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LMN NMOPNQPRSN TN TRSOPRUVORWM WVXPNQYVSRNVPS Z[\[SRMS T[MSVMNMWVXNYYNP]\RWM ^_WZZNP_R[YRSNP`aNS
SRONS TN SNS Z[\[SRMS TWRXNMO bOPN WQORZRS]S NM cWM_ORWM TN QYVSRNVPS c[_ONVPS d ef Y[ SWZZN TNS TRSO[M_NS
Q[P_WVPVNS Q[P YNS _YRNMOS QWVP SN PNMTPN [V Z[\[SRM YN QYVS QPW_gNhif YN _WjO TkWVXNPOVPN TNS Z[\[SRMSh
lf YN Z[mRZVZ TNS TRSO[M_NS Q[P_WVPVNS Q[P YNS _YRNMOS QWVP SN PNMTPN [V Z[\[SRM YN QYVS QPW_gN`
nWVP SRZQYRoNPpWM SVQQWSN qVkRYMk
r
[qVkVM SNVY _YRNMO Q[P SRON NO qVN YNS Z[\[SRMS MN SkRMSO[YYNMO qVN
SVP YNS SRONS TNS _YRNMOS` sRMSRpSR
X = {x 0 , x 1 , . . . x n−1 }
NSO YkNMSNZUYN TNSn
SRONS _YRNMOS tn > 0
upWM XNVOWVXPRP
k
Z[\[SRMS tk > 0
u SVP TNS SRONSy j
ONYS qVN YkNMSNZUYN
Y = {y 0 , y 1 , . . . y k −1 }
X]PRoNY ⊆ X
`vWRO
d(x i , x j )
Y[ TRSO[M_N NMOPN YNS SRONSx i
NO
x j
NO 5?w4
(x i )
YN _WjO TkWVXNPOVPN TkVM Z[\[SRM SVP YNSRON
x i
` xM _gNP_gNP[ Tk[UWPT ^ ZRMRZRSNPp QWVP OWVS YNS SWVSyNMSNZUYNS
Y
TNk
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p Y[qV[MORO]
S(Y )
SVRX[MON dS(Y ) = d(x 0 , Y ) + d(x 1 , Y ) + · · · + d(x n−1 , Y ) +
5?w4(Y )
[XN_
d(x i , Y ) = min{d(x i , y j ) | y j ∈ Y }
NO 5?w4(Y ) = P
y j ∈Y
5?w4
(y j )
Wz
d(x i , Y )
NSO Y[ TRSO[M_N ZRMRZ[YN Q[P_WVPVN Q[P YN _YRNMOi
QWVP SN PNMTPN ^ VM Z[\[SRM SROV] T[MSY
pNO 5?w4
(Y )
NSO Y[ SWZZN TNS _WjOS TkWVXNPOVPN TNS Z[\[SRMS SROV]S NMY
`{[MS_NQPWUY|ZNpWMVORYRSNP[ YNS _Y[SSNS }~ tT[MS Y[ Q[PORN
u
p NO ~ tT[MSYNS Q[PORNS
NO
u
QWVP T]oMRP TNS Q[RPNS TkNMORNPSp TNS YRSONS TN Q[RPNSp NO TNS \P[QgNS MWMyWPRNMO]S PNQP]SNMO]S Q[P
VM O[UYN[V TN YRSONS qVRTWMMN QWVP _g[qVN SWZZNO
s
pY[ YRSON TNS Q[RPNS(t, `)
QWVP _g[qVN [P_ [YY[MO TNs
^
t
TN YWM\VNVP`
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k = 1
u` LM SRON_YRNMO
x i
NSO PNQ]P] Q[P SWM [U_RSSN NMOR|PN M[OVPNYYN
x i
QWVP OWVO
i
t0 ≤ i < n
up NO WM QWSN0 ≤ x i < x j
QWVP
0 ≤ i < j < n
txM _WMcWMTp S[MS [ZUR\VRO]p SRONx i
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x iu
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x m NSO VM _gWRm WQORZ[Y SR NO SNVYNZNMO SkRYZRMRZRSN Y[ qV[MORO] S(m)
SVRX[MON d
S(m) =
n−1 X
i=0
|x i − x m |
[Y_VYNP
x m
WQORZ[Y qV[MT
X = {0, 1, 2, 4, 7, 9}
`{]ZWMOPNP qVN _N ZRMRZVZ NSO [OONRMO SRNO SNVYNZNMO SR
m
NSO NM QWSRORWM Z]TR[MNp_kNSOy^yTRPN YWPSqVN YN MWZUPN
p
TNx i RMc]PRNVPS ^ x m NO YN MWZUPN q
TN x i SVQ]PRNVPS ^x m X]PRoNMO |p − q| ≤ 1
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q
TNx i SVQ]PRNVPS ^x m X]PRoNMO |p − q| ≤ 1
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|p − q| ≤ 1
`s _g[qVN _WMo\VP[ORWM WQORZ[YNp WM [SSW_RN VM ZWO SVP Yk[YQg[UNO
{ c , r , m }
pWUONMV NM YRS[MO Y[ SV_y_NSSRWM TNS QWRMOS ^ _WWPTWMM]NS NMOR|PNS SVP Y[YR\MNp^ Q[PORP TV QPNZRNP _YRNMO NOVSqVk[V TNPMRNP _YRNMO`
a[ YNOOPN
c
SR\MRoN _YRNMO p
m
SR\MRoN Z[\[SRM tNO VM _YRNMO SN OPWVXN ]\[YNZNMO SVP _N SRON
u p
r
SR\MRoN
PRNM `{[MS YkNmNZQYN QP]_]TNMOp VM ZWO [SSW_R] ^
x m = 4
NSOcccrmrrcrc
`
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x m = 2
T[MS _NO NmNZQYN`{WMMNP VMN \P[ZZ[RPN [Y\]UPRqVN QWVP NM\NMTPNP YN Y[M\[\N TNS _WMo\VP[ORWMS WQORZ[YNS`
WMOPNP qVN _N Y[M\[\N MkNSO Q[S P[ORWMMNY tP]\VYRNP
u
`
xM SVQQWSN ^ QP]SNMO qVN YN _WjO TkWVXNPOVPN TkVM Z[\[SRM X[PRN SNYWM YN SRONpNO WM SWVg[RON _gWRSRP
YN YRNV TV Z[\[SRM TN c[WM ^ ZRMRZRSNP Y[ SWZZN TV _WjO TkWVXNPOVPN TV Z[\[SRM NO TN Y[ TRSO[M_N
Q[P_WVPVN Q[P YNS _YRNMOS`xM XNVO TWM_ ZRMRZRSNP Y[ qV[MORO] d
S(m) =
n−1 X
i=0
|x i − x m | +
5?w4(x m )
NZ[PqVN dYN ZRMRZVZ MkNSO QYVS cWP_]ZNMO [OONRMO qV[MT
m
NSO NM QWSRORWM Z]TR[MN`McWPZ[ORqVNZNMOp YNS SRONS _YRNMOS SWMO PNQP]SNMO]S Q[P VM O[UYN[V
s
TNn
Q[RPNSs[i] = (x i , c i )
p OPR]T[MS YkWPTPN _PWRSS[MO TNS
x i
pONY qVNpQWVP _g[qVN SRONpY[ QWSRORWM NSO NM
x i
NO YN _WjO
c i
TkWVXNPOVPN TkVM
Z[\[SRM SVP _N SRON NSO 5?w4
