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fY9Y `ζЅЛϣАЅ Ξϩβ βϔЅΫЛЅЅϔϱϩ100908070 k-NN (3)60 k-NN (5) SVM50 LR NB40 LDA QDA30Accuracy %20 *>Sh1_ e100 Sett Combined Setf6B;m`2 eX8, S2`7Q`K M+2 Q7 +H bbB}2` 7Q` /Bz2`2Mi b2ib Q7 72 im`2bfY9YSYS 7ζΞАЛЁζ ζЬАЁΞΫАϔϱϩ ϱϩ Аϑζ βΞАΞAЅζА i@3 83 jna3 3uja ,jCRN Cc 0RN3 RN NRNARq3aI UUCN< lzAc3,RN0 jCL3 sCN0Rsc R8a s 2+R; cC<N IcY /n3 jR j@3 03,CcCRN R8 NRNARq3aI UUCN< jCL3 sCN0Rsc. Cj Cc URcAcC$I3 j@ j q aCRnc sCN0Rs cCy3c sCII @ q3 cC<NC~, Nj CLU ,j RN j@3 ,I ccC~, jCRN ,,na ,w (A)Y r3 ,RLU a30 j@3 CLU ,j R8 0C{3a3Nj sCN0Rs cCy3c RN j@3 ,I ccC~, jCRN ,,na ,wsCj@ 0C{3a3Nj sCN0Rs cCy3c a N<CN< 8aRL S c3,RN0 jCII Szz c3,RN0c CN cj3Uc R8 SzY ,,na ,w CN 7C<na3 fYf Cc , I,nI j30 ncCN< $ I N,30 0 j Ac3j sCj@ a3cU3,j jR Ua3AC,j I0na jCRN. CN l 8RI0 ,aRccAq IC0 jCRN c3jjCN<Y bpK ,I ccC~3a sCj@ ICN3 a G3aN3I V,Rcj+59W Cc nc30 sCj@ 83 jna3c 8aRL sett jR 3q In j3 j@3 U3a8RaL N,3 R8 jCL3 sCN0RscYi@Cc ,,na ,w L3 cna3 Cc NRj jR a33,j j@3 ,I ccC~3a U3a8RaL N,3. CNcj3 0 jR a33,jj@3 CLU ,j R8 0C{3a3Nj ,@RC,3c R8 sCN0Rs cCy3c a N<CN< 8aRL S jR fz c3,RN0c RN j@3,I ccC~3a U3a8RaL N,3 8Ra 0C{3a3Nj 0 j Ac3jcY r3 8RnN0 Rnj j@ j sCj@ Rna c3I3,jCRN R8 83 jna3c j@3 ,I ccC~, jCRN ,,na ,w R8 j@3c3I3,j30 ,I ccC~3ac 0C0 NRj CLUaRq3 8j3a lz c3,RN0c c c@RsN CN 7C<na3 fYfY # c30 RNj@3c3 a3cnIjc. s3 c3I3,j j@3 Sl4 0CL3NcCRN I VsettW 83 jna3 q3,jRa s@C,@ Cc R$j CN30Rq3a lz c3,RN0 jCL3 sCN0Rs 8Ra 8naj@3a 3q In jCRN R8 ,I ccC~3a N0 ,jCq3 I3 aNCN<8a L3sRaGYfY9Yl 2ЦΞϣЛΞАϔϱϩ ϱυ ΫϣΞЅЅϔυϔζЁ BN j@Cc c3,jCRN s3 Ua3c3Nj N0 0Cc,ncc j@3 3q In jCRN N0 c3I3,jCRN R8 j@3 $ c3,I ccC~3a LR03I 8Ra Rna c3Cyna3 Ua30C,jCRN 8a L3sRaGY R9R
