Ekaw2010 tutorial3
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The document provides an overview of a tutorial on knowledge acquisition from social networking sites. It discusses using social networking sites as a potential source of data for research ideas, understanding the role of social networks in realizing research ideas, and learning about knowledge acquisition through content retrieval and altering, information extraction (IE) and natural language processing (NLP) tools for performing knowledge acquisition. The tutorial aims to understand the potential of using data from social networking sites for knowledge management research and applications in various fields.
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Ekaw2010 tutorial3
- 1. EKAW 2010 • Tutorial T3 Friday • 15th october 2010 Knowledge Acquisition from Social Networking Sites Z. Zhang, A.E. Cano, K. Elbedweihy, A.-S. Dadzie
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- 4. 5#,'()!>.+'(!G)(O#$87!'*!D/.$;+(;!F'".! 2-.!W.7.($,-!PX#)+!>'*.R! •!5#,'()!8.+'(!<)(O#$87!<$#+&,.!'3;"3S6$"&!$,-%"&'#-=# 6-"&)"&# H#*%.*%! •!<#%.*=());!&7."&)!"#$1!! 0.*.$(=#*!L! 7-($'*0! •!6*#4).+0.!8(*(0.8.*%!$.7.($,-!! •!(<<)',(=#*7!'*!(!/($'.%;!#"!B.)+79!.Y0Y9! 5#,'()!8.+'(!<)(O#$87! •!8($6.=*0! •!0(&0'*0!(*+!8(*(0.8.*%!#"!<&:)',!#<'*'#*! 3*)'*.! <$.7.*,.!L! E.%4#$6'*0!L! '+.*=%;! ,#88&*'%;! EKAW 2010 • Tutorial T3 Friday • 15th october 2010 2-.!W.7.($,-!PX#)+!>'*.R! 2-.!W.7.($,-!PX#)+!>'*.R! Knowledge Acquisition from Social Networking Sites 5#,'()!8.+'(!<)(O#$87!<$#+&,.!'3;"3S6$"&!6-"&)"&## 5#,'()!8.+'(!<)(O#$87!<$#+&,.!'3;"3S6$"&!6-"&)"&## ?!<#%.*=()!"#$!6*#4).+0.!8(*(0.8.*%!$.7.($,-!(*+!(<<)',(=#*7! ?!<#%.*=()!"#$!6*#4).+0.!8(*(0.8.*%!$.7.($,-!(*+!(<<)',(=#*7! Z. Zhang, A.E. Cano, K. Elbedweihy, A.-S. Dadzie 6*$''36#)G$,F*)1!5.!.6&'.*) aU! O3:3F)03$#3"#16$0),36#T&%03)'## B)9#034)6.-"'U## •!!+$(8(=,!0$#4%-!'*!(,(+.8',! `U! •!!.$#/-!N!'*"#$8(=#*!.@%$(,=#*!"$#8!8&)=Q8.+'(!,#*%.*%! '*%.$.7%!! _U! ^U! •!!0"1213)!N!,#*%.*%!(*+!7.*=8.*%!(*();7'7! •!!$.7.($,-!'*,)&+'*01! ]U! H#*".$.*,.7! •!!4%#)3""/'5'(06+%#)'N!'+.*=%;!(*+!,#88&*'%;! ! !! •!!?&()'%(=/.!L!?&(*=%(=/.!! U! c#&$*()7! TU! !'+.*=B,(=#*9!$.,#88.*+.$!7;7%.87! (*();7'7!#"!,#*%.*%! VU! •!!27$8)-!N!'*"#$8(=#*!.@%$(,=#*!(*+!7.*=8.*%!(*();7'7! •!!7#,'()!'8<(,%!7%&+'.7! U! TUUT! TUU! TUU]! TUU^! TUU_! TUU`! TUUa! TUUb! •!!'*"#$8(=#*!.@%$(,=#*!L! G(<.$!,#&*%!Q!(,(+.8',!7%&+'.7!&7'*0!['6'<.+'(! 5#,'()!E.%4#$6'*0! 6*#4).+0.!,(<%&$.Z(,?&'7'=#*! 5#&$,.!+(%(1!http://en.wikipedia.org/wiki 5'%.7! !N!"#,&7!#"!%-'7!%&%#$'()!
- 5. 5#,'()!E.%4#$6'*0!5'%.7! >(<!#"!5#,'()!E.%4#$6'*0!5'%.7! 2-.!TUVU!7#,'()! !P"9&$9):3%!)*'!)-;$#)!'%-(%!())#4!&7.$7!%#!#"9!2-1#2' *.%4#$6'*0!8(<! 2<)$-'"79'62#7%&/!(*+!+13&$!<'+#"4&"49!)!2%3&$!<' 5#&$,.1!http:// +#""&+0#"'!%#!#%-.$!&7.$7!(*+!2-%;)-!)'2<)' www.flowtown.com/ blog/the-2010- #"99)#="9!!4'%-'*!%-.!7;7%.8R! social-networking- map N!d#;+!L!D))'7#*!ITUU`J! EKAW 2010 • Tutorial T3 Friday • 15th october 2010 [-;!5#,'()!E.%4#$6'*0!5'%.7e! [-;!5#,'()!E.%4#$6'*0!5'%.7e! Knowledge Acquisition from Social!5'0*'B,(*%!(8#&*%!#"!/()&(:).!+(%(! •!!T3;"3S6$"&#$,-%"&#-=#/$*%$2*)#0$&$9!.Y0Y9!! •! Networking Sites Z. Zhang, A.E. Cano, K. Elbedweihy, A.-S. Dadzie •!4%#)3""/' •!VRR#,3**3-"#<'.,.7!#"!#:f.,%7!7%#$.+!#*!"(,.:##6! •!O30)Y#3"<0)F&(#&-F36#6-/)4$;)Y#.Y0Y9!! •!!4#$)+!:$.(6'*0!*.47! I$.<#$%.+!'*!TUVU!:;!www.facebook.comJ! •!!74'*.!g&!#&%:$.(6!L!TUVU!hA!.).,=#*!! •!!!27$8)-!! •!8#$.!,#/.$(0.!:;!5E57!%-(*!['6'<.+'(! •!W#23**3-"#8.77(0.7!8#*%-);!! •!!8'*#$!#$!)#,()!./.*%7!(*+!'*,'+.*%79! I$.<#$%.+!'*!TUVU!:;!www.twitter.comJ! •!4'))!-(/.!4'+.!,#/.$(0.!<$.+#8'*(*%);!#$!#*);!:;!5E579! .Y0Y9! •!!.$#/-' •!!)#,()!:#*B$.!*'0-%!'*!5-.i.)+! •!X#23**3-"#3,$;)'## I$.<#$%.+!'*!TUUb!:;!www.flickr.comJ! •!!)#,()!$#(+!,)#7&$.7!+&.!%#!.8.$0.*%!'*,'+.*%7!
