# scientific_ranking_over_heterogeneous_academic_hypernetwork__877dbc8b.pdf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roceedings of the Thirtieth AAAI Conference on Artificial Intelligence (AAAI-16) / 1 - * $ 0 ## H . - 1 / - 5 81@ + 5 8 @ / - = 81@ I J = * ; = * = *'6 &= * G G= * GK + 8 @ I J = * = * = *& &= * G= * K* C # 1 + 1 0 # / -* 1 1 1 # - * C H . - 0 # / - 1 - # / -* $ , + # 1 / + # + * 5 / 0 + 1 # # * ! + # 0 + 1 # 1 0 / + + # - * 1 + # # # # # / - + + + + 0 + / - + # # 1 -0 1 # 0 # 1 / + + # / -* : # 01 + 1 , ## + - * ! * 8 '@ / ## : L H . - / - + # # # * 2 2 * 8 6@ # # + H . -0 # + - # 1 1 + # - / 0 + * $ C -0 * 8 '@ # # + ! . - / / + + + / / - # # + + + + / + / 0 / - 4* 8 @ / / + / / + / - # + 1 #* $ 0 # # ! . - # / + # # 1 + # 1 4* 8 @ / + # + # 1 0 # # + + 1 + * 8 @ 8 @ ! # # 8 @ 2 * 8 6@ + + # ! . - * 2 B * 8 ;@ # # + / + H . - # / - + + + + + # * . + * 8 ;@ # # + $.$ / - / / - 4 / ! . - # # / -* 0 ! . - + $.$ 1 / 0 , / 4 H 0 . -* $ 1 + 1 + + / - 0 / - # + * + + # + # / # # # # # 1 + / + * 1 / + 1 0 # 1 + - 0 # 0 + * / - ! . - # # - 0 / - 1 + 1 0 / - 8 0 @ + / - + # / - / 0 / - 8 @ + / - 1 / # # + # / - 8 * '@* $ # / - / + , + + + ! . - 8" * ; + + : ;9 B * 9 3 * 9 ? * 9 C * @ / + + ! . - # + 0 # + / - 1 + 0 / - * " * 8 ;@ # # + ! 0 1 # # / 1 + + / - / - / 0 / - 0 + / - ! . -* 5 . - 8 + + : ;@ / + ! . - + + # 0 / -* # # + 1 B * 8 @ + C * 8 @ + 1 / # # + / + 0 # 1 / / / + " * 8 @* N # + + # 1 / 8 # @ + + 8 0 @ # / -* + 0 8 @ + 81@ / - 8 @ # + + / - # # # + 1 % + $ 0" 8 G@ + " + % 8 &@ , + # / - + 0 + + / * $ + + 0 # / - + + 8 @ / 8 @ + / + + + + # 9 8 @ O 8 @ 8 @ + + + # + / 8 @ + 8 @ 1 + + + * 3 / / 8 @ 8 @ * 8 @ ! + / # + + 8 8 @@ ! # + 0 , # + / * $ % + $ 0 " 8 G@ / / # + 0 1 / +* + + # / - 1 # + 1 / / + + " # / 8 @ " ! " + 8 @ " ! " @ + / + + , # + # * ! # + / % + * # # PJHKQ + PJ.KQ + + 0 1 / # # # / - J.K J. K JHK 8 @ * # # + # 0 # 1 / # # + 1 - # * C JH.K JH.K JH.K 8 @ + # / - / 8 @ # # PJH.KQ + JH.K # / - # # 1 / H # + . 9 8 @ JH.K JHK J.K , + JH.K JH.K JH.K JHK JH.K J.K JH.K O 8 @ 8 @ + + * 5 + + # + JHK JH.K 8 @ + J.K JH.K 8 @ + 1 # # + + # + JHK O O 01 0 JH.K O O / + + 0 , J.K O O 01 0 " # / + / # # + # + JH.K # + / 0 # + 1 + JH.K JH.K 8 @ ! + + + / , JH.K JH.K JH.K 8 8 @@ ! # * % + 1 + 0 + # / - - 0 + 1 + # / * # # + / 0 # 8 @ + 8 @ + # + + 8 @* # # + / - + * # # 1 # # L P + Q / # # + / -* + 1 -/ + / 8? * @ + # # / + # # + # # 8/ + 1 + @ / 1 1 - * + - ,# + # # / * % & ' # + * 0 8 @8 @ # # 8 R @ /0 # / R R I * 8 @ # + + 8 @8 @ 8 @ 8 @ * 8 @ # + 1 0 8 @8 @ 8 @ 8 @ # # / # # # # # # * 8 @ # + 1 L # 8 @8 @ 8 @ 8 @ 8 @ # / 8 @ # # + 8 @8 @ 0 L # * 5 # 8 @ # # 8 @8 @ * % 0 # # # 1 + + 0 # + 1 # JHK / + + + # + JHK 0 # + / # 1 1 / + / # + JHK JHK JH K JHK JHK JHK JH K JHK 8 @ 8 @ 8 @ 8 @ $ # 1 8 # + 4* 8 @@ # # + # # # + + JHK * $ + + 1 4* 8&@ / + / + , JH K JHK 8 @ 8 @ ! 