Accuracy %e Y +ϱϩАζЬА ЧΞЁζϩζЅЅ ϔϩ B#bM ġ ϩ ζϿϔϣζϿАϔΫ ЛЅζAΫΞЅζ*>Sh1_ e 100 90 80 Dog1 70 Dog2 Dog3 Dog4 60 Dog5 Patient1 Patient2 50 40 0 10 20 30 40 50 60 Time in Seconds 6B;m`2 eXe, ++m` +v (A) Q7 HBM2 ` aoJ +H bbB}2` b 7mM+iBQM Q7 iBK2X fY9YlYS iϔϨζ Ξϩβ KζϨϱЁЭ ΫϱϩЅЛϨϿАϔϱϩ r3 3q In j3 j@3 U3a8RaL N,3 R8 e ,I ccC~3ac sCj@ j@3 83 jna3 c3j sett CN j3aLc R8 ,I ccC~, jCRN jCL3. CY3Y j@3 jRj I jCL3 a3\nCa30 jR ,I ccC8w S @Rna $IR,G R8 a s 2+R; cC<N Ic. ncCN< j@3 jC, N0 jR, 8nN,jCRNc R8 K iH #Y i@Cc jCLCN< L3j@R0 CN,In03c j@3 Rq3a@3 0 R8 j@3 I UjRUȕc $ ,G<aRnN0 UaR,3ccd @Rs3q3a. UaR~ICN< R8 II ,I ccC~3ac Cc , aaC30 Rnj j j@3 c L3 jCL3. sCj@ N ccna N,3 j@ j j@3 Rq3a@3 0c a3 ,RLLRNIw Ua3c3Nj 0naCN< II jCLCN< L3 cna3L3NjY 7aRL 7C<na3 fYe. Cj , N $3 c33N j@ j GAMM ,I ccC~3ac a3\nCa3 j@3 I3 cj jCL3 8Ra j@3 ,I ccC~, jCRN UaR,3cc $3, nc3 R8 j@3 LCNCL I ,RLUnj jCRN. $nj j@3w @ q3 j@3 LRcj L3LRaw nc <3Y KRcj cnCj $I3 ,I ccC~3a LRN< j@3 ICcj Cc bpK c Cj a3\nCa3c I3cc L3LRaw N0 @ c j@3 I3 cj ,I ccC~, jCRN jCL3Y # c30 RN j@Cc a3cnIj. 8Ra 8naj@3a 3q In jCRN R8 j@3 Ua30C,jCRN 8a L3sRaG s3 ,@RRc3 bpK ,I ccC~3a sCj@ sett c j@3 83 jna3 c3j 3uja ,j30 8aRL lz c3,RN0c R8 NRNARq3aI UU30 2+R; cC<N IcY BN bpK. jR<3j@3a sCj@ j@3 ,aCcUAI $3I. 03<a33 R8 ,3aj CNjw. CY3Y UaR$ $CICjw R8 j@3 RnjUnj. Cc IcR 3uja ,j30 8j3a j@3 ,I ccC~, jCRN UaR,3cc ncCN< j@3 TI jjȕc c, ICN< L3j@R0 )Sfz*Y BN j@Cc s w. j@3 ,I ccC~3a $IR,G RnjUnjc cR8jAI $3I N0 ,aCcUAI $3I 8j3a 3 ,@ Cj3a jCRN R8 j@3 83 jna3 c3jY i@3c3 I $3Ic a3 8Ras a030 jR j@a3c@RI0 $IR,G CN Rna Ua30C,jCRN 8a L3sRaG. s@C,@ 03,C03c 3Cj@3a j@3 ,I ccC~, jCRN Rnj,RL3 Cc 3IC<C$I3 8Ra c3Cyna3 I aL N0 , N $3 nc30 8Ra URcjAUaR,3ccCN< Ra j@3 ,I ccC~3a LR03I N330c jR $3 a3ja CN30 j@aRn<@ N ,jCq3AI3 aNCN< 8a L3sRaGY R9k
fY9Y `ζЅЛϣАЅ Ξϩβ βϔЅΫЛЅЅϔϱϩ 200 0.5 180 Time (seconds) 0.45 Memory (KB) 160 0.4 140 0.35Memory (KB) 120 0.3 Time (seconds) 100 0.25 80 0.2 60 0.15 40 0.1 20 0.05 0 k-NN (3) k-NN (5) SVM LR NB LDA QDA 06B;m`2 eXd, *H bbB}+ iBQM iBK2 7Q` kyUbV Q7 1*Q: / i 7`QK Re +? MM2Hb mbBM; sett 72 im`2 b2iX hBKBM; rBi? .Q;8 / i XfY9YlYl 2ЦΞϣЛΞАϔϱϩ ϱυ ΪΞЅζ ΫϣΞЅЅϔυϔζЁ Ϩϱβζϣ BN Ra03a jR 3q In j3 j@3 U3a8RaL N,3 R8 j@3 ,I ccC~3a sCj@ a3cU3,j jR Rna c3<AL3Nj30 0 j . s3 , I,nI j3 j@3 U3a8RaL N,3 CN 3 ,@ ,I cc VUa3AC,j I N0 CNj3aAC,j IWc3U a j3IwY i@Cc 3Ncna3c j@3 U3a8RaL N,3 R8 j@3 ,I ccC~3a Cc q IC0 8Ra 3 ,@ ,I ccY IcR.CN j@Cc s w s3 sCII $3 $I3 jR GNRs @Rs Ln,@ 0 j 8aRL 3 ,@ ,I cc Cc ,I ccC~30 cnNGNsRN 8Ra 3 ,@ cn$E3,jY 7Ra j@Cc U3a8RaL N,3 3q In jCRN. s3 nc30 j@3 c3<L3Nj300 j c c@RsN CN i $I3 fYkY r3 0Cc,ncc j@3 a3cnIjc 8aRL II Cj3a jCRNc 8Ra /R<9 0 j Ac3jCN j@Cc c3,jCRNYAi2` iBQM *H bbB}2` S2`7Q`K M+2 62 im`2 b KTH2b UWV *>Sh1_ e 6S_ UWV 6L_ UWV *H2 ` K#B;mQmb.Q;8 UAi2` iBQMRV.Q;8 UAi2` iBQMkV kXjy kjXk 8k 93.Q;8 UAi2` iBQMjV jXek kyXd ej jd.Q;8 UAi2` iBQM9V kX98 RjX3 jd ej.Q;8 UAi2` iBQM8V RX89 kkX8 9e 89 9X9d jRXj kk d3h #H2 eXRR, S2`7Q`K M+2 Q7 aoJ +H bbB}2` rBi? .Q;8 S`2@B+i H / i @b2i mbBM; sett 72 im`2 b2i BN i $I3 fYSS. 7T` N0 7M` a3 , I,nI j30 8Ra RN3 @Rna U3aCR0 jR L j,@ Rna cAcnLUjCRN R8 Ua30C,jCRN @RaCyRNY i@3 83 jna3 c LUI3c j@ j @ q3 03<a33 R8 ,3aj CNjwR8 LRa3 j@ N 4zX CN 3Cj@3a ,I cc Cc ,RNcC03a30 ,I3 a c LUI3cY i@3c3 c LUI3c , N $3 R9j
e Y +ϱϩАζЬА ЧΞЁζϩζЅЅ ϔϩ B#bM ġ ϩ ζϿϔϣζϿАϔΫ ЛЅζAΫΞЅζ ,I ccC~30 sCj@ @C<@ ,RN~03N,3 CNjR RN3 R8 j@3 ,I cc3cY i@3 a3L CNCN< c LUI3c s@C,@ @ q3 IRs3a 03<a33 R8 ,3aj CNjw a3 <aRnU30 c L$C<nRnc c LUI3cY Ij@Rn<@ U3a83,j ,I ccC~3a LR03I sCII @ q3 @C<@ 03<a33 R8 ,3aj CNjw N0 I3cc L$C<nRnc c LUI3c N3 a j@3 @wU3aAUI N3. sCj@ j@Cc cnU3acjCjCRnc ,3aj CNjw a3\nCa3A L3Nj. s3 CNj3NjCRN IIw CN,a3 c3 j@3 LRnNj R8 L$C<nRnc 0 j Y i@Cc c3jjCN< sCII a3UIC, j3 j@3 a3 IAsRaI0 c,3N aCR. s@3a3 j@3 LRnNj R8 Ua3AC,j I 3UR,@c nc30 8Ra ja CNCN< j@3 ,I ccC~3a sCII $3 I3cc j@ N j@3 CNj3aAC,j I 3UR,@c. N jna IIw CN,a3 cCN< j@3 LRnNj R8 L$C<nRnc 0 j Ra nNGNRsN ,I ccY 7aRL i $I3 fYSS. Cj Cc R$c3aq30 j@ j 3 ,@ Cj3a jCRN ncCN< /R<9 0 j Ac3j sCj@ 0C8A 83a3Nj q IC0 jCRN 0 j @ c 0C{3a3Nj 3aaRa a j3cY IcR. j@3 