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- 8. m()&.!"#$!W.7.($,-! 2-.!B$7%!#:7%(,).o! •!!M,(+.8',!"#$&87!(*+!./.*%7!-#7%.+!%#!.@,-(*0.!$.7.($,-! •!!h7'*0!%-'7!'*"#$8(=#*!(*+!6*#4).+0.!$.?&'$.7! '+.(7!'*,)&+.!%-.!"#))#4'*0!4#$67-#<71! •!!#:%('*'*0!$.)./(*%!,#*%.*%! •!![#$67-#<!#*!5#,'()!E.%4#$6!8'*'*0!(*+!(*();7'79!TUUaQTUVU! •!!8(6'*0!7.*7.!#"!%-.!,#*%.*%! http://www.snakdd.com •!!A*#4).+0.!M,?&'7'=#*!"$#8!%-.!5#,'()![.:9!TUUa!! •!!,#<'*0!4'%-!)($0.!7,().!! http://kmi.tugraz.at/workshop/KASW08 •! (,%&()!(8#&*%7!#"!'*"#$8(=#*!! •!!H#*%.*%!M*();7'7!"#$!%-.![.:TYU9!TUUb! •! /($'.%;!'*!'*"#$8(=#*! http://caw2.barcelonamedia.org •!!5#,'()!>.+'(!M*();=,79!TUVU! http://snap.stanford.edu/soma2010 •!2-.!?&.7=#*!'71!c-9#^-#d-#^(3'e# •!![#$67-#<!#*!5#,'()!>.+'(!M*();7'79!TUUb! http://ki.informatik.uni-mannheim.de/soma09.html EKAW 2010 • Tutorial T3 Friday • 15th october 2010 2-.!B$7%!#:7%(,).o! H(7.!5%&+;1! Knowledge Acquisition from Social 8#7%!<#<&)($!*.%4#$6'*0!7.$/',.!#*!%-.!'*%.$*.%! •!!h7'*0!%-'7!'*"#$8(=#*!(*+!6*#4).+0.!$.?&'$.7! •!!#:%('*'*0!$.)./(*%!,#*%.*%! Networking Sites ! I['6'<.+'(9!TUVUJ Z. Zhang, A.E. Cano, K. Elbedweihy, A.-S. Dadzie •!!8(6'*0!7.*7.!#"!%-.!,#*%.*%! •!!,#<'*0!4'%-!)($0.!7,().!! •!!2-.!?&.7=#*!'71!S#4!2#!p#!2-'7e! •!!^()#4)'&#-=#&(3'#&%&-43$*#$"'9)4'#&(3'#>%)'.-"# •!!,(7.!7%&+'.7!&7'*0!=$6)2--:!(*+!&93_)4# •!!9($&#&@F)'#-=#6-"&)"&#($.!(/(')(:).!(*+!&7."&)e! •!!-#4!($.!%-.;!&7.+!'*!%-.!'&$&)<-=<&()<$4&e! •!!<$.7.*%!8.%-#+7!(*+!%##)7!"#$!(&%#8(=,());!.@%$(,=*0!(*+! (*();7'*0!%-.!,#*%.*%!
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- 20. ! ! ! !!!D@(8<).!(<<)',(=#*7!&7'*0!%4'K.$! ! ! ! !!!D@(8<).!(<<)',(=#*7!&7'*0!%4'K.$! ^9))&[))*#atweetfeel.comb# ^9))&,3"'&)4#atweetminster.co.ukb# •!!B*+!#&%!4-(%!<.#<).!%-'*6!(:#&%!%-'*07! •!P%-.!<)(,.!4-.$.!$.()!)'".!(*+!<#)'=,7!%4..%R! EKAW 2010 • Tutorial T3 Friday • 15th october 2010 ! ! ! !!!D@(8<).!(<<)',(=#*7!&7'*0!%4'K.$! ! ! ! !!!D@(8<).!(<<)',(=#*7!&7'*0!%4'K.$! M--;*)#4)$*<.,)#')$46(# Knowledge Acquisition from Social•!!,#)).,=*0!+(%(!"$#8!7#,'()!*.%4#$6'*0!7'%.79!(!8(f#$! ^93_)4g'#PRR]#fT#F4)'30)".$*#)*)6.-"#,$'(%F# Networking Sites 7#&$,.!#"!4-',-!'7!%4'K.$! Z. Zhang, A.E. Cano, K. Elbedweihy, A.-S. Dadzie •!!7.($,-!?&.$'.7!$.%$'./.!$.)./(*%!'*"#$8(=#*!"$#8!%4'K.$!Q y!)'/.!&<+(%.! •!!7..1!http://mashable.com/2009/10/21/google-twitter-search-deal
- 21. ! ! ! !!!D@(8<).!(<<)',(=#*7!&7'*0!%4'K.$! ! ! ! !!!D@(8<).!(<<)',(=#*7!&7'*0!%4'K.$! ^4)"0',$F# 1#*3'&#-=#',$**#$FF'#%'3";#&93_)4#0$&$# •!!$.()!=8.!)#,()!%4'K.$!%$.*+7! •!!.Y0Y9!"#$!%-.!5<(*'7-!"##%:()).$!z(/'1!! •!!http://twitter.pbworks.com/Mashups •!http://trendsmap.com/topic/xavi •!.Y0Y9!)##6'*0!"#$!8.()!'+.(7! EKAW 2010 • Tutorial T3 Friday • 15th october 2010 ! ! ! !!!D@(8<).!(<<)',(=#*7!&7'*0!%4'K.$! C*%.$)&+.! 1#*3'&#-=#',$**#$FF'#%'3";#&93_)4#0$&$# Knowledge Acquisition from Social•!!'*%$#+&,.+!7#,'()!*.