Automatic and Dynamic Identification of Metadata in Multimedia ...

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infinite amount of domain-dependent semantic information, we cannot identify all em- bedded ... timedia is typically entered along with registration information.
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mx{p rnopqrstqu tupu ƒx~puq~{ px p€s{ x‚ rsputupu p…up ƒu~ ˆs q~ts‰st† œq}{py rno‹ pqrstqu q{ p€qƒuoo s~ps}st uox~z qp… }szq{p}upqx~ q~‚x}rupqx~† ¡‰ur€os }szq{p}upqx~ q~‚x}‹ rupqx~ q~ƒonts{ …s~ p…s qruzs u{ puŠs~y …s}s p…s w qtsx u{ {…xpy …x }sƒx}tst p…s untqx ƒoq€y ƒurs}u {sppq~z{y spƒ† Žsƒx~ty rnopqrstqu ƒx~puq~{ {sru~pqƒ q~‚x}rupqx~ p…up rn{p ˆs u{{qz~st ru~nuoo v…nru~ s‰urq~upqx~ x‚ p…s €qƒpn}s| x} unpxrupqƒuoo vw q{nuo €}xƒs{{q~z|† ~ {…x}py rsputupu q~ m  Ž q{ u~ q~‚x}rupqx~ q~ uttqpqx~ px p…s }u tupu {p}sur†  …s }sruq~ts} x‚ p…q{ €u€s} ‚xƒn{s{ x~ p…s oupps} rsputupu ƒxr€x~s~p vs‰p}uƒpst x} u{{qz~st {sru~pqƒ q~‚x}rupqx~|y uop…xnz… p…s ‚x}rs} ƒu~ ˆs p}supst q~ u {qrqou} ru~~s}† mu~nuo qts~pq„ƒupqx~ x‚ {sru~pqƒ ‚supn}s{ q{ n~uƒƒs€puˆos ‚x} {s w s}uo }su{x~{† œq}{py p…s urxn~p x‚ rnopqrstqu tupu q{ ou}zs u~t z}xq~z ’nqƒŠo† ‡nru~ x€s}upx}{ ƒu~~xp ouˆso tupu up s w s~ u ‚}uƒpqx~ x‚ p…s }ups up …qƒ… qp q{ ˆsq~z zs~s}upst† Žsƒx~ty p…s}s q{ u~ s~x}rxn{ urxn~p x‚ rsputupu ƒx~puq~st qp…q~ suƒ… rnopqrstqu xˆ  sƒpy u~t ~x x€s}upx} ƒu~ ru~nuoo s‰p}uƒp uoo p…s qr€x}pu~p {sru~pqƒ ‚supn}s{ p…up u}s x‚ €xps~pquo q~ps}s{p px uoo u€€oqƒupqx~ txruq~{†  …q}ty qts~pq‚q~z p…s {sru~pqƒ ‚supn}s{ q~ p…s tupu q{ p€qƒuoo ~xp {n  ƒqs~p† Œ{s}{ u~p px }su{x~ uˆxnp p…s ƒx~ps~p u~t suƒ… n{s} ru }su{x~ tq s}s~po† œx} s‰ur€osy qts~pq‚q~z u ˆx~s q~ u~ ‰‹}u ru ~xp ˆs {n  ƒqs~py u txƒpx} qoo u~p px ƒou{{q‚ p…s ˆx~s u{ ‚}uƒpn}st x} ˆ}xŠs~†  sƒun{s ru~nuo qts~pq„ƒupqx~ x‚ {sru~pqƒ ƒx~ps~p q{ ˆxp… pqrs ƒx~{nrq~z u~t q~s‰uƒpy s ~sst unpxrupst rsp…xt{ ‚x} {sru~pqƒ tupu s‰p}uƒpqx~† œx}pn~upsoy u~ sw s} s‰€u~tq~z u}}u x‚ rnopqrstqu €}xƒs{{q~z }xnpq~s{ s‰q{p p…up ƒu~ ˆs n{st px unpxrupqƒuoo qts~pq‚ {sru~pqƒ ƒx~ps~p  y  y  y  y  y  † ‡xs w s}y ˆsƒun{s rnopqrstqu tupu ƒx~puq~{ s~x}rxn{ urxn~p{ x‚ {sru~pqƒ q~‚x}ru‹ pqx~y p…s {{psr ƒu~~xp €x{{qˆo qts~pq‚ uoo rsu~q~z‚no {sru~pqƒ q~‚x}rupqx~ u…sut x‚ pqrs†  …s}s‚x}sy p…s {{psr rn{p €}x w qts t~urqƒ v}n~pqrs| u~t unpxrupqƒ €}xƒs{{q~z†  s€s~t‹ q~z x~ p…s txruq~y {xrs {sru~pqƒ ƒx~ps~p qoo ˆs rx}s qr€x}pu~p p…u~ xp…s}{y p…s}s‚x}s p…s {{psr rn{p €x{p€x~s p…s qts~pq„ƒupqx~ x‚ os{{ qr€x}pu~p {sru~pqƒ ƒx~ps~p q~ ‚uwx} x‚ {sru~‹ pqƒ q~‚x}rupqx~ p…up q{ rx}s ƒ}nƒquo† oo xp…s} €}xƒs{{q~z {…xnot ˆs tx~s x~ u~ Ÿu{‹~sstst  ˆu{q{y €x{p€x~q~z x€s}upqx~{ n~pqo ’ns} pqrs† mnopqrstqu €}xƒs{{q~z x€s}upqx~{ x~o €}xw qts q~‚x}rupqx~ x~ {sru~pqƒ ‚supn}s{ ‚xn~t q~ rnopqrstqu tupu†  …s tx ~xp uoox }su{x~q~z uˆxnp p…s {sru~pqƒ ƒx~ps~p† œx} s‰ur€osy qruzs €}xƒs{{q~z psƒ…~q’ns{ ƒu~ oxƒups €sx€os q~ u~ qruzs† ‡xsw s}y tsps}rq~q~z q‚ u €s}{x~ q{ u €xoqpqƒqu~ }s’nq}s{ q~‚x}rupqx~ xnp{qts p…s txruq~ x‚ qruzs €}xƒs{{q~z†  …n{y s ~sst u~xp…s} rsƒ…u~q{r p…up uoox{ p…s {{psr px tstnƒs {sru~pqƒ q~‚x}rupqx~ ˆu{st x~ p…s rsputupu }spn}~st ‚}xr €}xƒs{{q~z u~t xp…s} q~‚x}rupqx~ {xn}ƒs{†