7T` Cc Is wc IRs3a j@ N j@3 7M` $3, nc3 R8 j@3 I a<3 LRnNj R8 CNj3aAC,j I 0 j nc30 8Ra ja CNCN< j@3 ,I ccCA ~3aY Bj3a jCRN 9 @ c j@3 LRcj NnL$3a R8 L$C<nRnc c LUI3c. N0 Cj Cc IcR a33,j30 CN j@3 7T` N0 7M`Y i@3 NnL$3a R8 L$C<nRnc c LUI3c Cc q3aw @C<@ CY3Y e4X R8 j@3 s@RI3 q IC0 jCRN 0 j nc30 Cc <aRnU30 c L$C<nRnc 0 j Y r3 ,@RRc3 j@3 ,I ccC~3a LR03I s@C,@ Cc 03q3IRU30 $ c30 RN j@3 Cj3a jCRN9 8Ra 8naj@3a 3q In jCRN R8 j@3 ,jCq3 I3 aN3a $IR,GY BN i $I3 fYSl. s3 Ua3c3Nj j@3 U3a8RaL N,3 R8 j@3 ,I ccC~3a 8Ra CNj3aAC,j I 0 j Ac3j. sCj@ cCLCI a L3jaC,cY Bj Cc 3qC03Nj j@ j j@3 $nN0 N,3 R8 CNj3aAC,j I 0 j @ c URcCjCq3 CNn3N,3 RN j@3 ,I ccC~3a U3a8RaL N,3 CN j3aLc R8 7T` N0 7M`. CY3Y RNIw N3<IC<3Nj LRnNj R8 c LUI3c a3 LCc,I ccC~30 CN j@3 CNj3aAC,j I ,I ccY IcR. LRcj R8 j@3 c LUI3c a3 ,I3 a N0 q3aw 83s c LUI3c a3 L$C<nRnc CN II Cj3a jCRNcY Bj Cc R$c3aq30 8aRL j@3c3 a3cnIjc j@ j II ,I ccC~3a LR03Ic 03aCq30 8aRL II 9 Cj3a jCRNc @ q3 ILRcj cCLCI a U3a8RaL N,3 8Ra CNj3aAC,j I ,I ccY i@3a38Ra3. s3 ,@RRc3 j@3 ,I ccC~3a LR03I $ c30 RN j@3 Ua3AC,j I U3a8RaL N,3. s@C,@ Cc j@3 LR03I Bj3a jCRN9 8Ra j@3 cn$E3,j /R<9Y*>Sh1_ e Ai2` iBQM *H bbB}2` S2`7Q`K M+2 62 im`2 b KTH2b UWV 6S_ UWV 6L_ UWV *H2 ` K#B;mQmb .Q;8 UAi2` iBQMRV .Q;8 UAi2` iBQMkV yXyR yXRk Nk 3 .Q;8 UAi2` iBQMjV yX9R yXkR Nj d .Q;8 UAi2` iBQM9V yXkR yX3d NR N .Q;8 UAi2` iBQM8V yXR9 RXyR Nd j yXjd yXNR Ne 9 h #H2 eXRk, S2`7Q`K M+2 Q7 aoJ +H bbB}2` rBi? .Q;8 AMi2`@B+i H / i @b2i mbBM; sett 72 im`2 b2i fY9YlYk +ϣΞЅЅϔυϔζЁ Ϩϱβζϣ υϱЁ ζΞΫϑ ЅЛΪϟζΫАЅ cCLCI a UaR,3cc c 3uUI CN30 $Rq3 Cc nc30 jR R$j CN $ c3 ,I ccC~3a LR03I 8Ra 3 ,@ cn$E3,jcY i@3 NnL$3a R8 Cj3a jCRNc 8Ra 3 ,@ cn$E3,j 03U3N0c RN j@3 NnL$3a R8 q CI $I3 RN3 @Rna Ua3AC,j I c3<L3NjcY R99