%4#$6'*0!7'%.7!! •!! Networking Sites T-#=$4#9)#($/)QQQ# http://twitter.pbworks.com/Mashups Z. Zhang, A.E. Cano, K. Elbedweihy, A.-S. Dadzie •!.Y0Y9!)'/.!'*"#$8(=#*!&<+(%.!Q!74'*.!g&!•!!(7!(!P0#)+!8'*.R!"#$!$.7.($,-!(*+!(<<)',(=#*7! •!!7..*!'*%.$.7=*0!.@(8<).7!(*+!7%(%.Q#"Q%-.Q($%!$.7.($,-! •!!M*!.77.*=()!7%.<!'*!%-'7!4#$6!'71 !! •!!<$#,.77'*0!%-.!$.)./(*%!,#*%.*%9!! •!!%#!.@%$(,%!&7."&)!'*"#$8(=#*9!! •!!%-(%!,(*!:.!&7.+!%#!0('*!+#8('*!7<.,'B,! 6*#4).+0.1! !!#&()#L!"#$%&'(&)*+,-./.0#"N#F4-6)''#
- 22. C*%.$)&+.! B)G&QQQ# •!!4.!'*%$#+&,.!&7."&)!%##)7!(*+!%.,-*'?&.7!"#$!6*#4).+0.! (,?&'7'=#*!"$#8!(!+-%#=#%&'+)-!+)#=;)' >#$*'*0!5.77'#*!N!2-.#$;# •!!,#*%.*%!$.%$'./()!(*+!B)%.$'*0!! !Q!#:%('*!7<.,'B,!,#*%.*%!#"!'*%.$.7%! •!!E(%&$()!F(*0&(0.!G$#,.77'*0!IEFGJ!(*+!! !"#$%&'(&)*+,-./.0#") •!!C*"#$8(=#*!D@%$(,=#*!ICDJ! •!!<$#,.77!%-.!,#*%.*%!(*+!8(6.!7.*7.!#"!'%! J-"&)")&43)/$*#$"0#S*&)43";# !"=-4,$.-"#AG&4$6.-"# B$&%4$*#C$";%$;)#D4-6)''3";# •!'+-%#=#%&'+)-!+)#=;)' •!!'*%$#+&,.!.77.*=()!%.,-*'?&.7!(*+!%##)7! •!!:(7',!%-.#$;!L!<#'*%.$7!%#!'*Q+.<%-!8(%.$'()! EKAW 2010 • Tutorial T3 Friday • 15th october 2010 5,.*($'#! 5,.*($'#! Knowledge Acquisition from Social Networking Sites #m%")#PRWR# A";*$"0#/Q'Q#M)4,$"@#O-4*0#J%F#,$&6(#-"#Pn&(#m%")#PRWR# A";*$"0#/Q'Q#M)4,$"@#O-4*0#J%F#,$&6(#-"#Pn &( •!!5#,'()!*.%4#$6'*0!7'%.7!4.$.!&7.+!.@%.*7'/.);!+&$'*0!%-.!TUVU! •!![.!4(*%!%#!8(6.!&7.!#"!8.77(0.7!.@,-(*0.+!#*! Z. Zhang, A.E. Cano, K. Elbedweihy, A.-S. Dadzie [#$)+!H&<!%#&$*(8.*%!! "(,.:##6!(*+!%4'K.$!! •!!(7!(!8.+'&8!"#$!)'/.!0(8.!&<+(%.!(*+!+'7,&77'#*! •!!%.*7!#"!%-#&7(*+7!#"!8.77(0.7!4.$.!0.*.$(%.+!.(,-!+(;!,#*,.$*'*0!.(,-! •!!%#!&*+.$7%(*+!4-(%!-(<<.*.+!+&$'*0!%-.!8(%,-! 8(%,-! •!!4-(%!%-.!"#,&7!#"!+'7,&77'#*!4(7!! •!!>.77(0.7!.@<$.77.+!'*%.$.7=*0!<&:)',!#<'*'#*7!(:#&%! •!!8(%,-.7! •!!<)(;.$7! •!!d&%!%-.!?&.7=#*!'7!! •!!%.(879!.%,o! •!!(-9#&-#30)".=@#4)*)/$"-"&)"&e# •!!<$#/'+.+!0##+!,#/.$(0.!#"!%-.!8(%,-Q#"Q%-.Q+(;!4'%-!'*%.$.7=*0! •!#(-9#&-#%"0)4'&$"0#&()#6-"&)"&e# '*7'0-%!(*+!+.%(')7!! •!!:.,(8.!()%.$*(=/.!7#&$,.7!I%#!8(f#$!*.47!$.<#$%7J!!
- 23. 5,.*($'#!N!"(,.:##6!D@(8<).! 5,.*($'#!N!"(,.:##6!D@(8<).! •!#(-9#&-#30)".=@#4)*)/$"-"&)"&e# •!#(-9#&-#30)".=@#4)*)/$"-"&)"&e# •!#4.!,())!%-'7!<$#,.77!P,#*%.*%!$.%$'./()!(*+!B)%.$'*0R! •!!%4'K.$!(*+!"(,.:##6!%#!#:%('*!7#&$,.!+(%(! •!!&7.!%-.!<&:)',!MGC7!! •!!.@(8'*.!%-.'$!)'8'%(=#*7! EKAW 2010 • Tutorial T3 Friday • 15th october 2010 5,.*($'#!N!"(,.:##6!D@(8<).! 5,.*($'#!N!"(,.:##6!D@(8<).! Knowledge Acquisition from Social Networking Sites •!#(-9#&-#30)".=@#4)*)/$"-"&)"&e# •!#(-9#&-#30)".=@#4)*)/$"-"&)"&e# •!h7'*09!"#$!.Y0Y9!8.77(0.7! <&:)'7-.+!#*!O$**'!#"! Z. Zhang, A.E. Cano, K. Elbedweihy, A.-S. Dadzie 5.($,-e! $.)(%.+!D$;)'# •!!%.*7!#"!%-#&7(*+7!#"! 8.77(0.7! •!!/.$;!+'i,&)%!%#!(*();7.! •!!-#4!%#!7.($,-! 8(*&());o! •!!8&7%!8(6.!&7.!#"! .j.,=/.);e!! (&%#8(=,!<$#,.77'*0! •!!C*+'/'+&()!&7.$7e! •!!A.;4#$+7e!! S#4!%#!+#!%-'7! •!!X$#&<7Z<(0.7e! <$#0$(88(=,());e!