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The MOODS Framework

Multimedia Data Management Component

Multimedia Data

Application Development

Modeling Component

Tool FG Dictionary

Search

Processing

Engine

Engine SDC

SDC FG

Dictionary Processing

Selection

Dictionary

and

Processing

Presentation

Graph

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œqzn}s   ~ s‰ur€os €}xƒs{{q~z z}u€…† ‚x} ‚n  qruzs{ …qos p…s xp…s} €up… vp…}xnz… p…s {urs {pups{| x}Š{ soo ‚x} ˆ}qz…p qruzs{† oo p…s €}xƒs{{q~z x€s}upqx~{ ‚}xr p…s q~qpquo {pups q~ p…s €}xƒs{{q~z z}u€… px p…s „~uo {pups vp…s xˆ sƒp {pups q~ …qƒ… p…s {sru~pqƒ ‚supn}s …u{ ˆss~ qts~pq„st| ƒu~ ˆs {uw st u~t unpxrupqƒuoo }s€oust px s‰p}uƒp {sru~pqƒ q~‚x}rupqx~ ‚}xr {qrqou} tupu† x~{s’ns~poy ~s tupu ƒu~ ˆs €}xƒs{{st ’nqƒŠo u~t unpxrupqƒuoo n{q~z €}s w qxn{o ts„~st €}xƒs{{q~z €up…{† op…xnz… u~ unpxrupqƒ €}xƒs{{q~z €up… …u{ ˆss~ ts„~sty p…s }s{nop{ ru ~xp {nqp uoo n{s}{† x~{s’ns~poy n{s}{ ~sst px ˆs uˆos px rxtq‚ p…s €u}ursps}{ uox~z u €up… px p…sq} oqŠq~z† ‡xs ws}y q~ ru~ ƒu{s{y x~o p…s rx{p }sƒs~po u€€oqst ‚n~ƒpqx~{ ~sst px ˆs }su€€oqst vq†s†y p…s {€sƒq„ƒ ‚n~ƒpqx~{ p…up u}s ‚xƒn{q~z q~ x~ p…s {sru~pqƒ ‚supn}s x‚ q~ps}s{p|†  uƒŠq~z n€ px }su€€o ‚n~ƒpqx~{ }s’nq}s{ p…up p…s xot xˆ  sƒp tupu ˆs uƒƒs{{qˆos† m  Ž {n€€x}p{ qrrnpuˆos xˆ sƒp{ ‚x} p…q{ €n}€x{s† ¡uƒ… pqrs u~ xˆ  sƒp rsp…xt q{ q~wxŠsty q~{psut x‚ uƒpnuoo ƒ…u~zq~z p…s xˆ  sƒp‘{ tupuy m  Ž {s~t{ p…s tupu ƒ}supst ˆ u rsp…xt px u ~s xˆ  sƒp† ~ s{{s~ƒsy rsp…xt{ uƒp u{ tupu „ops}{y puŠq~z tupu ‚}xr x~s xˆ  sƒpy p}u~{‚x}rq~z qpy u~t {s~tq~z p…s }s{nop{ px u~xp…s} xˆ  sƒp†  …q{ ~s xˆ sƒp q{ uo{x n€tupst qp… p…s ~so qts~pq„st {sru~pqƒ ƒx~ps~py uox~z qp… u ~s {sp x‚ rsp…xt{† ~ƒs p…s n{s} „~q{…s{ }s„~q~z p…s ‚n~ƒpqx~ €u}ursps}{y xot xˆ sƒp{ ƒu~ ˆs tsospst† 

