Entity Resolution In Graphs - Semantic Scholar

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types of noisy references, but do not make use of domain .... data into overlapping clusters using a cheap distance met- ..... with multi-register operations. P2: The ...
Entity Resolution In Graphs Indrajit Bhattacharya, Lise Getoor Department of Computer Science University of Maryland College Park, MD 20742, USA

indrajit,getoor  @cs.umd.edu ABSTRACT

 

 

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1. INTRODUCTION

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3.2 Issues in Graph-based Entity Resolution 3.2.1 Multi-Type Entity Resolution

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# B?/ ¬e§ ® © ¦£¥-ª § #C 23Q(4 8Vz* JMm* 23.* #$D6A5 .0 ./;-*( 0 +Q + ­¥P¦§æCç² *3 23'.0 ./M9AC '* ##g  C c?/ ).* ##(4 D0 1 +RA5 Q  ]-(F0 & + ­ â äA© å¦-° â ¨Mà R 231.0 ./M&98 3.3 Author Resolution in Graphs

^u*#l*B( $9m3 19Ay

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;#- 2' # iP *X³1 # #2' qMP(8Ñ^` g* 45Í0 +;*=P*(J* ' 7( $2323 $%( #X*#1P *# C*9#  # 6 _19#0 4N I?/'

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GRAPH-BASED ENTITY RESOLUTION: PROBLEM FORMULATION

x%Q , .*"= ?EDEB„M8&xAB=#$ #9A7 $ #"! O." $? !2BD 5J +J$#N  I -(<  FGD ;)H D"5F*M;4 (,-< (8;0 1#1 #?*"I;= ?=8&*JPM *(R( ./ $0)B 9#K JLD 9)H   1* \4 (MMP(M  ;I0 H I*!)*)">

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# *  45F7 #?*"P 9>= ?=D ?* *19##I +;* I)"( V $?*MN 4)68\^u* ]5; $?*MN ;  *7 #?Q  ;= ?t &!*)#N!)0  PM*(8`^`V(4 h#2' < #*:  ;= ?q >?/I$*, +4)V?93 231)"#S # $V. 9(- $2Ñ* #?J FQ( ./ $0)"#*X9AR  ;= AQ8cn1?N# $ #9DE* 9Ac ! ?/ #; >-(J >* ; $?N 4)e8=*." $?"
F9"./ M1 G*;9#<  JO# 9>bhgi9dg 9)f  I 45FB#czG#$J¸ ƒ ?/„MD 5FU9 b = ?jDv{Ao& -4)Vé>8"oI* $~"D 9 d = ?`Dv{¶/8 Ð 8*|$ ** *~ 0) 9)f= ?kD¾{A|$f/}8/³1 # #2' ~8 Ð #4 + #9^ D ;>b4ND ;)l ND ;)mJ *L ) ;)n=( < ./ $0)V y{So& k4)Bé>8*o& $~D Q0 +<  ; b = AoDp; l = AqDj; m = AED ;)n= AkDr9>b8¶"#23# !  9D ;)f= AoD`;s= AEDp;t= AoDp;>bc= AoDj9dR 0) ; d = AuDv;)w= AxDG9 f 8c' V  ! c3"./bc7( ./ $*)y c ( $*)V 0O ) ;dF 0Q ) ; w ( ./ $*)' ;*]#,)e8:1MI5&* +N$ #9 )(4)B*=* , # $% *23#*30 +;  ! GMP(R( < ./ 0)c 3*= 23=( ! ; 9!8;x12' 4?/>Mm"0))c * *) #2>* #.* #>B( ! > 0)c2 !. #=./1 K9"./< )$?/5>P*(8Hx>*]SK /#K(,0 .4D 5]5F# ! ;*12¼)$= 1 ?*SR- &9./M* R#R23.* # 494)68&xAX, .*"¥£á#© ¨,¥P¦£² ­ â ã1¯ â ¬e§M¬*¦ , g$]#  (( $*9]R#23! ! +# _1 ! # $ 0 +*IA5 >9#] F( !S].0 +#(#.0 1!68H•K (MV( #*SM #;  9(k +4)%5FO VM1-*(J *)c" $$c*J-< (D/*=( #*SMR#;  9(k +4)%5F% 'R 4)"$I 7 * -*(8±KF5F0 +&#F& ?/ $"]*; *F-(F0  5H5] _ 1( *!)M—3^`H5] 9G I # 9 $gJ*  +* +#?* ?*"G +E $ ## )"(## $*60 +_* +N$H?/R, g ; $;*2B8 ¶"./( Y (4  ! 9D65Q5 9;  # 9 $gO ;9AX( !S= ! ?/ #J  *1PM*(D* ]5F*#(M7( #*S]'( '?/ # *> "8 _ >! # #*S, +;*#]*#*> $"Fm 23.* #I- $2WzG# =žD".*./ $ 5J* +N$J