- 24. 5,.*($'#! 5,.*($'#! •!!(-9#&-#30)".=@#4)*)/$"-"&)"&e# •!#(-9#&-#30)".=@#4)*)/$"-"&)"&e# •!#4.!,())!%-'7!<$#,.77!P,#*%.*%!$.%$'./()!(*+!B)%.$'*0R! •!!4.!,())!%-'7!<$#,.77!P6-"&)")&43)/$*#$"0#S*&)43";R! •!!%4'K.$!(*+!"(,.:##6!%#!#:%('*!7#&$,.!+(%(! •!!&7.!%-.!<&:)',!MGC7!! •!!4.!4'))!&7.!%4'K.$!(*+!"(,.:##6!%#!#:%('*!7#&$,.!+(%(! •!!.@(8'*.!%-.'$!)'8'%(=#*7! •!!&7.!%-.!<&:)',!MGC7!! •!!.@(8'*.!%-.'$!)'8'%(=#*7! •!!(-9#&-#%"0)4'&$"0#&()#6-"&)"&e# •!!4.!$.);!#*!C*"#$8(=#*!D@%$(,=#*!ICDJ!(*+!! •!!E(%&$()!F(*0&(0.!G$#,.77'*0!IEFGJ!%.,-*'?&.7! •!!4.!'*%$#+&,.! •!!%;<',()!<$#,.+&$.7!#"!CD!(*+!EFG! •!!%;<',()!%(767!'*!CD!(*+!EFG! •!!&7."&)!%##)7!"#$!CD!(*+!EFG! EKAW 2010 • Tutorial T3 Friday • 15th october 2010 5,.*($'#!N!"(,.:##6!D@(8<).! 5,.*($'#!N!"(,.:##6!D@(8<).! Knowledge Acquisition from Social Networking Sites •!#(-9#&-#%"0)4'&$"0#&()#4)*)/$"-"&)"&e# •!#(-9#&-#%"0)4'&$"0#&()#4)*)/$"-"&)"&e# •!![-(%!'7!.(,-!8.77(0.! •!![-(%!'7!%-.!7%(=7=,()! %()6'*0!(:#&%e! Z. Zhang, A.E. Cano, K. Elbedweihy, A.-S. Dadzie •!![-(%!'7!'%7!7'0*'B,(*,.e! •!![-(%!(s%&+.7!($.! 7'0*'B,(*,.e! Referee has been mentioned .@<$.77.+e! many times •!S#4!8(*;!($.! <#7'=/.!(*+!4-(%! (:#&%e!
- 25. C*%.$)&+.! B)G&QQQ# •!!4.!'*%$#+&,.!%-.!"(,.:##6!MGC7! •!!"#$!,#*%.*%!$.%$'./()!(*+!B)%.$'*0! >#$*'*0!5.77'#*!N!2-.#$;# •!'+-%#=#%&'+)-!+)#=;)' •!!'*%$#+&,.!.77.*=()!%.,-*'?&.7!(*+!%##)7! H#*%.*%!W.%$'./()!(*+!k')%.$'*0!&7'*0!%-.# •!!:(7',!%-.#$;!L!<#'*%.$7!%#!'*Q+.<%-!8(%.$'()! =$6)2--:#1D!# 4)'&[Z#1D!# EKAW 2010 • Tutorial T3 Friday • 15th october 2010 H#*%.*%!W.%$'./()!(*+!k')%.$'*0!N!"(,.:##6!MGC! H#*%.*%!W.%$'./()!(*+!k')%.$'*0!N!"(,.:##6!MGC! Knowledge Acquisition from Social •!Networking Sites 2-.!IBAOJ!"(,.:##6!MGC! •!# •!!M4$F(#1D!#I$.).(7.+!TUVUJ! 2-.!"(,.:##6!MGC!Q!M4$F(#1D!## •!# !<$#/'+.7!"(,')'=.7!"#$!".%,-'*0!7<.,'B,!,#*%.*%! •!!<$#/'+.7!"(,')'=.7!"#$!".%,-'*0!7<.,'B,!,#*%.*%! Z. Zhang, A.E. Cano, K. Elbedweihy, A.-S. Dadzie •!!M!)'*6.+!0$(<-!#"!-28)6&'!.Y0Y9!&7.$9!<-#%#9!8.77(0.9!<(0.! •!http://developers.facebook.com/docs/api •!!".%,-!,#*%.*%!(:#&%!(*;!#:f.,%1! https://graph.facebook.com/ID •!!W.7&)%7!$.%&$*.+!(7!c53E!I<)('*!%.@%!,#*%.*%J!
- 26. H#*%.*%!W.%$'./()!(*+!k')%.$'*0!N!"(,.:##6!MGC! H#*%.*%!W.%$'./()!(*+!k')%.$'*0!N!"(,.:##6!MGC! •!#AG$,F*)U# •!#AG$,F*)# •!#C*+'/'+&()#h7.$71! •!#C*+'/'+&()!&7.$9!".%,-!7<.,'B,!B.)+7! https://graph.facebook.com/khadija.elbedweihy https://graph.facebook.com/khadija.elbedweihy? fields=id,name,picture G&:)',!p(%(! #*);! F'*6!%#!%-.! <',%&$.! •!!X$#&<79!<(0.7!$.%$'./.+!'*!%-.!7(8.!4(;9!&7'*0!%-.'$!Cp7! G',%&$.!(%!%-.! 0'/.*!)'*6! EKAW 2010 • Tutorial T3 Friday • 15th october 2010 H#*%.*%!W.%$'./()!(*+!k')%.$'*0!N!"(,.:##6!MGC! H#*%.*%!W.%$'./()!(*+!k')%.$'*0!N!"(,.:##6!MGC! Knowledge -Acquisition from Social Networking Sites The facebook API M4$F(#1D!## •! •!!<$#/'+.7!"(,')'=.7!"#$!".%,-'*0!7<.,'B,!,#*%.*%! AG$,F*) # •!# U k$'.*+7!#"!&7.$!PA-(+'f(!D):.+4.'-;R1! •!# ! •!!M!)'*6.+!0$(<-!#"!-28)6&'!I&7.$9!<-#%#9!8.77(0.9!<(0.9!.%,J! https://graph.facebook.com/khadija.elbedweihy/friends Z. Zhang, A.E. Cano, K. Elbedweihy, A.-S. Dadzie •!!".%,-'*0!,#*%.*%!(:#&%!(*;!#:f.,%! https://graph.facebook.com/ID •!!W.7&)%7!$.%&$*.+!(7!c53E!"#$8(%!I<)('*!%.@%!,#*%.*%J! •!!3:f.,%Q7<.,'B,!+(%(!I.Y0Y9!&7.$q7!"$'.*+79!0$#&<79!<-#%#7J!($.! ,()).+!P6-"")6.-"'R! •!!H#**.,=#*7!,(*!:.!".%,-.+!:;!,#*,(%.*(=*0!(!/()&.! '+.*=";'*0!%-.!,#**.,=#*!%;<.!%#!%-.!#:f.,%!Cp9!.Y0Y9! https://graph.facebook.com/my_ID/friends