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¡uƒ… rnopqrstqu tupu qpsr ƒx~puq~{ u~ s~x}rxn{ urxn~p x‚ rsputupu† x~{qts} u~ qruzs x} w qtsx puŠs~ x‚ p…s ƒ}xt u~t p…s €ouq~z „sot up p…s Žn€s}  xo† Žnƒ… u~ qruzs ƒx~puq~{ 

u {puzzs}q~z urxn~p x‚ q~‚x}rupqx~† ‡xs ws}y ~xp uoo x‚ p…s €xps~pquo {sru~pqƒ q~‚x}rupqx~ qoo ˆs n{s‚no px s w s} n{s} x} sw s} u€€oqƒupqx~ txruq~†  {€x}p{ s~p…n{qu{p qoo ˆs q~ps}‹ s{pst q~ p…s ~urs{ x‚ p…s psur{ p…up u}s €ouq~z u~t p…s {ƒx}sy …qos u ƒx}€x}ups {€x~{x} qoo ˆs q~ps}s{pst q~ p…s oxƒupqx~ u~t w q{qˆqoqp x‚ p…s {qz~ ƒx~puq~q~z p…s ƒxr€u~‘{ oxzx† x~{s’ns~poy qp q{ n~oqŠso p…up uoo q~‚x}rupqx~ x‚ q~ps}s{p px uoo €xps~pquo n{s}{ ƒu~ ˆs €}s‹ tqƒpst u~t qts~pq„st† œn}p…s}rx}sy zqw s~ p…s …qz… ƒx{p{ x‚ qts~pq‚q~z {sru~pqƒ q~‚x}rupqx~ ˆxp… q~ ps}r{ x‚ ƒxr€npupqx~ pqrs u~t {px}uzs {€uƒsy x~o u oqrqpst urxn~p x‚ srˆsttst rsputupu ƒu~ ˆs qts~pq„st†  …s €}xˆosr p…s~ q{ x~s x‚ {sosƒpq w so qts~pq‚q~z x~o p…s rx{p ƒ}nƒquo {sru~pqƒ q~‚x}‹ rupqx~† ts~pq„ƒupqx~ x‚ uoo xp…s} {sru~pqƒ q~‚x}rupqx~ {…xnot ˆs €x{p€x~st n~pqo p…s tupu q{ uƒpnuoo ~sststy q†s†y ’ns} pqrs†  x{p€x~q~z uoo ~x~‹ƒ}qpqƒuo €}xƒs{{q~z n~pqo ’ns} pqrs uoox{ n{ px q~p}xtnƒs ~s xˆ  sƒp{ q~px p…s {{psr }soupqw so €uq~os{{o†  s xˆ  sƒp{ u}s unpxrupqƒuoo €}s€}xƒs{{st px qts~pq‚ p…s {sru~pqƒ ƒx~ps~p p…up qoo ˆs n{s‚no px u ru x}qp x‚ p…s n{s}{†  ups}y …s~ ’ns}qs{ u}s ruts ‚x} rsputupu p…up …u{ ~xp sp ˆss~ qts~pq„sty m  Ž unpxrupqƒuoo u€€oqs{ p…s €}xƒs{{q~z x€s}upqx~{ ‚}xr u €}xƒs{{q~z €up… p…up ƒu~ qts~pq‚ p…s ts{q}st {sru~pqƒ ƒx~ps~p†  …q{ p€s x‚ t~urqƒ €}xƒs{{q~z uoox{ n{ px €x{p€x~s u ou}zs urxn~p x‚ pqrs ƒx~{nrq~z u~t €xps~pquoo n{sos{{ €}xƒs{{q~z†  sƒuoo p…up unpxrupqƒ qts~pq„ƒupqx~ x‚ {sru~pqƒ q~‚x}rupqx~ }s’nq}s{ u {s}qs{ x‚ x€s}u‹ pqx~{ vq†s†y u €}xƒs{{q~z €up…|† m  Ž tqw qts{ suƒ… unpxrupqƒ €}xƒs{{q~z €up… q~px px ƒxr€x~s~p{y p…s  ”  ›š”““™— 𛕠 ›—”—˜ u~t p…s “”– š  ›š”““™— 𛕠 ›—”—˜†  …s tq‹ q{qx~ ˆspss~ p…s €}s‹€}xƒs{{q~z u~t {su}ƒ…‹€}xƒs{{q~z ƒxr€x~s~p{ q{ ts„~st …s~ p…s w€}xƒs{{q~z €up… q{ ƒ}supsty u~t p€qƒuoo }s€}s{s~p{ u p}uts‹x  ˆspss~ {sru~pqƒ ƒx~ps~p p…up q{ zs~s}uoo n{s‚no px rx{p n{s}{ v€}s‹€}xƒs{{q~z|y u~t {€sƒquoq st ƒx~ps~p p…up q{ }u}so ~sststy x} q{ w s} pqrs ƒx~{nrq~z px qts~pq‚ v{su}ƒ…‹€}xƒs{{q~z|†  x oqrqp p…s q~qpquo €}xƒs{{q~z ƒx{p{y ~s xˆ  sƒp{ u}s unpxrupqƒuoo €}xƒs{{st x~o uox~z p…s €}s‹€}xƒs{{q~z ƒxr€x~s~p†  …s tupu uox~z qp… u~ {sru~pqƒ ƒx~ps~p qts~pq„st tn}q~z p…s €}s‹€}xƒs{{q~z {puzs{ q{ p…s~ {px}st q~ p…s tupuˆu{s†  …s {sru~pqƒ {pups{ uox~z p…s {su}ƒ…‹€}xƒs{{q~z ƒxr€x~s~p }s€}s{s~p {sru~pqƒ q~‚x}ru‹ pqx~ p…up ƒu~ €xps~pquoo ˆs qts~pq„st ‚}xr tupu ƒn}}s~po q~ p…s €}s‹€}xƒs{{q~z {pups{†  …s {su}ƒ…‹€}xƒs{{q~z €up… q{ q~wxŠst …s~ u n{s} {su}ƒ…s{ ‚x} {sru~pqƒ rsputupu ƒx}}s{€x~t‹ q~z px u ~xts q~ p…s {su}ƒ…‹€}xƒs{{q~z z}u€…† m  Ž {su}ƒ…s{ ‚x} u {sru~pqƒ {pups q~ p…s {su}ƒ…‹€}xƒs{{q~z ƒxr€x~s~p p…up rupƒ…s{ p…s n{s}‘{ ’ns}†  rupƒ…q~z ~xts q~ p…s z}u€… rsu~{ p…up m  Ž q{ ƒu€uˆos x‚ qts~pq‚q~z p…s }s’ns{pst {sru~pqƒ ƒx~ps~p†  sƒun{s uoo tupu q~ p…s €}s‹€}xƒs{{q~z {pups ƒu~~xp }suƒ… uoo {pups{ x~ p…s {su}ƒ…‹€}xƒs{{q~z ƒxr€x~s~p x‚ p…s €up…y m  Ž unpxrupqƒuoo u€€oqs{ p…s €}xƒs{{q~z x€s}upqx~{ }s€}s{s~pst ˆ p…s {s’ns~ƒs x‚ stzs{ ˆspss~ p…s ƒox{s{p {pups x‚ u~ xˆ  sƒp q~ p…s €}s‹€}xƒs{{q~z z}u€…y u~t p…s {pups q~ …qƒ… p…s ’ns}qst ƒx~ps~p ƒu~ ˆs qts~pq„st† œx} s‰ur€osy œqzn}s {…x{ p…up xˆ  sƒp{ qoo ˆs unpxrupqƒuoo €}s‹€}xƒs{{st px ~xts{ u~t † ‚ p…s n{s} }s’ns{p{ xˆ  sƒp{ ƒx~puq~q~z {sru~pqƒ q~‚x}rupqx~ y p…s €}xƒs{{q~z x€s}upqx~{ ˆspss~ u~t qoo ˆs u€€oqst px p…s xˆ  sƒp {pups q~ † ‚ p…s x€s}upqx~{ u}s {nƒƒs{{‚noy p…s xˆ  sƒp qoo ˆs ouˆsost qp… † m  Ž p…s~ }spn}~{ p…x{s xˆ  sƒp{ q~ …qƒ… p…s srˆsttst q~‚x}rupqx~ …u{ ˆss~ ƒx}}sƒpo qts~pq„st†  …q{ rxtso x‚ t~urqƒ €}xƒs{{q~z …u{ {s s}uo ut w u~puzs{†  x{p€x~q~z }u}so ~sstst x€s}upqx~{ oqrqp{ €}xƒs{{q~z tx~s up tupu s~p} wpqrs†  …q{ rsu~{ p…up m  Ž txs{~‘p u{ps pqrs qts~pq‚q~z n{sos{{ rsputupuy u~t txs{~‘p u{ps {€uƒs {px}q~z u~t q~ts‰q~z rsputupu 