(x i )
`_PRPNY[cWM_ORWM~~
(s)
qVRQPNMT NM[P\VZNMOVM O[UYN[VTN SRONSs
hNOqVRPNOWVPMNpNMONZQS YRM][RPN Q[P P[QQWPO ^
n
pYk[U_RSSNx m
TkVM NZQY[_NZNMO WQORZ[YQWVP YkWVXNPOVPN TkVM Z[\[SRM`
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x i
NO
x j
SWMO TWMM]NS Q[P VMN Z[OPR_N
S
r
Z]OPRqVN
(d ij )
PNQP]SNMO]N Q[P VM O[UYN[Vd
X]PRo[MOd[i][j] = d ij
QWVP OWVO
i
pj
ONYS qVN0 ≤ i < n
NO0 ≤ j < n
` M WVOPNp RY Mkr [ qVN TNVm Z[\[SRMS TRSORM_OSm
NOm 0 TWMO YNS NZQY[_NZNMOS x m NO x m 0
x m 0
SWMO
;?22DB`
NS TNVm Z[\[SRMS WMO VMN _[Q[_RO] YRZRO]N ^
n/2
p_g[qVN Z[\[SRM MN QWVX[MO SNPXRP qVkVMMWZUPN YRZRO] TN _YRNMOSp
n/2
[V Z[mRZVZ`nWVP SRZQYRoNPpWM SVQQWSNP[ qVNn
NSO Q[RP`xM _gNP_gN ^ [YYWVNP YNS _YRNMOS [Vm TNVm Z[\[SRMS NM ZRMRZRS[MO Y[ SWZZN TNS TRSO[M_NS Q[P_WVPVNS
Q[P YNS _YRNMOS QWVP SN PNMTPN ^ VM Z[\[SRMpOWVO NM PNSQN_O[MO YNS _WMOP[RMONS TN _[Q[_RO]`
! WMOPNP qVkVMN [YYW_[ORWM NSO WQORZ[YN SR NO SNVYNZNMO SkRY MkNmRSON Q[S TNVm _YRNMOS qVR
QWVPP[RNMO [Z]YRWPNP Y[ X[YNVP TN Yk[YYW_[ORWM NM Sk]_g[M\N[MO YNVPS Z[\[SRMS PNSQN_ORcS`
{[MS VMN _Y[SSN "~#$~%pWM SVQQWSN TWMM]N Y[ Z]OgWTN
(a, c)
qVROPRNpNM ONZQSO(n log n)
pVMO[UYN[V
a
TNn
WUNOS SNYWM Y[ Z]OgWTN $%} &% TV _WZQ[P[ONVPc
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qVRQPNMTNM[P\VZNMOS YN O[UYN[V
d
TNS TRSO[M_NSpYNS TNVm Z[\[SRMSm
NOm 0hNO qVR PNOWVPMN VM O[UYN[V TN n
X[YNVPS
X[Y[MO
m
WVm 0 SNYWM qVNYN _YRNMO SROV] SVP YN SRONx i
SNPNMT NM
x m
WVNM
x m 0
pQWVP ZRMRZRSNP Y[SWZZN TNS
TRSO[M_NS Q[P_WVPVNS Q[P YNS _YRNMOS OWVO NM PNSQN_O[MO YNS _WMOP[RMONS TN _[Q[_RO]S TNS Z[\[SRMS`{WMMNP
S[ _WZQYNmRO] NM ONZQSpQ[P P[QQWPO ^
n
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n
SWZZNOS TkVM \P[QgNG
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G
pVM [P_ TN YWM\VNVP`
NMOPN YN SWZZNOi
NO YN SWZZNOj
pNOm ij = +∞
SkRY MkNmRSON Q[STk[P_ NMOPN
i
NOj
`_PRPN Y[ Z]OgWTN SO[ORqVN ~ ~
(G)