- 27. H#*%.*%!W.%$'./()!(*+!k')%.$'*0!N!"(,.:##6!MGC! H#*%.*%!W.%$'./()!(*+!k')%.$'*0!N!"(,.:##6!MGC! •!#2-.!"(,.:##6!MGC!Q!M4$F(#1D!## •!#AG$,F*)U# •!!5.($,-'*0!"#$!#:f.,%7!&7'*01! •!#5.($,-'*0!"#$!())!<&:)',!<#7%7!(:#&%!%-.!PkCkM!TUVU!4#$)+!,&<R!! https://graph.facebook.com/search?q=FIFA%202010%20world%20cup&type=post https://graph.facebook.com/search?q=[QUERY]&type=[OBJTYPE •!!{|hDW}~!•!)'%.$()!6.;4#$+7! •!!{3dc2}GD~!•!%-.!%;<.!#"!%-.!#:f.,%! EKAW 2010 • Tutorial T3 Friday • 15th october 2010 H#*%.*%!W.%$'./()!(*+!k')%.$'*0!N!"(,.:##6!MGC! H#*%.*%!W.%$'./()!(*+!k')%.$'*0!N!"(,.:##6!MGC! Knowledge Acquisition from Social •!Networking Sites 2-.!"(,.:##6!MGC!Q!M4$F(#1D!## •!# •!!5.($,-'*0!"#$!#:f.,%7!&7'*0 2-.!"(,.:##6!MGC!Q!M4$F(#1D!## !5.($,-'*0!"#$!#:f.,%7!&7'*01! 1! https://graph.facebook.com/search?q=[QUERY]&type=[OBJTYPE] •!# https://graph.facebook.com/search?q=[QUERY]&type=[OBJTYPE] Z. Zhang, A.E. Cano, K. Elbedweihy, A.-S. Dadzie •!!{|hDW}~!•!)'%.$()!6.;4#$+7! •!!{|hDW}~!•!)'%.$()!6.;4#$+7! •!!{3dc2}GD~!•!%-.!%;<.!#"!%-.!#:f.,%! •!!{3dc2}GD~!•!%-.!%;<.!#"!%-.!#:f.,%! •!!k')%.$'*0!(*+!7.).,=/.!7.($,-! •!!k')%.$'*0!(*+!7.).,=/.!7.($,-! •!!$.%&$*7!#*);!7<.,'B.+!+(%(!"$#8!#:f.,%7!#"!'*%.$.7%! •!!$.%&$*7!#*);!7<.,'B.+!+(%(!"$#8!#:f.,%7!#"!'*%.$.7%! •!!?&.$;!"#$!8&)=<).!#:f.,%7!! •!!?&.$;!"#$!8&)=<).!#:f.,%7!! •!!G&:)'7-'*0!(*+!.+'=*0!,#*%.*%!Q!$.?&'$.7!P(,,.77!%#6.*R! •!!M,,.77'*0!<$'/(%.!+(%(!$.?&'$.7!(&%-.*=,(=#*!"$#8!#4*.$7!#"! +(%(! k#$!8#$.!+.%(')9!7..! http:// developers.facebook. com/docs/api
- 28. H#*%.*%!W.%$'./()!(*+!k')%.$'*0!N!W.7%kd! H#*%.*%!W.%$'./()!(*+!k')%.$'*0!N!W.7%kd! •!#l)'&[Z# •!#l)'&[Z# •!!%-'$+!<($%;!MGC!! •!!%-'$+!<($%;!MGC!! •!!7'8<)'B.7!<$#,.77'*0!#&%<&%!"$#8!"(,.:##6!X$(<-!MGC! •!!7'8<)'B.7!<$#,.77'*0!#&%<&%!"$#8!"(,.:##6!X$(<-!MGC! •!!3*.!8(f#$!)'8'%(=#*!#"!X$(<-!MGC!! •!!7.($,-!$.7&)%7!($.!<)('*!%.@%!7%$.(87!! •!!$.?&'$.!"&$%-.$!<$#,.77'*0! •!#3*.!8(f#$!)'8'%(=#*!#"!X$(<-!MGC!! •!W.7%kd!,#&<).7!4'%-!X$(<-!MGC!! •!!7.($,-!$.7&)%7!($.!<)('*!%.@%!7%$.(87!! •!!7'8<)'B.7!?&.$;'*0!! •!!$.?&'$.!"&$%-.$!<$#,.77'*0! •!!$.<$.7.*%!$.7&)%7!'*!#:f.,%!#$'.*%.+!4(;! •!!F'*61!http://restfb.com p.%(')7!%#!"#))#4!'*! -(*+7Q#*!.@.$,'7.7! EKAW 2010 • Tutorial T3 Friday • 15th october 2010 C*%.$)&+.! Knowledge Acquisition from Social Networking Sites B)G&QQQ# •!!4.!'*%$#+&,.!%-.!%4'K.$!MGC7! •!!"#$!,#*%.*%!$.%$'./()!(*+!B)%.$'*0! >#$*'*0!5.77'#*!N!2-.#$;# Z. Zhang, A.E. Cano, K. Elbedweihy, A.-S. Dadzie •!'+-%#=#%&'+)-!+)#=;)' •!!'*%$#+&,.!.77.*=()!%.,-*'?&.7!(*+!%##)7! H#*%.*%!W.%$'./()!(*+!k')%.$'*0!&7'*0!%-.# •!!:(7',!%-.#$;!L!<#'*%.$7!%#!'*Q+.<%-!8(%.$'()! &93_)4#1D!# 4)'&Y#')$46(#k#'&4)$,#1D!'#
- 29. H#*%.*%!W.%$'./()!(*+!k')%.$'*0!N!%4'K.$!MGC! H#*%.*%!W.%$'./()!(*+!k')%.$'*0!N!%4'K.$!MGC! •!!%4'K.$!MGC! •!#l)'D!# •!!())#47!(,,.77!%#!,#$.!%4'K.$!+(%(9!.Y0Y9! •!!G$#/'+.7!8.%-#+7!"#$!".%,-'*0!+(%(!$.)(%.+!%#1!! •!!7%(%&7!I%4..%7J! •!!=8.)'*.79!7%(%&79!&7.$79!8.8:.$79!7&:7,$':.$79! •!!=8.)'*.!I,#*7.,&=/.!7%(%&7.7J! "#))#4.$79!7#,'()!0$(<-79!.%,Y!! •!!&7.$!'*"#$8(=#*! •!!W.7&)%7!,(*!:.!$.%&$*.+!'*!%-.!"#$8(%71!! •!G$#/'+.7!%-$..!MGC7!"#$!$.%$'./'*0!+(%(! •!!c53E! •!!W.7%!MGC! •!!z>F! •!!5.($,-!MGC! •!!W55!! •!!5%$.(8!MGC •!!M%#8! EKAW 2010 • Tutorial T3 Friday • 15th october 2010 H#*%.*%!W.%$'./()!(*+!k')%.$'*0!N!%4'K.$!MGC! H#*%.*%!W.%$'./()!(*+!k')%.$'*0!N!%4'K.$!W.7%!MGC! Knowledge Acquisition from Sociall)'D!# •!#l)'D!# •!! 