O

A

C

B

N1

D N2

E

F G

H M

œqzn}s   {ur€os €}xƒs{{q~z z}u€…† Žxoqt oq~s{ }s€}s{s~p p…s €}s‹€}xƒs{{q~z ƒxr€x~s~p† tu{…st oq~s{ u}s p…s {su}ƒ…‹€}xƒs{{q~z ƒxr€x~s~p† ˆ  sƒp{ u}s unpxrupqƒuoo €}xƒs{{st p…}xnz… p…s €}s‹€}xƒs{{q~z {puzs{ vpx ~xts{  u~t   |† œn}p…s} €}xƒs{{q~z q{ €x{p€x~st n~pqo }s’nq}st† p…up x~‘p ˆs ~sstst† œn}p…s}rx}sy €s}‚x}rq~z €}s€}xƒs{{q~z …so€{ oqrqp p…s tupu p…up …u{ px ˆs €}xƒs{{st up }n~pqrs† ž…s~ n{s}{ ruŠs ’ns}qs{y m  Ž txs{ ~xp {pu}p }u~txro {su}ƒ…q~z uoo xˆ  sƒp{ q~ p…s tupuˆu{s†  up…s}y m  Ž x~o €}xƒs{{s{ tupu q~ p…s €}s‹ €}xƒs{{q~z {pups{ p…up q{ Š~x~ px osut px p…s ƒx}}sƒp ~xts q~ p…s {su}ƒ…‹€}xƒs{{q~z z}u€…† m  Ž txs{ ~xp p} px €}xƒs{{ tupu p…up …u{ ˆss~ {…x~ ~xp px ƒx~puq~ p…s q~‚x}rupqx~ p…up p…s n{s} }s’ns{pst vq†s†y s Š~x p…up qp qoo ~s ws} }suƒ… p…s ts{q}st ~xts q~ p…s €}xƒs{{q~z z}u€…|†  …s

di efl   le   l       eflk  hek  f  op…xnz… €}xƒs{{q~z ƒu~ qts~pq‚ …sp…s} x} ~xp u~ qruzs ƒx~puq~{ u ƒs}puq~ €s}{x~ vs†z†y  qoo oq~px~|y €}xƒs{{q~z uox~s ƒu~~xp s‰€}s{{ …qz…‹os w so ƒx~ƒs€pnuo qtsu{ x} ƒou{{q„ƒupqx~{ {nƒ… u{ Ÿp…s qts~pq„st €s}{x~ q{ u €xoqpqƒqu~ y ~x} ƒu~ €}xƒs{{q~z uox~s tstnƒsy ƒx~ƒonts x} }su{x~ uˆxnp p…s q~‚x}rupqx~ ‚xn~t q~ p…s tupu†  …s €}xˆosr q{ p…up €}xƒs{{q~z x€s}upqx~{ x~o zqw s ‚uƒp{ uˆxnp p…s tupuy ˆnp ƒu~~xp t}u ƒx~ƒon{qx~{ x} ts}qws q~‚x}rupqx~ uˆxnp …qz…s}‹ osw so {sru~pqƒ ƒx~ƒs€p{† ‡xsw s}y p…s{s …qz…‹osw so {sru~pqƒ ‚supn}s{ u}s x‚ps~ qr€x}pu~p px n{s}{y u~t {x s ~sst u u x‚ qts~pq‚q~z p…sr† m  Ž uoox{ n{s}{ px ts„~s u Š~xostzs ˆu{s x‚ ™— ” ”—š”  ”“ px …so€ qts~pq‚ {s‹ ru~pqƒ ƒx~ps~p p…up ƒn}}s~po ƒu~~xp ˆs qts~pq„st p…}xnz… €}xƒs{{q~z uox~s† ~ q~‚s}s~ƒs }nos {€sƒq„s{ p…s …qz…‹os wso {sru~pqƒ ƒx~ps~p p…up ƒu~ ˆs q~‚s}}st px s‰q{py zqw s~ p…s ‚uƒp p…up ƒs}puq~ {sru~pqƒ ƒx~ps~p …u{ uo}sut ˆss~ qts~pq„st q~ u~ xˆ sƒp† ~‚s}s~ƒs }nos{ ƒx~{q{p x‚ €}x€x{qpqx~uo oxzqƒ {pupsrs~p{y u~t u}s x‚ p…s ‚x}r   ™   ” ”  “”•–—˜™š  “”•–—˜™š ”  ”““™›—y …s}s  ™   ” ”  “”•–—˜™š q{ p…s ƒx~ps~p p…up s