4 $)

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!N$4)B *)S# # _?/ # $ 3.* , ;7( !SD0 {   f|€ 0 4N#*~  ;d 01 )  f 0 4N#*~  ; w 8\*5 ;( #*SM +&  9(! 4) 5F' $*I4)"$I4 (,ED W b *) W l ./(#N  98^`]5] 9 ;£ (<  =#9 7Q#23! ! +#%234 " ¬ â ¦I¦-°*§3¬/© ã3§Mà *Q * -*(1#B*;5 34)"$De?F*;£ (1* I?/ c \*2 R  9(! )75F7*& 23I $ #N 4)V9A'( #*SMM   b 0) (d D"5F*#(,B#]5F0 I2' g *2t#23! ! +48 o&y#V* Q#>? $$9Q >?9C*V ?/ N$)"!(*# $h# *B)""0 23!(70 +c 1*B, .*"5F# # ]* ?/'( $k)"4) #23# k +F* * E8H±"]*], .*"*5 ;9A=( #*SM *)>*MQ +I ##*  Q( 2?!4)=5FQ5#$9• ˆ% 0)7–œ ‡Oˆ8_xA *R- $ # # 45F!3A5 3?*(M! *D5=)#(FRA5 Q#23! ! +# ( 23./ $*]#c)", # £8

5.1 Attribute Similarity

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#*3#*)#(4   !23# ! `?/5 ' #?*"8'^`3 +3* >2' g!B % *> 23.# $ ?/ $"=Q +!?Q#23# ! AO234 $8Qo&9X234 "0 +  +# Y V*% 23.# $'(4 u?/c4)68p*#7#V.0 +!(
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#$ *2  23 # 98 :& 45N M4D"5R*4) „h…† €(‹‹Œ ƒ „K ) Y *&1#23# ! AV  < #?&?/A5XA5 '9AB( #*S8J•H (,X9Ac( #SR# 7( $ # #(# $y -*(;5F#%*= 45F` +!?8'¶" 75 4)Q J*F*I#23! ! +#3234 F0 H, g$K5 > #?*"  X)" Y *3#23# ! AC?/A5C5 B( !S= I #?8 ##7#23# ! 7 Y 0)"#*CO $ +`)#S, *(X?/5 5 c( #S> #N y .* 5F#)"#S, *(V23  8B¢B 9` .< ." (M ##g  à¥P¬ ® á!§&á ¥-¬ \D ©ª §M¨© ® §Rá ¥P¬ \] 0) ­ â ã&¯/á!§M¦§1á ¥P¬ \* +N$ ?/'. $./ 4)c› ž+ /5F*M1 $23I $  # B $./, +# $V!K*4)  ;( $2?#*.0 #?/7 5 B#B. ?
0 238X¶ BP A5 c( #*S8hH& 0)7ƒD\( $23.*"#*c +< #?*"#23# k +AX#N $ #N Q  ¢ £ …„‚¤|…¥  ¤ ƒ  H h„ ¢^Ц¢ £ …§„‚¤§…¥  ¤ ƒ  ƒ ¢0#2Q< # ! Al( 23.*", # $DK, +*Q* r  ¢ hHi¢ŽŠZ¢ |ƒ ¢G( 23.*", # $D 5F*M £ …„‚¤|…¥  ¤ ƒ „6#_K*2>?/6 *k€9H-( +!? N

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# 6 E*R +#?*#74 (M7( #*S48H#]2' g  J)fe(I!'0 +# $*H5F*I5I0 4N I)M(4)3)"#feM*( 5F*#(,y2' O?/V)"*Q BA"./  , .*#(4   #C-*( +< #?*"I5F!X c9A7( #*S1?*I* +N$;S! # G?/X ? !; 

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#* P J*#J9#%( #*S;53./ $#?* C) B ;5] 9=Q $#S -*(> +#?* Q.* ! B = $ #$8 5.2 Graph-based Similarity

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GRAPH-BASED CLUSTERING FOR ENTITY RESOLUTION

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6.4 Evaluation Measures

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