62%21!)!'?)2<"*'' •!# Networking Sites •!! @!)-!'?)2<"*'! •!!$.%$'./.7!%-.!<&:)',!=8.)'*.9!.Y0Y9!! •!!$.%$'./.7!.@%.*+.+!&7.$!'*"#$8(=#*9!.Y0Y9! Z. Zhang, A.E. Cano, K. Elbedweihy, A.-S. Dadzie http://api.twitter.com/1/statuses/public_timeline.json •!!$.%&$*7!TU!8#7%!$.,.*%!7%(%&7.7! http://api.twitter.com/1/users/show.json?screen_name=imessi { "description":"Latest News About Messi",! "screen_name":"imessi",! "lang":"en”,"profile_background_image_url":"http://s.twimg.com/a/1282351897/images/themes/theme1/bg.png",! •!!'*,)&+'*0!$.Q%4..%7!I%4..%7!"#$4($+.+!:;!<.#<).J!"$#8!*#*! "created_at":"Thu Jun 25 09:31:33 +0000 2009",! "location":"Barcelona, Spain",! "status"{! <$#%.,%.+!&7.$7Y! "retweet_count":null,"in_reply_to_status_id":null,"truncated":false,! "created_at":"Mon Aug 09 19:31:45 +0000 2010",! "source":"web",! "contributors":null,"retweeted":false,! [{"place":null,"geo":null,"in_reply_to_screen_name":null,"favorited":false,"contribut "place":null,"geo":null,"coordinates":null,! ors":null,. . . ,"user":{"url":"http://null","description":"Still "favorited":false, ! "in_reply_to_screen_name":null,"id":20731498683,"in_reply_to_user_id":null,! building...","geo_enabled":false,"profile_background_color":"0099B9","follow_request_ "text":"I certainly did not want Maradona to leave. I believed then that he would stay. But maybe that is just football"! sent":null,"location":"u00dcT:-33.920682,18.417211","profile_text_color":"3C3940","t },! "contributors_enabled":false,! ime_zone":"Greenland","lang":"en","created_at":"Wed Mar 18 12:37:59 +0000 2009",.., "geo_enabled":false, ! "friends_count":143,"profile_image_url":"http://a2.twimg.com/profile_images/ "following":null,"follow_request_sent":null,! 1082114570/140518750_normal.jpg","name":"Zwelethu Nkosi", "verified":false,"protected":false,"notifications":null,! "followers_count":29190,"statuses_count":146,! "screen_name":"Zwelethu"},"in_reply_to_status_id":null,"truncated":false,"id": "name":"Lionel Messi",! 19731846000,"text":"LOL #loveit RT @TomZiglar: An optimist is a person who will use "profile_sidebar_border_color":"87bc44",! his last dollar to buy a money belt. Zig Ziglar"},! "profile_image_url":"http://a2.twimg.com/profile_images/1099253598/messi_normal.jpg",! "id":50600749,"listed_count":598,! . . . . . ! "time_zone":"Central Time (US & Canada)”,"utc_offset":-21600,! ] ! "friends_count":1,! "url":null! }!
- 30. H#*%.*%!W.%$'./()!(*+!k')%.$'*0!N!%4'K.$!W.7%!MGC! H#*%.*%!W.%$'./()!(*+!k')%.$'*0!N!%4'K.$!MGC! •!#l)'D!# •!Search API •!'A)"'B"#%="9'?)2<"*' •!!M,,.77!%#!%4'K.$!7.($,-!(*+!%$.*+7!+(%(!I%#<!%#<',7!,&$$.*%);! •!'0'/.*!(!)(=%&+.!(*+!(!)#*0'%&+.9!$.%$'./.7!(!)'7%!#"!/()'+!<)(,.7! %$.*+'*0!#*!24'K.$J! 4-.*!&<+(=*0!(!7%(%&7!! http://api.twitter.com/1/geo/reverse_geocode.json? •! Methods supported •! search •! trends, •! trends/current, •! trends/daily, •! trends/weekly k#$!8#$.!+.%(')9!7..! •! Results can be returned in c53E or Atom http://apiwiki.twitter.com! •! Request can be made as a GET 24'K.$QMGCQp#,&8.*%(=#*! EKAW 2010 • Tutorial T3 Friday • 15th october 2010 H#*%.*%!W.%$'./()!(*+!k')%.$'*0!N!%4'K.$!5.($,-!MGC! H#*%.*%!W.%$'./()!(*+!k')%.$'*0!N!%4'K.$!5.($,-!MGC! 24..%7!"$#8!c(<(*! Knowledge Acquisition from Social Networking Sites •!#T)$46(#1D!# •!'6)%-#<'?)2<"*'! 3%-.$!D@(8<).71! +'$.,%.+!(%!%-.!&7.$! Pp'+'.$!p$#0:(R! •!!$.%$'./.7!%-.!<&:)',!=8.)'*.! http://search.twitter.com/search.json?q=to Z. Zhang, A.E. Cano, K. Elbedweihy, A.-S. Dadzie http://search.twitter.com/search.json? since_id=1480307926&q=%40twitterapi %3ARealDrogba&locale=ja 24..%7!"$#8!%-.!&7.$! PH$'7=(*#!W#*()+#R! http://search.twitter.com/search.json?q=from%3ACristiano 24..%7!,#*%('*'*0!%-.! %(0!PvB"(TUVUR! http://search.twitter.com/search.json?q=%23fifa2010