qVR QPNMT NM [P\VZNMO YN \P[QgNG
hNOqVRPNOWVPMN Y[ Z[OPR_N Tk[T[_NM_N X[YV]N TV \P[QgN
G
`{WMMNP Y[ _WZQYNmRO] NMONZQS TN _NOONcWM_ORWM`_PRPN Y[ Z]OgWTN SO[ORqVN $%%
(G)
qVR QPNMT NM [P\VZNMO YN \P[QgNG
hNO qVR PNOWVPMN Y[ Z[OPR_N
n × n
TNS TRSO[M_NS TNS QYVS _WVPOS _gNZRMS NMOPN OWVON Q[RPN TN SWZZNOS`{WMMNP Y[ _WZQYNmRO] NM ONZQS TN _NOON cWM_ORWM`
aN QPWUY|ZN \]M]P[Y TN OPWVXNP YN QY[_NZNMO WQORZ[Y QWVP YNS
k
Z[\[SRMS SVP YN \P[QgNG
NSON P
y_WZQYNO` nWVP OPWVXNP YN ZNRYYNVP QY[_NZNMOp WM SN _WMONMON TWM_ TN QPW_]TNP Q[P ]MVZ]P[ORWM SVP OWVS
YNS QY[_NZNMOS QWSSRUYNS TNS
k
Z[\[SRMS SVP YNS SWZZNOS TV \P[QgNG
` NY[ PNXRNMO ^ ]MVZ]PNP OWVS YNSSWVSyNMSNZUYNS TN O[RYYN
k
TN YkNMSNZUYN{0, 1, . . . n − 1}
` xM _WTNP[ VM ONY SWVSyNMSNZUYN Q[P VMk
yVQYNOa = ha 0 , a 1 , . . . a k−1 i
ONYS qVkWM [ROa 0 < a 1 < · · · a k−1
NO
0 ≤ a i < n
QWVP0 ≤ i < n
`xM QPW_|TN NM TNVm ]O[QNS d ef T]oMRP VMN _Y[SSN [USOP[RON \]M]P[YN %~ Q[P[Z]OP]N Q[P VMN
Z]OgWTN [USOP[RON ~ pNO ]_PRPNpT[MS_NOON _Y[SSNpVMNZ]OgWTN qVRNN_OVN Yk[_ORWM ~
(a)
QWVP OWVO
k
yVQYNOa
hif _WMSRT]PNP VMN SWVSy_Y[SSN TN %~ qVR NN_OVNP[ YNS _[Y_VYS M]_NSS[RPNSQWVP OPWVXNP YN QY[_NZNMO WQORZ[Y`
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(k, n)
qVR [QQNYYN Y[ cWM_ORWM ~ (a)
QWVP OWVS YNSk
yVQYNOSa
TN _WZURM[RSWMS TNk
MWZUPNS Q[PZRn
` VNYYN NSO S[ _WZQYNmRO] NM ONZQS_PRPN VMN Z]OgWTN SO[ORqVN #~
(n, k)
qVRRZQPRZN tS[MS P]Q]ORORWMSuOWVONS YNS _WZURM[RSWMS TN
k
MWZUPNS Q[PZR{0, 1, . . . n − 1}
`xM Q[SSN Z[RMONM[MO ^ Y[ TNVmR|ZN ]O[QN`xM SVQQWSN qVkVM O[UYN[V
c
TWMMN YN _WjO TkWVXNPOVPNc[i]
TV Z[\[SRM SROV] [V SWZZNO
i
t0 ≤ i < n
u`_PRPN VMN cWM_ORWM ~$%
(d, c, a)
qVR QPNMT NM [P\VZNMOS YN O[UYN[V TNS TRSO[M_NSd
pYN O[UYN[V
c
TN _WjOS TkWVXNPOVPNp NO VMk
yVQYNOa
h NO qVR PNOWVPMN Y[ SWZZNS(Y )
qVR _WPPNSQWMT [VQY[_NZNMO
a
`M T]TVRPN VMN Z]OgWTN SO[ORqVN ~~
(d, c, k)
qVRQPNMT NM [P\VZNMO YN O[UYN[V TNSTRSO[M_NS
d
pYN O[UYN[Vc