fY9Y `ζЅЛϣАЅ Ξϩβ βϔЅΫЛЅЅϔϱϩ 7Ra 3u LUI3. j@3 cn$E3,j /R<: @ c Sf Ua3AC,j I c3<L3Njc. cR j@3 ,I ccC~3a LR03I@ c $33N Cj3a j30 8Ra Sf 8RI0 ,aRccAq IC0 jCRN jR ~N0 j@3 ,I ccC~3a LR03I sCj@ j@3LRcj L$C<nRnc c LUI3c c c@RsN CN i $I3c )fY:AfYO*Y r3 Ua3c3Nj RNIw j@3 Cj3a jCRN s@C,@ @ c j@3 LRcj L$C<nRnc c LUI3c N0 Cjc,Raa3cURN0CN< 7T` N0 7M` a3 Ua3c3Nj30 CN j@Cc c3,jCRNY i@3 a3cnIjc R8 j@3 ,I ccC~3ancCN< 0 j Ac3j R8 II cn$E3,jc a3 Ua3c3Nj30 CN i $I3 fYSkYam#D2+i *H bbB}2` S2`7Q`K M+2 62 im`2 b KTH2b UWV 6S_ UWV 6L_ UWV *H2 ` K#B;mQmb.Q;R.Q;k 9XR8 j9Xk kN dR.Q;j jXd9 keXd k9 de.Q;9 jX98 k8X3 kR dN.Q;8 jX33 kNX3 ke d9S iB2MiR 9X9d jRXj kk d3S iB2Mik 3Xk9 j3X8 Re 39 RyX9d 9RXj Rk 33h #H2 eXRj, S2`7Q`K M+2 Q7 aoJ +H bbB}2` 7Q` HH i?2 bm#D2+iǶb T`2@B+i H / i @b2i mbBM; sett 72 im`2 b2iX *H bbB}2` T2`7Q`K M+2 Q7 QMHv i?2 #2bi Bi2` iBQM Bb b?QrM Bj Cc CLURaj Nj jR NRj3 j@ j cn$E3,jc T jC3NjS N0 T jC3Nj9 @ c j@3 @C<@3cj 3aaRaa j3 $3, nc3 R8 j@3 @C<@3cj c, a,Cjw CN Ua3AC,j I 0 j Y r3 c3I3,j30 j@3 ,I ccC~3a LR03Is@C,@ @ c j@3 LRcj NnL$3a R8 L$C<nRnc 0 j CN j@3 Ua3AC,j I ,I ccY r3 IcR a3URaj j@3 U3a8RaL N,3 R8 j@3 c L3 ,I ccC~3a LR03I sCj@ CNj3aAC,j I ,I ccCN i $I3 fYS:Y c 3uUI CN30 CN j@3 , c3 R8 /R<9 0 j Ac3j j@3 $nN0 N,3 R8 0 j CN j@3CNj3aAC,j I ,I cc @ c NR CNn3N,3 RN j@3 c3I3,jCRN R8 ,I ccC~3a LR03I. s@C,@ Cc jan3 8Ra II Rj@3a cn$E3,jcYam#D2+i *H bbB}2` S2`7Q`K M+2 62 im`2 b KTH2b UWV *>Sh1_ e 6S_ UWV 6L_ UWV *H2 ` K#B;mQmb.Q;R.Q;k yXRN yXR3 N9 e.Q;j yXRk yXkj N8 8.Q;9 yXyk yXRR N3 k.Q;8 yXk8 yXek Nd jS iB2MiR yXjd yXNR Ne 9S iB2Mik yX89 RX98 NR N yX9d RXjk Ny Ryh #H2 eXR9, S2`7Q`K M+2 Q7 aoJ +H bbB}2` 7Q` HH i?2 bm#D2+iǶb BMi2`@B+i H / i @b2i mbBM; sett 72 im`2 b2iX *H bbB}2` T2`7Q`K M+2 Q7 QMHv i?2 #2bi Bi2` iBQM Bb b?QrM R98
e Y +ϱϩАζЬА ЧΞЁζϩζЅЅ ϔϩ B#bM ġ ϩ ζϿϔϣζϿАϔΫ ЛЅζAΫΞЅζ fY9Yk 2ЦΞϣЛΞАϔϱϩ ϱυ ΞΫАϔЦζ ϣζΞЁϩζЁ iR ,RLU a3 j@3 U3a8RaL N,3 R8 #;KKA$ c30 ,jCq3 I3 aN3a. s3 nc30 j@3 bpK ,I ccC~3a sCj@ c3LCAcnU3aqCc30 c3jjCN< VRa U ccCq3 c3jjCN<W N0 j@3 bpK sCj@ Encj Rna nN,3aj CNjw c LUI3a c c@RsN CN 7C<na3 fY4Y i@3 ,I ccC~3a LR03I c3I3,j30 