- 31. H#*%.*%!W.%$'./()!(*+!k')%.$'*0!N!%4'K.$!5.($,-!MGC! H#*%.*%!W.%$'./()!(*+!k')%.$'*0!N!%4'K.$!MGC! •!#T)$46(#1D!# •!#T&4)$,#1D!# •!'C-)9*!D#1--)92'?)2<"*'' •!'G$#/'+.7!*.($!$.()Q=8.!-'0-!/#)&8.!(,,.77!%#!%4..%7!'*1!!%(+&)!(*+! •!!$.%$'./.7!,&$$.*%!%#<!VU!8#7%!<#<&)($!%$.*+7!#*!%4'K.$! E&2)-!"#$8! http://search.twitter.com/trends/current.json? •!!5(8<).!"..+!Q!7.%!#"!7%(%&7.7!7(8<).+!"$#8!%-.!7%$.(8!#"!<&:)',! exclude=hashtags 7%(%&7.7! •!!k')%.$.+!"..+!Q!7(8<).!B)%.$.+!:;!,.$%('*!<($(8.%.$7!7&,-!(71! •!!$(%.Q)'8'%.+!<($(8.%.$!I6.;4#$+7J!! •!!)#,(=#*!<($(8.%.$!I0.#J!! •!!&*)'8'%.+!<($(8.%.$7!7&,-!(7!"#))#4!I&7.$'+J!<($(8.%.$!! k#$!8#$.!+.%(')9!7..! http://apiwiki.twitter.com 24'K.$QMGCQp#,&8.*%(=#*! EKAW 2010 • Tutorial T3 Friday • 15th october 2010 H#*%.*%!W.%$'./()!(*+!k')%.$'*0!N!%4'K.$!5%$.(8!MGC! H#*%.*%!W.%$'./()!(*+!k')%.$'*0!N!24'K.$]c! Knowledge Acquisition from Social^93_)4Xm#?#m$/$#*324$4@#=-4#&()#^93_)4#1D!# •!#T&4)$,#1D!# •!'!2%21!)!DE&2)-'?)2<"*'! •!# Networking Sites •!!•.$#!+.<.*+.*,;1!E#!8#$.!f($7!$.?&'$.+Y! •!!,#*7&8.7!(!7%$.(8!#"!7%(%&7.7!$.)(%.+!%#!7<#$%7! •!!d&')%Q'*!(&%-.*=,(=#*!7&<<#$%! Z. Zhang, A.E. Cano, K. Elbedweihy, A.-S. Dadzie VY! H-##7.!%-.!6.;4#$+7!%#!B)%.$!9!.Y0Y9! •!!#:%('*!&7'*0!0'%-&:1! http://github.com/yusuke/twitter4j !:(76.%:())9"##%:())9:(7.:())9"##%;97#,,.$! TY! H$.(%.!(!B).!,()).+!l%$(,6'*0l!%-(%!,#*%('*7!6.;4#$+7!'*!"#$8(%1!! ! !%$(,6•:(76.%:())9"##%:())9:(7.:())9"##%;97#,,.$! Y! D@.,&%.1! curl -d @tracking http://stream.twitter.com/1/statuses/ filter.json -uAnyTwitterUser:Password http:// p.%(')7!%#!"#))#4!'*! dev.twitter.com/pages! -(*+7Q#*!.@.$,'7.7! •!!W.7&)%1!! 7%$.(8'*0€(<'€8.%-#+7! •!!7%$.(8!#"!c53E!&<+(%.7!(:#&%!%-.!7<#$%7!'*,)&+.+!'*!%-.!B).Y!!
- 32. C*%.$)&+.! •!!4.!*#4!-(/.!7#8.!:(,60$#&*+!#*!,#*%.*%!$.%$'./()!(*+! B)%.$'*0! >#$*'*0!5.77'#*!N!2-.#$;# •!!&7'*0!%-.!=$6)2--:!(*+!&93_)4!MGC7! •!#B)G&QQQ# !"#$%&'(&)*+,-./.0#") •!!4.!$.%&$*!%#!%-.!%-.#$;!:.-'*+!! J-"&)")&43)/$*#$"0#S*&)43";# :"-9*)0;)#$6>%3'3.-"#"$#8!%.@%!! !"=-4,$.-"#AG&4$6.-"# B$&%4$*#C$";%$;)#D4-6)''3";# EKAW 2010 • Tutorial T3 Friday • 15th october 2010 H#*%.*%!W.%$'./()!(*+!k')%.$'*0! C*"#$8(=#*!D@%$(,=#*!Q!3/.$/'.4! Knowledge Acquisition from Social •!Networking Sites •!##(-9#&-#30)".=@#4)*)/$"-"&)"&e# •!!4.!,())!%-'7!<$#,.77!P,#*%.*%!$.%$'./()!(*+!B)%.$'*0R! !"=-4,$.-"#AG&4$6.-"#a!Ab#! •!# !(*!(&%#8(=,!8.%-#+!"#$!'+.*=";'*0!'8<#$%(*%!"(,%7!"$#8! •!!%4'K.$!(*+!"(,.:##6!%#!#:%('*!7#&$,.!+(%(! &*7%$&,%&$.+!*(%&$()!)(*0&(0.!%.@%7! Z. Zhang, A.E. Cano, K. Elbedweihy, A.-S. Dadzie •!!&7.!%-.!<&:)',!MGC7!! •!!.@(8'*.!%-.'$!)'8'%(=#*7! •!#!A## •!!'7!(!8.(*7!#"!7&<<#$=*0!:"-9*)0;)#30)".S6$.-"#$"0# •!!(-9#&-#%"0)4'&$"0#&()#6-"&)"&e# )G&4$6.-"# •!#"#$#%-'7!4.!$.);!#*1! •!#'7!#x.*!,#*7'+.$.+!(!%(76!#"!EFG! •!!C*"#$8(=#*!D@%$(,=#*!ICDJ!(*+!! •!#'7!#x.*!&7.+!%#!7&<<#$%!!"=-4,$.-"#l)&43)/$*#a!lb# •!!E(%&$()!F(*0&(0.!G$#,.77'*0!IEFGJ!%.,-*'?&.7! •!#'7!()7#!(!%(76!#"!&)G&#,3"3";!N!(!8#$.!0.*.$()!%.$8! •!4.!'*%$#+&,.! •!!%;<',()!<$#,.+&$.7!#"!CD!(*+!EFG! ,#/.$'*0!%-.!<$#,.77.7!#"!CW!(*+!CD# •!!%;<',()!%(767!'*!CD!(*+!EFG! •!!&7."&)!%##)7!"#$!CD!(*+!EFG!