u~p px qts~pq‚y u~t “”•–—˜™š ”  ”““™›— {€sƒq„s{ p…s ƒx~tqpqx~{ p…up rn{p …xot q~ x}ts} px ruŠs p…s q~‚s}s~ƒs†  …s {sru~pqƒ s‰€}s{{qx~ q{ zqws~ q~ ps}r{ x‚ {sru~pqƒ ouˆso{ p…up …uws uo}sut ˆss~ qts~pq„st†  …s {qr€os{p }nos q{ u~ uoqu{ {nƒ… u{ † oqu{s{ qr€o s’nq uos~ƒs ˆspss~ {sru~pqƒ ouˆso{† œx} s‰ur€osy q‚ s …uws u~ xˆ sƒp qp… p…s ouˆso Ÿtxz y sw ƒu~ ƒx~ƒonts p…s xˆ  sƒp ƒx~puq~{ u Ÿƒu~q~s y u~t w q{u ws}{u† mx}s ƒxr€os‰ }nos{ ƒu~ ˆs }qpps~ p…up puŠs ut wu~puzs x‚ p…s €xs} x‚ p…s ˆxxosu~ u~t ƒxr€u}upqw s s‰€}s{{qx~† œx} s‰ur€osy p…s }nos  ›  ›  ” “ ˜–™  –™  ”™  ˜ {u{ p…up q‚ u~ xˆ  sƒp …u{ p…s {sru~pqƒ ouˆso{ ›  ” “y ˜–™y u~t  –™ y u~t p…s …sqz…p x‚ p…s xˆ  sƒp q{ z}sups} p…u~ y p…s~ s ƒu~ ƒx~ƒonts p…up p…s xˆ  sƒp ƒx~puq~{ u txz† Žsru~pqƒ ts{ƒ}q€pqx~{ q~ p…s s‰€}s{{qx~ ƒu~ uo{x }s‚s} px xp…s} q~‚s}s~ƒs }nos{† x~pq~nq~z qp… p…s s‰ur€osy ‚xn} osz{ rqz…p qp{so‚ ˆs u }nos ts„~st ˆ ‚xn} osz{ ƒx~~sƒpst px p…s {urs ˆxt† Œopqrupso p…s €}xƒs{{q~z rn{p ˆs uˆos px qts~pq‚ }szqx~{ x‚ u „zn}s u~t tsps}rq~s p…sq} ƒx~~sƒpst~s{{†       











