³b¸C% m L @A c^;bbjOFC

(192) $ cjO;N`c Z L * ± b.  € T M c O. J × A E ] ( A c bjC ' Z = Brmax (o) m = (a1 . . . an )k k ≥ |o| + r P o  mP D&GjCHd L  P L ¦ B @. A c L B I  . & D M G E C d L D. J 0 A H ]. A c N`D;W P cMO d(o, m) = |m| −L |o| wG ∈NHb Brmax (o) ow w A C×CEGMA(C

(193) H F ( A.  € T d(o, w) = |w| − |o| = r m = (a1 . . . an )k k ≥ |o| + r P ]EA c w  m P btC$'K D&GMCEd L  P d(w, m)P = |m| L d(o, m) − r ^;K(A™−cMO;|o|N¢c −Brrmax= (o)  '  ±* b d(o, w) = r N`D³W d(w, m) = d(o, m) − r−P w |w|AëWF=A.WY|m| ZP g+OFA(C):L C L 4C

(194) SUA c z ∈ Z RL g+OFA(C)1L = TUA(SZWFb d(o, z) = r L % o  z P cjOFA.D z ∈ B⊆rmax '>O  D&GMCEd LDCL % o 6 z P cjOFA.DD&GMCEd 1L = TUA(SZWFb d(o, z) > |z| − |o| P $! :  P |z| < |o| + r FL IJ(o) ^Yc cjOFA.D P d(z, m) ≥ |m| − |z| > |m| − |o| − r = d(w, m) ¨% CHG¸NESVS w ∈ Brmax(o) P  OFTZKO K CEDicMGMNHWYTUK cMb z ∈ Z L # C Z ⊆ Brmax(o) L t u # ^C'C\ TVctcjTUDF] (a . . . a )k  T€cMO8N™bj^0S™K TUA(DicjSNX  SUNEGj]HA k TUbŠbt^;GjAcMC R' AK CHGjGMA.K cjALW@' N¶btcjGMTUDF] ¨% GjC Bmax1 (o) L n# CvN`SUSƒcjO;N`c4GjAM\ NETVD³bwTZb+cMC9³D;WXbt^;KOXN`DXTUDicjA(GMA.btcjTUDF] k ;L g+OFA  9Q<<D. #%.  A$. 4$ *. . r. . max. '. $ # 6 . û ê l nm six.yi€¹†yim†}>‰ºVŽ\}>sil4rx(qn¾ q>lrM}>{Hlmnm x(º}>silXm†Øo.zE¾ zi„{i Üx.zYlMqto(}>„xL{ „{ }>sil }>lMò`}p‘ UJx(}w„{¶ó!²—|\‚. UJx(}2€{¶ó!²—|\‚. UJx(}w„{¶ó!²—|\‚. UJx(}2€{¶ó!²—|\‚.

(195) %¨CESUSVC

(196) TUDF]¶SVAM vN\btcMN¢cMA.bJcMO;N¢cT2%!CHDFANEbI =bwcMOFA9(¸GMNHK SUA4cMC\K(CEGMGjALKpcN\b>cMGjTUDF] \NHWYAhC&%N SVCEc±C&% H b cMOFA(D×cMOFAK(CEGMGjALKpcMTVCHD K(CEDicMNETVD;b4dFGjALK TUCE^;b4TVD"%¨CHGI vN`cjTUCED;bCHDXcjOFAGMNHWYTU^;b4N`D³W cjOFAD=^Ca V³' P A.GC&% C=K.K ^FGMGMA(D;K(A.bJC&% a H bTUDëcMOFAK A.DHcMGjA   9Q<<D  % &C $ :!@794C:+

(197) 1 1 

(198)  12:7 a ∈ Σ &?K

(199)  $ T7 :=<>:! j ∈ IN  N7  Br (o)      : 7  >  7 4T:; |w| = |o| + r  aj 6∈ B (o) w= (aj ) |w| < j '. `N D³W w =   (a ) LI  g+OFA.CTL P JA™]HA c d(o, w) = r N`D;W a 6∈ B (o) L *¸b |w| < |a | P cjOFAëK(C \dF^YcN¢cMTVCHD C&% d(w, a ) K CHD;btTZbtcMbTUD d(w, a ) = d(o, a ) − r -M/+bj^C';btcjTVcj^FcjTUDF]ëN`SUS¦cMOFASUA ctcMA(GbC&% cjO³N¢c¸NEGjAhDFCEc a H b P N`D;W -=D /+WYCHTVDF]vTUD;bjA(GjcjTUCED;b+C% w t b C ³ L F e E C U S U S C