1 / # 1 1 / 0 # 1 1 # # # + # # # # JHK JHK JH RK JHK JH K JHK JHK JH RK JH 0K JHK 8 @ 8 @ 8 @ H 8 @ 8 @ 8 @ JHK JHK JHRK JHK JHK JHRK JHK 8 @ 8 @ 8 @ # ! # 87@ JHK JH0K JHK JH K JHK 8 @ 8 @ " ! * 8'@ JHRK8 @ # + JH K JHK 8 @ + 0+ # 0 # # + 0+ # + JHK JHK # * % + 4 * 8G0'@ # 8 @ # # 0 + 4* 86@* 8 @ JHK 8 @ JHK JHK JH RK JHK JH K JHK JH K JH K JHK 8 @ H 8 @ 8 @ 8 @ 8 @ 8 @ 8 @ 8 @ $ ,0 4* 86@ / 8 @ JH K 8 @ 8;@ / JH K + , # 0 # # / - / JH K JH K JH RK JHK JH K JH K " " ( # ) # 8 @ / JH K JH RK 8 8 @@ # ( + JH K JH K JHK 8 8 @@ ) + 0+ # # + 0+ # # # + # * H 8 @ # # # # + # 0 # # # * + 1 / 0 # # * 5 # 8 @ # # 0 + JH.K + + # + JH.K + 1 + + / JH.K * # 0 + # # 1 + + / JH.K * # 1 1 # # JH.K JH.K J.MHK JH.K JHM.K JH.K J.MHK JHM.K JH.K 8 @ 8 @ 8 @ 8 @ 8 @ JH.K JH.K J.MHK JH.K JH.K J.MHK JH.K 8 @ 8 @ 8 @ ! 8 @ JHK JHM.K JH.K JHM.K JH.K 8 @ 8 @ " ! * 8 @ J.MHK8 @ + % JHM.K JH.K 8 @ + $ # + JH.K * % + 4* 8 @ # 8 @ # # 0 + 1 J.K 8 @ J. HK 8 @ 8 @ H 8 @ 8 @ # + ,0 / 8 @ J. HK 8 @ 8 &@ / J. HK + , 0 # # # # 0 # / J. HK J.MHK J.MHK JH.K JHM.K JHM.K " " ( # ) # 8 G@ / J.MHK J.MHK 8 8 @@ ( + , 0+ + J.MHK J.MHK JH.K 8 8 @@ ) + , 0+ # # JH.K * H 1 / JHK 8 @ JH K 8 @ J. HK 8 @ / JHK * H0+ + ,* & + , H # 1 + 4* 8 '@* JH K 8 @ JHK 8 @ J. HK 8 @ JH K JH K JH K JHK JH K JH K " ( # ) # 8 6@ + , # # # / -* # # + 1 JH .K 8 @ JH .K 8 @ J.K 8 @ JH .K JHM.K JHM.K JH.K J.MHK J.MHK " " ( # ) # 8 @ J.K J. K J.RK J.K J. K J. K " " ( # ) # * 8 @ # 1 / / 0 + - 4 8 @ 8 @ JHK JH K JH .K JHRK JHK JH .K J. HK J. HK J.K / + # + - # 1 - 1 - + + +0 + + + * 1 # # # 1 - + + 0 - * $ 1 #=MM * * M M, M * ( ( H + + + + , # > #0 + 8! * '9 C - * '9 . + * ; 0 + 2 1 # 1 8" * ;9 B * @ + + + 0 # # 1 8 * '9 2 * 69 + D : ;9 " * @* # # $!2 $ 3 / - 8$$3@ 1 - + 8. + * @* $$3 # # 0 # 1 + 1 $!2 8$ ! # 2 @* $$3 + + 0 / 1 * $ + + $$3 1 + 0 0 + + + + 0 1 +* 3 # # # / - JHK + 1 ++ # + # # / # # , + + # # + , * 5 0 # / - J.K / ++ + + # + # + + # # * 0 + + # # + + , # + # * # 0 / - JH.K + 1 ++ # + + # # 1 * 5 # # + # / 1 # + + / + + / / -* - " $ + + + : +H ; # # + + / 1 / / 0- / , 1 - +M + G / +0 0 / + + 1 * 0 + 1 1 $$3 + 0 + + + + # # + 5 * $ + + +0 + # # / + # / / + + # + + + - * 3 + " + ! : 83"!:9 ?S + ( -S S @* + : + + $ H 8:$H9 . 