8Ra 3 ,@ cn$E3,j Cc q IC0 j30 sCj@ 0C{3a3Nj I $3I 8a ,A jCRNc N0 j@3 I $3I ,RLUI3uCjw Cc Ua3c3Nj30 8Ra 3 ,@ cn$E3,j c3U a j3Iw c c@RsN CN 7C<na3 fYOY i@3 a jCRc R8 0C{3a3Nj I $3I 8a ,jCRNc a3 03aCq30 c c@RsN CN i $I3 fYSzY Label SVM Fraction (a). Label complexity of SVM - passive Label SVM Uncertainty Fraction sampler (b). Label complexity of SVM - uncertainty Label SVM BGMM Uncertainty Fraction sampler (c). Label complexity of SVM - BGMM 6B;m`2 eX3, G #2H +QKTH2tBiv Q7 i?`22 /Bz2`2Mi b2iiBM;b Q7 aoJ +H bbB}2`X AM 2 +? b2iiBM;- i?2 2``Q` ` i2 Bb K2 bm`2/ b 7mM+iBQM Q7 H #2H 7` +iBQMX*>Sh1_ e i@3 LR03I c3I3,j30 8aRL j@3 3q In jCRN R8 j@3 ,I ccC~3a U3a8RaL N,3 Cc nc30 jR 3q In j3 j@3 ,jCq3 I3 aN3a $IR,GY i@3 3aaRa a j3 Cc j@3 ,RLUI3L3Nj R8 ,,na ,w A R8 j@3 ,I ccC~3aY i@3 U3a8RaL N,3 R8 N C03 I ,jCq3 I3 aNCN< CN j3aLc R8 3aaRaAa j3 � c@RnI0 $3 ,IRc3 jR O ln 1 . s@3a3 c CN j@3 c3LCAcnU3aqCc30 , c3 Cj Cc O 1 Y 7aRL 7C<na3 fYO. Cj Cc 3qC03Nj j@ j 8Ra II j@3 cn$E3,jc. j@3 ,jCq3 I3 aN3a s c $I3 jR ,@C3q3 Ln,@ IRs3a 3aaRa a j3 j@ N j@3 c3LCAcnU3aqCc30 bpK ,I ccC~3aY BN 7C<na3 fYOV W. #;KK $ c30 bpK s c $I3 jR ,@C3q3 keX IRs3a 3aaRa a j3 j@ N c3LCAcnU3aqCc30 bpK. sCj@ Encj SzX R8 j@3 I $3IcY Ij@Rn<@ nN,3aj CNjw c LUI3a @ c a30n,30 j@3 3aaRa a j3 $w SeX sCj@ Encj SzX R8 j@3 I $3Ic. j@3 ,RLUI3uCjw Cc cjCII ,IRc3 jR O 1 . s@C,@ Cc NRj 03cCa $I3Y Bj Cc 3qC03Nj j@ j j@3 #;KKA$ c30 ,jCq3 c3I3,jCRN @ c ,I3 a CLUaRq3L3Nj CN j@3 ,I ccC~, jCRN 3aaRa s@3N j@3 NnL$3a R8 I $3I30 0 j Cc q3aw I3ccY IcR. j@3 , c3 R8 #;KKA$ c30 bpK. j@3 3aaRa a j3 c jna j3c j aRnN0 SX $3, nc3 R8 j@3 ICLCj jCRN R8 j@3 c3I3,j30 ,I ccC~3a LR03IY i@Cc ,RLUI3uCjw Cc ,IRc3 jR O ln 1 R9e