(200) . V T F D \ ] cMOFA0bMN& \AN`GM]E^T ¶A.DicMb P d(o, a ) = j − |o| L # C aP d(w, a ) = j − |w| j c ³ O ¢ N 4 c Z T J b j c ™ C M b  N  P |w| = |o| + r L j − |w| = j − |o| − r P t u 4

(201) C P SVA(c&^;b—NEbMbjC^ \AwcMO;N¢ccMOFA4N`SUdFO;N '³A(cTZb Σ = {a , . . . , a } NED;W0SUA c j , . . . , j ∈ ³ ' \ A SZN`GM]EA¶TVDicjA.]EA.GMbML?¸A'³DFA k = P |   (a )| LBg+OFA.D P @A E vNA $'FGMTVD;]Hb k = IN P LFg+O=^;b wA±K.N`D™d;SV^F] k TVDicMC@BMA E \N DŠcjC]EA(c ·r ≥  |o| + r N×b>cMGjTUDF(|o|] w +=r) = |o|(a +. |Σ| L C×CHGjA.

(202) C FEA(G P WY^FAvcMF C D2GjCHd L D P wA\O;N FHA ..a ) ∈ B (o) B L + g F O ( A M G A ; ¨ % H C j G A H N b ` N ; D W P k = |o| + |Σ| · r |w| = |o|/0+L nrDXP CE wcjA\OFA.WYG AL wWY^;CHK GMW;A¶b cMO; JN¢Ac |w| = |o| + r -îNED;W P r = (k − |w|)/(|Σ| − 1) K(N`D ]E^;A.bMbJcjOFAGNEWYTU^;Qb -N`D;WëcjOFA|o|SUA(D;=]`cj(|Σ| OXC %·cj|w| O;AK −A(Dik)/(|Σ| cMGj*A /0L − 1) @BA c+^;bJbtT^ vNEGjTZbtA '™NHbjbjC^ \TVD;]cjO³N¢c NED;WvcMO;N¢cJcjO;A±cN`GM]EA cJTUb cjOFA ';N`SUS B (o) L -JM/¸eFCHP G¸ALNEKOÜSUA cjcjA(G a P cjOFΣA\@B=ALN`{aGMDFA(, GŠ. .NE.Ib , =ab }%¨CEGŠcMOFA¶K(CEGMGjALKpcMTVCHD×&C % a OFA(GMA j TUb±bt^0S™K(TVA.DHcMS2ëSUNEGj]HA±cMC¶]HA c4N\K CHGjGMA.K cjTUCED O;CHbjAŠSUA(D;]`cjO TZb ¶CHGjAŠcMO;N`D j O - D / P   )| N`D;W×bj^FdFdRCHbjAhcjO;A@BALN`GMDFA(G]HA cbcjO;A0K CHGjGMA.K cjTUCED w G A0WF'A ;DFA %¨CEGcjO;A+btcjGMTUDFk] =m = (a | . . .(a -+ /!eFGM C NED;W P wAWYALWY^;K(A r O - /!g+OFA4@A.N`GMDFA.G ^;btAL&b $# 6   

(203)    aCHD ) wO N`D;W r TVD×kCHGMWFA(G|w| cMOC ;D;W o L: nD×C`cjO;A(G JCEGWFb P wAN`GMA &N 'FSUAŠcjCvSUA.N`GMD™cMOFP A ';NESVSZb TVcjO    r. UJx(}&„{\ó'²—|\‚ Uwx.}&„{\ó'²—|\‚. ?. a. !I ¸@BA c. j. j. r. j. j. j. j. j. j. a. a. n i=1. a. a. a. n i=1. a. a. ji i. 1. n. 1. n. ai. ai. 1. n. k. max r. 1. r. i. n i=1. ji i. 1. n. n. j i. ai. k. >WYA.DHcMT@RK(N¢cMTVCHD C%'cMOFAP';NESVSZb+^;bjTVDF]   ö Ï ö  •sil4o(„zis=o(¯YlM} .,a }.