j gl   …s ƒ}supqx~ x‚ u~ q~psooqzs~p rnopqrstqu ru~uzsrs~p {{psr ~sƒs{{u}qo }s’nq}s{ u rx}s €xs}‚no tupuˆu{s s~zq~s† mx{p {qz~q„ƒu~poy p…s tupuˆu{s rn{p ˆs pqz…po‹ƒxn€ost qp… p…s €}xƒs{{q~z s~zq~s†  …s tupuˆu{s rn{p Š~x uˆxnp {sru~pqƒ xˆ  sƒp{y {sru~pqƒ {pups{y €}xƒs{{q~z €up…{y spƒ†  xp x~o txs{ p…s tupuˆu{s …uw s u {sp x‚ Š~x~ q~‚x}rupqx~ v{sru~pqƒ q~‚x}rupqx~ p…up …u{ uo}sut ˆss~ qts~pq„st|y ˆnp p…s tupuˆu{s uo{x …u{ p…s €xps~pquo px osu}~ uˆxnp rx}s v~s| {sru~pqƒ q~‚x}rupqx~†  s q~‚x}rupqx~ ƒu~ ˆs s‰p}uƒpsty u{{nrq~z p…s n{s} q{ qooq~z px €u p…s ƒx{p x‚ €}xƒs{{q~z†  …s ƒxn€oq~z x‚ p…s tupuˆu{s u~t €}xƒs{{q~z s~zq~s uo{x rsu~{ p…up p…s tupuˆu{s ƒu~ uƒƒs€p ’ns}qs{ ‚x} …qz…‹os wso ƒx~ƒs€pnuo q~‚x}rupqx~ vn{q~z p…s {sru~pqƒ q~‚s}s~ƒs }nos{| u{ soo u{ {su}ƒ…s{ ‚x} {sru~pqƒ ‚supn}s{ q~ p…s tupu†  …q{ rxtso x‚ tupu tq{ƒxw s} q{ {qz~q„ƒu~po tq s}s~p p…u~ ƒx~w s~pqx~uo tupuˆu{s{†  …s s‰€}s{{qx~ x‚ {sru~pqƒ q~‚x}rupqx~ vq†s†y ts„~q~z u €}xƒs{{q~z €up…| ƒx~{nrs{ ~x   Œ pqrs u~t oqppos {px}uzs {€uƒs†  …n{y €sx€os qoo ˆs q~ƒoq~st px ts„~s ou}zs urxn~p{ x‚ {sru~pqƒ q~‚x}rupqx~ …qƒ… ƒu~ €xps~pquoo ˆs {su}ƒ…st† ~ zs~s}uoy p…s urxn~p x‚ Š~x~ {sru~pqƒ q~‚x}rupqx~ qoo ˆs {qz~q„ƒu~po os{{ p…u~ p…s urxn~p x‚ {su}ƒ…uˆos {sru~pqƒ q~‚x}‹ rupqx~†  …q{ qr€oqs{ p…up u{ p…s {{psr rupn}s{y p…s urxn~p x‚ {su}ƒ…uˆos q~‚x}rupqx~ qoo ƒx~pq~ns px z}x†  …q{ q{ q~ {pu}Š ƒx~p}u{p px ƒx~w s~pqx~uo tupuˆu{s{ q~ …qƒ… uoo q~‚x}rupqx~ q{ {€sƒq„st u €}qx}q† ž…s~ n{s}{ q{{ns ’ns}qs{y m  Ž „}{p oxxŠ{ up p…s Š~x~ ‚uƒp{ ƒn}}s~po ‚xn~t q~ p…s tupuˆu{s† œ}xr p…q{ {sp x‚ ‚uƒp{y m  Ž ts}qws{ rx}s q~‚x}rupqx~ n{q~z p…s {sru~pqƒ q~‚s}s~ƒs }nos{† ‚ u~ x‚ p…s ‚uƒp{ rupƒ… p…s n{s}‘{ ’ns}y p…s }s{nop{ u}s }spn}~st† ‡xs w s}y q‚ ~x ‚uƒp{ rupƒ… p…s ’ns}y x} p…s n{s} q{ ~xp …u€€ qp… p…s }s{nop{y xˆ  sƒp €}xƒs{{q~z qoo ˆs }s’nq}st† m  Ž {pu}p{ ˆ „}{p oxxŠq~z ‚x} u {sru~pqƒ {pups q~ p…s {su}ƒ…‹ €}xƒs{{q~z ƒxr€x~s~p x‚ p…s €}xƒs{{q~z €up… p…up rupƒ…s{ p…s ’ns}† ‚ u rupƒ…q~z {pups q{ ‚xn~ty xˆ  sƒp{ u}s €}xƒs{{st ‚n}p…s} ˆ q~w xŠq~z p…s {s’ns~ƒs x‚ €}xƒs{{q~z x€s}upqx~{ {€sƒq„st q~ p…s €up…†

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start state new manuscript page correlation results

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ru~n{ƒ}q€p €uzs u‚ps} ‘{ u}s qts~pq„st† 