1 * @ # 0 + + * C 3"!: # 0 + :$H + 1 + 0 # + + + # 0 * 5 + + + 0 - & I J T K 1 + #0' + % I E O ' / + + &F / + + + + + % I E J KF* 3"!: + + " + ! : 8"!:@ + + + 1 + 8 "!:@ ()& ' ()& ' *()& ' / U + / * :$H 1 + # + # 1 1 # + + # + T # * :$H + 1 + # 1 + ' # 0 + + + 1 , + # 0 1 + 1 #0' + 4* 8 &@ # # ! * 8 G@ # - + 1 - + H . - 8% + H ;;6@ + + 83 @ ! . - 8 * '@ 5 . - V# # V V V+ V 8/M + @ 6 & & 67 ' & 6' 8 * W@ &*G;'MG*;6' 1 * % - " V * & G 7 ' 6 ; V: +H 7 ; ' ; : + & & G G G 1 * : + + + + + ( , - . ( & / $ 8 + + : ;@ H0. - 8B * @* 5 ! . - 0 + 1 8 0@ # - 0 + 0 / - # * 5 . - ++ 2 # 0 # # # - 0 1 2 * X H0. - + # # + H . - # # - / 2 # 0 8 * * # +@ 0 # / 0 + 1 8 0@ # # 0 + 8 +M *@ - # * # 0 # + # # + + :% . -* / + + # # 0 + 1 + + :. - / ## H . -0 - # # # / -* 3 + + 5 . - # # # / / / :% . - # - # 1 + * C # + # 1 # + 0 # + # 1 +* / I I I I I I * + I I I *& :% . -9 I I I 8 # # @ + 0 I * 5 ! . -9 0 I * + 1 I *&G 5 5 . - + H0. - 0 I *G9 + # 2 I * G* 5 + 5 & 3"!: + :$H #0 # # + 1 + 0 # * 3 1 H0. - + #0G- + # # * * #0G #0 T #0G + # # * 5 & / # 1 1 # + + # 4 * * :$H 1 + / + + # 1 1 + + + # * ! # +0 5 . - + ! . - # 1 + H . - / # 0 + / - * :. - # -0 1 W GW 3"!: + 1 W :$H* + 0 # + # / - + + * C :0 3 ()& ) " - + 44 $ 5 & $ ) " - + 44 $ 3 ()& ) " - + 6 7 / ( " - + 44 $ 8 7 / ( " - + 644 $ % . - 1 # W + GW 1 :. - 3"!: + :H # / # 1 + 1 / + 1* $ + 1 + + + # # 0 1 + 1 #0 - + # # + + + / ? 0 + 8? @ # * 5 G / ? #0 # # + 1 + 0 * $ ? + ? 1 * H . - ! . - + 5 . - / * # # 1 / 3"!: :$H + ? + * :. - 1 1 + # / + # 1 + # 0 / - + :% . - # 1 :. - + + 1 / + 1* $ / ? :. - 8 7 @ + :% . - 8 & @ + 1 + / - 1 + * $ / / ,# + - + #0G 5 7 :. - 1 # + :% . - # 1 * # # + / - 1 + + # 1 / + # + * 0 + # / - + + 1 / + * # # + 1 , + + + + / + 0 + # + . 1 -0 / $!2 $ 3 / - + 0 + 1 + + + # # * # # # ## + 1 3 5 + ! 87 & & @ + H 82B &5 7@* % $* + $ 0" N* G* , - # , / # # * $ - * 8 @= ' Y6'* % $* * # # = $ + * # + 1 * % * + H 2* ;;6* 0 # 0 , C 1 * ) */( / = 'Y '* ! H* > * N * + . + * '* 5 + 0 Z / : L H . - * 7 - * - = 6Y G* " * N H* + 2 : !* * . - $ " 2 1 * $ 7)(9 4 * " * 2 N* .* + ( * ;* $ + ! 0 + ## 1 # # * $ '(( 44:* " B* B * 5 .* + ! ?* ;* H . - . - $ ! 0 3 / - * 7 - / - * - / + 7 8 @= ;Y & * " $* + % $* &* . + / - + + # # + ## 0 # + 0 * ) * ; = ; Y * ?S (* + ( -S S ?* * ! + 01 + . 4 * )< + * - / 8&@= & Y&&7* ? >* >* + * * / + + 1 + - 0 * $ )*'< 4 * ? >* >* + * * : # 01 + - = / / [ / ;78 @= '& Y'G;* ( %* ? .* + . + "* .* &* 3 / - + $## = 3 " 1 + # N + * + - - ) 9 = Y &* 2 >* 2 %* + B H* 6* - / ## # 1 * $ *)(< 44=* 3 $* B* $* >* + ? + N* * * 1 0 - * $ /*&*% 44 * . + "* .* N - H* \ ]* + $1 0?1 $* * $!2 / - # * 9 % " &'8&@= ; ;Y;&&* . + 5* 5 * N - %* + ] # $* ;* " + + - * $ % " 6 8G@= G7 YG7 * . 1 * * ( * + B * * , + # + + + * $ /*&*% 4 4 + * + : 2* ;* 5 . -= . - $ 1 H + 5 H . -* $ /(< 44:* C - "* > * B (*0(* + N * '* . - Z # 1 + / - * 7 - / < > + '* C B* B* + N* * . - 0 1 ,# + 0 * $ * 4 3* B * " B* + !* .* * H0. -= $ + # / - * 7 - / - * - / + 7 8 @= &7'Y&''* "* X - * $* * + 2 : !* '* ! 0 . - $ + " 3 / -* $ *)(< 44?*