(204) Í  Ï ö  •sHl+q>lzHq>lmnlM{`}to }>Σ„xL{ = {a , . x.. º¦ }>sHl+¯=o(€ B (o) (o, r) ˜ ûû jîù ←Ï 1; k ←Î ù 0 ú ù ½ › ûû øi =  ö 1 | n(a )| ≥ j ú ù j ← 2 · j ö ú ø   ö š û ö kú ←îù Ïk + | (a )|  W û w ←  ((a a . . . a ) ) Xû · ûû2roÏ ö ←←Î  (kÏ  −ñ =|w|)/(|Σ| ð R=ñ    − ñ 1)  (w, r) (o, r) B 1:. !P<. HA. n. 1. r. j i. 1 2. j i. ai. n. k. eFCEG—TUD;btcMNED;K A P K CHD;btTZWYA.GcjOFA;' NESVS WYA;DFALW\C

(205) FEA(G L (¸^FG&N`SU]ECHGjTVcjOT b} '³A.]ETUD;b 'vSVC=C =TUDF]V%¨CEGJcjOFAK(CEGMGjALKpcjTUCEBD³2b&(bb) C&% aj N`D³W bj T€cMO ΣN¶=bt^ {a, SvK(TVA.DicjSN™SUNEGj]HA L"G A ¶TU]EOichC';bjA(GZFEA    (a) =  * P   (a2 ) = * P   (a4 ) = aabb P   (a8 ) = jabba P   (b8) = bbbb. # C k = |abba| + |bbbb| = 2 + 4 = 6 L g+OFA(D   (ab)6 = a. b. MR.

(206) . L—e!TUD;N`SUS2 P P ¨CHMG G¶A cMTU^FD;GjbtD³cMNEb D;K A P tb C C *4rSU]E=C)LT(6DGj−A(cj^F4)/(2 − 1) = 2 GMD;b (bb, L 2).  % $ # (abababababab) 6     = baba L# (baba, 2) bb %  $ *:K& 5 0:K: 3C&165

(207) ?879$ &1 8 :9":;9=<.   

(208)     :;)7 0 12:5 $. $. +$. $.  P

(209) 1 1 q  <>M &1 1  ' 794C: :7 q (Σ)  7 4 &#

(210) 1 <>

(211) !$ 794"7 $ >q() < O (|Σ| + GB  

(212)   3T

(213) 165

(214)  |o| + r) . & 1 7 

(215) ")7  7+$ 7 : ? !I ¸g+OFA¸TZWYA.DHcMT@RN&'FTUSVTVc vTZbJK(SVALN`GL Q CED;K(A(GMDFTVD;]cjOFAK(C \dFSUA'&YT€c  P cMOFAK CHGjGMA.K cjTUCED;b2C&%   -¨SUTVD;A.b6D¢a G /0L $  6      cjOFA4btcjGMTVD;]Hb aj GMAMiJ ^FTUGMA.b O (|Σ| + log(|o| + r)) DFA(ALWFb O (|o| +i r)   -¨SUTUDFA P /;L t u 4C`cMTUK(AvcjO³N¢ccMOFAëbjA c0C % NESVS2cjOFA ;' N`SUSUb P cMO;N¢c¶K CEDicN`TUD;b]EC=CYW';NESVSZbP'F^Yc\N`SZbtC,4"< : CEDFALb  N7  r > 2|o| ¨% CEG—TUD;btcMNED;K A P TUb—D;C`c&dRCESNi D;C\ TUNESVSN TZWYA(DicjTN³NF' SVA TVcjO\CH^FG&N`SU]ECHGjTVcjOC btTUD;K A O (|Σ| + |o| + r) > O(2|o|) ¨% CHG4btC \ AŠC'% cMOFA +L. Br (o) 79$.  

(216) .   7B9;< 7'12ÿF: ô<>ÿ

(217). —1 t<&7 9  t7 nD0cMOFTUb2btALKpcjTUCED P wA JCE^FSZWSUT2 HAJcjCbtO;C

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