fY9Y `ζЅЛϣАЅ Ξϩβ βϔЅΫЛЅЅϔϱϩError % 8 Error % 8 6 6 4 4 2 2 0 0.2 0.4 0.6 0.8 1 0 0.5 1 (a). Label Fraction Dog1 (b). Label Fraction Dog2Error % 8 SVM-BGMM Error % 8 SVM-Uncertainity 6 6 SVM-Passive 4 4 2 2 0 0.5 1 (c). Label Fraction Dog3 0 0.2 0.4 0.6 0.8 1 8 10 (f). Label Fraction Patient1 8 6 4 86 2Error % 6 Error % Error % 4 4 0 0.5 1 (d). Label Fraction Dog4 22 0 0.5 1 0 0.5 1 (g). Label Fraction Patient2 (e). Label Fraction Dog56B;m`2 eXN, G #2H +QKTH2tBiv Q7 i?`22 /Bz2`2Mi b2iiBM;b Q7 aoJ +H bbB}2`X 1``Q` ` i2 b 7mM+iBQM Q7 H #2H 7` +iBQMX c 3uUI CN30 3 aIC3a. j@3 $ c3 ,I ccC~3a Cc UaRN3 jR LCc,I ccC~, jCRN $3, nc3 R8 j@3 *>Sh1_ eN jna3 R8 Ua3AC,j I 0CcjaC$njCRN CN 2+R; cC<N IcY r3 0030 LCc,I ccC~, jCRN NRCc3.CY3Y a N0RLIw 0CcjaC$nj30 I $3I UaRURajCRN. jR j@3 RnjUnj R8 j@3 $ c3 ,I ccC~3aY r3 nc30 j@3 $ c3 ,I ccC~3a LR03I j@ j s c ,@Rc3N jR @ q3 j@3 @C<@3cj L$C<nRncc LUI3. N0 j@3 I $3I 8a ,jCRN s c ~u30 CN s w j@ j j@3 NnL$3a R8 I $3I30 0 j c3<L3Njc nc30 8Ra ja CNCN< Cc Is wc I3cc3a j@ N j@3 NnL$3a R8 I $3I30 c3<L3Njcnc30 8Ra q IC0 jCRNY BN Ra03a jR 3q In j3 j@3 U3a8RaL N,3 R8 j@3 ,jCq3 I3 aN3a $IR,G CN Ua3c3N,3 R8cn,@ LCc,I ccC~, jCRN. s3 L3 cna3 j@3 ,,na ,w R8 j@3 $ c3 ,I ccC~3a sCj@ j@a33 0C8A83a3Nj c3jjCN<c c c@RsN CN 7C<na3 fY4Y r3 L3 cna3 ,,na ,w R8 j@3 ,I ccC~3a c 8nN,jCRN R8 0C{3a3Nj NRCc3 UaRURajCRNc ηY BN Ua3c3N,3 R8 NRCc3. j@3 $ c3 ,I ccC~3a CN c3LCAcnU3aqCc30 c3jjCN< @ c URRa U3a8RaL N,3Y IcR. j@3 nN,3aj CNjw c LUI3a 0C0NRj CLUaRq3 j@3 ,,na ,w CN j@3 Ua3c3N,3 R8 NRCc3Y #;KKA$ c30 bpK ,I ccC~3a @ c cC<NC~, Nj cj $CICjw jR j@3 LCc,I ccC~, jCRNNRCc3Y i@3 $CICjw R8 j@3 #;KK jR c3I3,j j@3 ,jCq3 c LUI3c $ c30 RN j@3 3cjCL jCRNUaR$ $CICjw 0CcjaC$njCRN a3cnIjc CN ,I3 a CcRI jCRN R8 j@3 a N0RL NRCc3 0030 jR j@3,I ccC~, jCRN a3cnIjcY Bj Cc 3qC03Nj j@ j j@3 LCc,I ccC~, jCRN ,Rcjc , N $3 IRs3a30 $w #;KK LR03Id@Rs3q3a. ,@RC,3 R8 ,I ccC~3a LR03I Cc CLURaj Nj jR ,@C3q3 @C<@ ,,na ,wY IcR. jq3aw @C<@ NRCc3 UaRURajCRN R8 $Rq3 80%. II c3jjCN<c R8 j@3 $ c3 ,I ccC~3a @ q3 cCLACI a ,,na ,w CN ,I ccC~, jCRNY R9d
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