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x~ps~p ˆu{st }sp}qs wuo q{ u~ u}su x‚ rnƒ… ƒn}}s~p }s{su}ƒ…† Œ~oq~Š rx{p x‚ p…s x}Š ˆsq~z tx~sy m  Ž q{ u ‚}ursx}Š ‚x} ru~uzq~z u~t rxtsoq~z p…s {sru~pqƒ ƒx~ps~p† mx{p x‚ p…s ƒn}}s~p {{psr{ €}x€x{s psƒ…~q’ns{ ‚x} s‰p}uƒpq~z x} qts~pq‚q~z ƒs}puq~ {€sƒq„ƒ p€s{ x‚ {sru~pqƒ ƒx~ps~p† mx{p x‚ p…s{s psƒ…~q’ns{ ƒxnot ˆs q~ƒx}€x}upst q~px p…s ‚n~ƒpqx~ z}xn€{ x‚ m  Ž px s~…u~ƒs p…s p€s{ x‚ {sru~pqƒ{ p…up ƒu~ ˆs s‰p}uƒpst† Žs ws}uo {{psr{ …uw s €}x€x{st psƒ…~q’ns{ ‚x} qts~pq‚q~z x} s‰p}uƒpq~z {€sƒq„ƒ {sru~pqƒ q~‚x}rupqx~† Ž}q…u}q  {…xst p…up q~ts‰q~z q{ €x{{qˆos ‚x} qruzs{ ƒx~puq~q~z srˆsttst ƒu€pqx~ q~‚x}rupqx~† œoqƒŠ~s} sp† uo†  …uw s ts wsox€st u {{psr ‚x} ’ns}q~z qruzs{ ˆu{st x~ qruzs {qrqou}qp rsu{n}s{y …qos žn sp† uo  {…xst p…up {qrqou} qruzs €}xƒs{{q~z psƒ…~q’ns{ ƒu~ ˆs n{st {nƒƒs{{‚noo ‚x} qts~pq„ƒupqx~ x‚ ‚uƒs{†  x{…qpuŠu sp† uo†  tsrx~{p}upst …x u Š~xostzs ˆu{s ƒu~ uqt q~ w qtsx u~t qruzs q~ts‰q~z† Žqrqou}oy xrxpx u~t u~uŠu  qoon{p}upst …x oxzqƒuoo }soupq~z {sru~pqƒ ts{ƒ}q€pqx~{ ƒu~ ˆs n{st px ‚x}rnoups …qz…‹os wso ƒx~ƒs€p{† œq~uooy Žrxoqu} u~t  …u~z  {…xst …x px u~uo s p…s {sru~pqƒ ƒx~ps~p x‚ w qtsx ƒoq€{ n{q~z qruzs €}xƒs{{q~z }xnpq~s{y …qos  uw q{  qoon{p}upst u rsp…xt x‚ z}u€…qƒuoo ’ns}q~z {sru~pqƒ ƒx~ps~p q~ w qtsx q~‚x}rupqx~† c   hek  j  lhe ~ ƒx~ƒon{qx~y ƒxrˆq~q~z u rnopqrstqu tupuˆu{sy xˆ  sƒp‹x}qs~pst tupu rxtsoy u~t u t~urqƒ €}xƒs{{q~z s~zq~sy uoox{ m  Ž px qts~pq‚ u~t s‰p}uƒp u qts {€sƒp}nr x‚ {sru~pqƒ q~‚x}rupqx~y ‚}xr p…s rx{p p}qw quoy px p…s ƒxr€os‰† Œ{q~z rnopqrstqu €}xƒs{{q~z x€s}upqx~{ u~t {uw q~z €}xƒs{{q~z {ps€{ u~t €u}ursps} wuons{ q~ u €up… uoox{ m  Ž px unpxrupqƒuoo qts~pq‚ {sru~pqƒ ƒx~ps~p† x~{s’ns~poy u{ }s{su}ƒ… ƒx~pq~ns{ q~ p…s u}su x‚ rnopqrstqu €}xƒs{{q~zy p…s n{s‚no~s{{ x‚ m  Ž qoo ƒx~pq~ns px z}x† ‡xs ws}y ˆsƒun{s x‚ p…s urxn~p x‚ rsputupu p…up ƒu~ €xps~pquoo ˆs qts~pq„sty t~urqƒuoo €}xƒs{{q~z xˆ  sƒp up ’ns} pqrs €s}rqp{ u qts }u~zs x‚ n{s}{ px uƒƒs{{ p…s tupuy qp…xnp }s’nq}q~z p…sr px {qp p…}xnz… €}xƒs{{q~z p…up p…s qoo ~sw s} ~sst† œq~uooy ˆsƒun{s n{s}{ u~p px ’ns} tupu ˆu{st x~ …qz…‹ osw so {sru~pqƒ ƒx~ƒs€p{y €}xw qtq~z q~‚s}s~ƒs }nos{ uoox{ n{s}{ px qts~pq‚ {sru~pqƒ ƒx~ƒs€p{ p…up ƒu~~xp ˆs qts~pq„st p…}xnz… ~x}ruo €}xƒs{{q~z psƒ…~q’ns{ uox~s† žs …uws ƒx~{p}nƒpst u €}xpxp€s ‚}ursx}Š u~t n{st p…s ‚}ursx}Š px qr€osrs~p tupu rxtsoq~z {{psr{ ‚x} {s s}uo u€€oqƒupqx~ txruq~{ q~ƒontq~z rn{qƒ ~xps u~uo{q{ u~t €uosxz}u€… tsrx~{p}upq~z p…sw s sƒpqw s~s{{ x‚ p…s u€€}xuƒ…†



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