TN _WjOS TkWVXNPOVPNp NO YN MWZUPNk
TN Z[\[SRMShNO qVR PNOWVPMN YN QY[_NZNMOWQORZ[Y
ha 0 , a 1 , . . . a k −1 i
` VNYYN NSO S[ _WZQYNmRO] NM ONZQS{[MS _NOON Q[PORNpWM SVQQWSN qVkRY
r
[ VM SNVY Z[\[SRM ^ QY[_NP t
k = 1
u`sV YRNV TkVMN NMOPNQPRSN TNTRSOPRUVORWMpWM NMXRS[\N VMN [QQYR_[ORWM TN O
r
QN _WMSOPV_ORWM TkVMN _[SNPMN TN QWZQRNPS dYN UVO NSO
TN QWVXWRP P[QRTNZNMO SN PNMTPN Q[POWVO`sRMSRpYN QY[_NZNMO TN Y[ _[SNPMN TWRO Z[RMONM[MO bOPN _gWRSRTN
c[WM ^ ZRMRZRSNP Y[ qV[MORO]
M(Y ) = max{d(x i , Y ) | x i ∈ X}
xM [QQNYYN 572487 TkVM \P[QgN
G
VM SWZZNOy
qVR ZRMRZRSNM({y})
`nWVP SRZQYRoNPp WM SVQQWSN qVN YN \P[QgN MWMyWPRNMO]
G
[ VMN SOPV_OVPN Tk3887 2?272835<2D d VM\P[QgN
G
NSO VM [PUPN MWMyNMP[_RM] SRp NMOPN OWVON Q[RPN TN SWZZNOS TRSORM_OSp RY NmRSON VM NO VM SNVY _gNZRM SRZQYN t_kNSOy^yTRPN MN Q[SS[MO Q[S TNVm cWRS Q[P YN ZbZN SWZZNOu
p_WZZN SVP Y[o\VPN SVRX[MON d
l
e
e
l
i
i
l
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xM PNZ[PqVN qVNp T[MS VM [PUPN MWMyNMP[_RM]p YN MWZUPN Tk[P_S tMWMyWPRNMO]S
u
NSO ]\[Y [V MWZUPN TN
SWZZNOS ZWRMS VM`
vVP Y[ o\VPNp YN _NMOPN NSO YN SWZZNO
1
TWMO Y[ TRSO[M_N ^ OWVS YNS [VOPNS SWZZNOS MkNm_|TN Q[S12
`{WMMNP VM [Y\WPROgZN QWVP OPWVXNPpNM ONZQS YRM][RPN SVP YN MWZUPN TN SWZZNOS
n
TNG
pYN _NMOPN TkVM [PUPN MWMyNMP[_RM]
G
`
2;<534<?2B
d ef WM QWVPP[ c[RPN TNVm Q[SSNS SVP YN \P[QgN
G
QWVP _[Y_VYNP Y[ TRSO[M_N Z[mRZ[YN TN OWVOSWZZNO ^ VMN cNVRYYNh if WM SVQQWSN qVkWM S[RO _[Y_VYNP
b
^ Q[PORP TNa
TN YWM\VNVP`
pNM ONZQSO(`)
p Wzb
NSO T]oMR Q[P db[i] = max{a[j] | j 6= i, 0 ≤ j < `} (0 ≤ i < `)
_PRPN Y[ Z]OgWTN SO[ORqVN
(G)
qVR QPNMT NM [P\VZNMO VM [PUPN MWMyNMP[_RM]G
TN
n
SWZZNOShNO qVR PNOWVPMNpNM ONZQS YRM][RPN Q[P P[QQWPO ^n
pVM _NMOPN TNG
`2;<534<?2 dWM QNVO VORYRSNP Y[ cWM_ORWM SVRX[MON _WPPNSQWMT[MO ^ Y[ i|ZN RMTR_[ORWM TN Y[ qVNSORWM QP]_]y
TNMON`
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p_[PS(0) = 1+2+4+7+9 = 23
pS(1) = 1+1+3+6+9 = 20