- 33. C*"#$8(=#*!D@%$(,=#*!N!3$'0'*! C*"#$8(=#*!D@%$(,=#*!Q!M$,-'%.,%&$.! •!#!"=-4,$.-"#AG&4$6.-"#a!Ab## •!#!A#'@'&),'#%;<',());!<$#,.77!%.@%7!'*!7.?&.*=()!7%.<79! •!#4(7!B$7%!+.B*.+!:;!%-.!>.77(0.!h*+.$7%(*+'*0!H#*".$.*,.!I>hHJ! ,#*7'7=*0!#"!%-.!"#))#4'*0!<-(7.7# •!!0#()!4(7!%#!(&%#8(=,());!'+.*=";!7%$&,%&$.+!"(,%7!"$#8! &*7%$&,%&$.+!*(%&$()!)(*0&(0.!%.@%7! 5.08.*%(=#*!(*+! 2#6.*'7(=#*! •!#D@(8<).7!#"!<$./'#&7!./.*%7! •!!>hHV9!T9!9!]!IVba`!N!bTJ!N!8.77(0.7!(:#&%!%.$$#$'7%!(,=/'%;! >#$<-#)#0',()! G$#,.77'*0! •!!>hH^9!_!I‚b9!‚b^J!N!f#'*%!/.*%&$.9!,#8<(*;!(,?&'7'=#*9! 8(*(0.8.*%!,-(*0.7! •!!>hH`!I‚b`J!N!7<(,.!/.-',).7!(*+!8'77').!)(&*,-! 5;*%(@!(*+! •!#2#+(;Y#CD!$.8('*7!(!,-()).*0'*0!%(76!(*+!(!8(f#$!7,'.*=B,! 5;*%(,=,!M*();7'7! $.7.($,-!%#<',! p#8('*!M*();7'7! EKAW 2010 • Tutorial T3 Friday • 15th october 2010 CD!N!5.08.*%(=#*!(*+!2#6.*'7(=#*! CD!N!5.08.*%(=#*!(*+!2#6.*'7(=#*! Knowledge Acquisition from Social Networking Sites !A#'@'&),'#%;<',());!<$#,.77!%.@%7!'*!7.?&.*=()!7%.<79! •!# ,#*7'7=*0!#"!%-.!"#))#4'*0!<-(7.7# T)"&)"6)#'F*3o";Y#)Q;QU# •!# Marcel Desailly, born Odenke Abbey 07/09/1968 in Accra, Ghana, is a retired French footballer and star of the Z. Zhang, A.E. Cano, K. Elbedweihy, A.-S. Dadzie p.)'8'%!7.*%.*,.79! 5.08.*%(=#*!(*+! 5.*%.*,.!7<)'s*0! France national football team squad, with whom he won the 4#$+79!<&*,%&(=#*!! 2#6.*'7(=#*! 2#6.*'7(=#*! 1998 World Cup and Euro 2000. He was a commentator for the U.K. TV station ITV for the 2010 World Cup. >#$<-#)#0',()! G$#,.77'*0! W.?&'$.+!"#$!-(*+7Q #*!.@.$,'7.7! Marcel Desailly, born Odenke Abbey 07/09/1968 in Accra, Ghana, is a retired French footballer and star of the 5;*%(@!(*+! 5;*%(,=,!M*();7'7! France national football team squad, with whom he won the 5V! 1998 World Cup and Euro 2000. He was a commentator for the U.K. TV station ITV for the 2010 World Cup. 5T! p#8('*!M*();7'7!
- 34. CD!N!5.08.*%(=#*!(*+!2#6.*'7(=#*! CD!N!5.08.*%(=#*!(*+!2#6.*'7(=#*! •!#T)"&)"6)#'F*3o";#?#$#&43/3$*#&$':e# •!#^-:)"3'$.-"Y#)Q;QU# •!#,-##7'*0!<$#<.$!+.)'8'%.$7! Marcel Desailly, born Odenke Abbey 07/09/1968 in Accra, Marcel Desailly, born Odenke Abbey 07/09/1968 in Accra, Ghana, is a retired French footballer and star of the Ghana, is a retired French footballer and star of the France national football team squad, with whom he won the France national football team squad, with whom he won the 1998 World Cup and Euro 2000. He was a commentator for the 1998 World Cup and Euro 2000. He was a commentator for the U.K. TV station ITV for the 2010 World Cup. U.K. TV station ITV for the 2010 World Cup. •!!,#<'*0!4'%-!'*"#$8()!7.*%.*,.7! Marcel Desailly, born Odenke Abbey 07/09/1968 in Accra, Ghana, is a retired French footballer and star of the To book FIFA 2010 World Cup tickets, do the following France national football team squad, with whom he won the 1.! Select Match Schedule | Residence | Ticket Type 1998 World Cup and Euro 2000. He was a commentator for the 2.! Select number to proceed to Payment Options U.K. TV station ITV for the 2010 World Cup. EKAW 2010 • Tutorial T3 Friday • 15th october 2010 CD!N!5.08.*%(=#*!(*+!2#6.*'7(=#*! CD!N!>#$<-#)#0',()!G$#,.77'*0! Knowledge Acquisition from Social Networking Sites ^-:)"3'$.-"#($'#'3,3*$4#03p6%*.)'# •!# •!!PfQKQR!#$!PhYR!(*+!PAYRe! !A#'@'&),'#%;<',());!<$#,.77!%.@%7!'*!7.?&.*=()!7%.<79! •!# ,#*7'7=*0!#"!%-.!"#))#4'*0!<-(7.7# Z. Zhang, A.E. Cano, K. Elbedweihy, A.-S. Dadzie •!!PRnhRVhWVq]R!•y!7'*0).!%#6.*e! 5.08.*%(=#*!(*+! 2#6.*'7(=#*! M*();7.!4#$+! •!!Po!8(*;!:.)'./.!%-(%!7#,,.$!(,%&());!#$'0'*(%.+!'*! '*g.,=#*()!/($'(*%7! >#$<-#)#0',()! F.88(=7(=#*! k$(*,.!'*!,)03)/$*#.,)'h0$4:#$;)'!(*+!0#%!.@<#$%.+!%#! I.Y0Y9!<)&$()'%;9!%.*7.9! G$#,.77'*0! 5%.88'*0! D*0)(*+!oR!•y!e!! 4#$+!$##%7J! 5;*%(@!(*+! 5;*%(,=,!M*();7'7! W.?&'$.+!"#$!-(*+7Q #*!.@.$,'7.7! p#8('*!M*();7'7!