pS(2) = 2+1+2+5+7 = 17
pS(3) = 4 + 3 + 2 + 3 + 5 = 17
pS(5) = 7 + 6 + 5 + 3 + 2 = 23
pS(6) = 9 + 8 + 7 + 5 + 2 = 31
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S(i) − S(i − 1)
= P i−1
j =0 (x i − x j ) + P n−1
j = i +1 (x j − x i ) − P i−2
j =0 (x i−1 − x j ) − P n−1
j = i (x j − x i−1 )
= (x i − x i −1 ) + (i − 1)(x i − x i −1 ) − (n − i − 1)(x i −1 − x i ) − (x i − x i −1 )
= (2i − n)(x i − x i−1 )
{WM_
S(i − 1) > S(i)
SR2i < n
hNOS(i − 1) = S(i)
SR2i = n
hNOS(i − 1) < S(i)
SR2i > n
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S → CSD | m | C m | m D
pC → c R
pD → R c
p
R → r R | ²
`xM _WMSRT|PN YN ZWPQgRSZN
φ
ONY qVNφ(r) = ²
` sYWPSφ(L) = { c p mc q | −1 ≤ p − q ≤ 1}
`vWRO
R
YkNMSNZUYN TNS ZWOS SVP{ c , m }
TN YWM\VNVP RZQ[RPN` vRL
NSO P[ORWMMNYp [YWPSφ(L)
YkNSO [VSSR _[PRZ[\N Q[P ZWPQgRSZN` O _WZZN
R
NSO P[ORWMMNYp WM [L ∩ R
P[ORWMMNYp QVRSqVN YNS Y[M\[\NS P[ORWMMNYSSWMO _YWS Q[P RMONPSN_ORWM`[RS
L ∩ R = { c i mc i | i ≥ 0}
`xM [ XV T[MS YN _WVPS qVN _N Y[M\[\N MN QWVX[RObOPN P[ORWMMNY tYNZZN TN Yk]OWRYN
u
` {WM_
L
MN QNVO bOPN P[ORWMMNY`vWYVORWM NM
O(n)
QVRSqVkWM MN c[RO qVkVM SNVY Q[P_WVPS TNs
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! aN SNVY SNMS TR_RYN _WMSRSON ^ ZWMOPNP qVN SR VMN [YYW_[ORWM MkNSO Q[S WQORZ[YNp [YWPS RY
NmRSONVM]_g[M\NTNTNVm _YRNMOS qVR[Z]YRWPN
S(Y )
`vRVMN[YYW_[ORWMMkNSOQ[S WQORZ[YNp_NY[SR\MRoNqVkWMQNVO _g[M\NP Yk[YYW_[ORWM TkVM SWVSyNMSNZUYN TN
X
NMOPNx m
NO
x 0 m`sVOPNZNMO TROpQWVP Z = {x i 1 , . . . x i ` }
NO
Z 0 = {x 0 i
1 , . . . x 0 i
` }pWM [ d
X
x i ∈ Z
d(x i , x m ) + X
x 0 i ∈ Z 0
d(x 0 i , x m 0 ) > X
x i ∈ Z
d(x i , x m 0 ) + X
x 0 i ∈ Z 0
d(x 0 i , x m )
M
QWS[MO
δ(x) = d(x, x m ) − d(x, x m 0 )
p_NY[ PNXRNMO ^ TRPNE = X
x i ∈ Z
δ(x i ) − X
x 0 i ∈ Z 0
δ(x 0 i ) > 0
xP VM ]_g[M\N NMOPN
x
NOx 0 U[RSSN Y[ X[YNVP TN S(Y )
SSR δ(x) > δ(x 0 )
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