World Academy of Science, Engineering and Technology International Journal of Educational and Pedagogical Sciences  Vol:11, No:10, 2017

&RPSDULVRQRIWKH+,QGH[RI5HVHDUFKHUVRI*RRJOH 6FKRODUDQG6FRSXV $GLDQ)DWFKXU5RFKLP$EGXO0XLV5LUL)LWUL6DUL

 WR HYDOXDWH WKH SHUIRUPDQFH RI OHFWXUHUV UHVHDUFKHUV Abstract²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¶VGDWDLQ E\WKHZHERPHWULFVVLWHDUHFRQVLGHUHG>@7RREWDLQWKRVHGDWD WKLVSDSHU&XUUHQWO\ :HERPHWULFVRQO\XVHV +LQGH[ IURP*RRJOH DQ DSSOLFDWLRQ WR FROOHFW GDWD DXWRPDWLFDOO\ IURP 6FRSXV 6FKRODU 7KLV SDSHU REVHUYHG DQG FRPSDUHG FRUUHVSRQGLQJ GDWDEDVHKDVEHHQGHYHORSHG'DWDIURP6FRSXVZHUHREWDLQHG UHVHDUFKHUV¶ GDWD IURP 6FRSXV WR JHW WKHLU +LQGH[ VFRUH WKURXJKDSSOLFDWLRQSURJUDPPLQJLQWHUIDFH $3,  6XEVHTXHQWO\ VRPH UHVHDUFKHUV ZLWK KXJH GLIIHUHQFHV LQ VFRUH DUH 7KLV SDSHU LV GLYLGHG LQWR VL[ FKDSWHUV 7KH QH[W FKDSWHU REVHUYHGLQPRUHGHWDLORQWKHLUSDSHU¶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eywords²*RRJOH6FKRODU+LQGH[6FRSXV FRQFOXVLRQLVSUHVHQWHG

, ,1752'8&7,21 ,,5(/$7(':25.6 +( JURZWK RI VFLHQWLILF SDSHUV SHU \HDU LV DQ LPSDFW RI +DU]LQJ FRPSDUHG VRPH LQGLFDWRUV RI LQGH[HG MRXUQDOV RQ 7LQIRUPDWLRQWHFKQRORJ\ ,7 DGYDQFHPHQW7KLVWHFKQRORJ\ *RRJOH6FKRODUDQG,6,7KRPVRQ &$ 7KHUHVXOWVVKRZHGWKDW DOORZVLQVWLWXWLRQVWRVWRUHDQGSXEOLVKWKHLUVFLHQWLILFSDSHUV *RRJOH V+LQGH[LVPRUHDFFXUDWHDQGFRPSUHKHQVLYHWKDQ,6, PXFK HDVLHU $OVR LW PDNHV UHVHDUFKHUV DEOH WR DFFHVV RWKHU 7KRPVRQ¶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¶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

International Science Index, Educational and Pedagogical Sciences Vol:11, No:10, 2017 waset.org/Publication/10008453 :HERPHWULFVVLWHE\7KH6SDQLVK1DWLRQDO5HVHDUFK&RXQFLO  *HWWLQJGDWDRIDXWKRUQDPHOLVWRIWRSKLJKO\FLWHG &6,& UDQNVUHVHDUFKHUVLQVRPHFRXQWULHVXVLQJ+LQGH[>@ UHVHDUFKHUVIURPWKH:HERPHWULFVVLWH 7KH UHVHDUFK SURGXFWLYLW\ LQGLFDWRUV DOVR XVH WKH +LQGH[ WR  2EVHUYLQJ YDOLG UHVHDUFKHUV ZLWK FRUUHVSRQGLQJ HYDOXDWHSHUIRUPDQFHLQFHUWDLQ>@ UHVHDUFKHUVRQ6FRSXVEDVHGRQQDPHDQGLQVWLWXWLRQ ,QGRQHVLDQJRYHUQPHQWKDVVWDUWHGWRXVH+LQGH[DQGRWKHU  2EWDLQLQJSXEOLFDWLRQGDWDIURP6FRSXVWKURXJK$3, ELEOLRPHWULFVIURPVRXUFHVRIWKH*RRJOH6FKRODUDQG6FRSXV  2EVHUYLQJWKHGLIIHUHQW  $GLDQ)5RFKLP$EGXO0XLVDQG5LUL)LWUL6DULDUHZLWK'HSDUWPHQWRI  (OHFWULFDO(QJLQHHULQJ)DFXOW\RI(QJLQHHULQJ8QLYHUVLWDV,QGRQHVLD'HSRN   ,QGRQHVLD HPDLO DGLDQIDWFKXU#XLDFLG PXLV#XLDFLG ULUL#XLDFLG 



International Scholarly and Scientific & Innovation 11(10) 2017 2535 scholar.waset.org/1307-6892/10008453 World Academy of Science, Engineering and Technology International Journal of Educational and Pedagogical Sciences  Vol:11, No:10, 2017

 (YDOXDWLQJWKHUHVXOW

,9 '$7$&2//(&7,21 7KH:HERPHWULFV5DQNLQJRI6FLHQWLVWV:RUOGLVSDUWRI WKH ZHERPHWULFV UDQNLQJV VLWHV DQ LQLWLDWLYH RI WKH &\EHUPHWULFV/DEDUHVHDUFKJURXSEHORQJLQJWRWKH&RQVHMR 6XSHULRU GH ,QYHVWLJDFLRQHV &LHQWtILFDV &6,&  WKH ODUJHVW SXEOLFUHVHDUFKERG\LQ6SDLQ>@ 7KHZHERPHWULFVVLWHSURYLGHGWKHUDQNLQJRIKLJKO\FLWHG UHVHDUFKHUV¶GDWD7KHGDWDRIWKHUHVHDUFKHUVDUHEDVHGRQ+ LQGH[JHQHUDWHGE\*RRJOH6FKRODU*RRJOH6FKRODUKDVEHHQ LQGH[LQJ MRXUQDOV ERRNV FRQIHUHQFH SURFHHGLQJV DQG XQLYHUVLWLHV¶RUUHVHDUFK¶VLQVWLWXWLRQVUHSRVLWRULHVVLQFH >@>@ 6FRSXVKDVEHHQLQGH[LQJMRXUQDOVERRNVELEOLRJUDSKLFGDWD  RIDXWKRUVDQGSXEOLVKHUV6FRSXVKDVLQGH[HGPRUHWKDQ )LJ7KHIORZFKDUWRIGDWDUHWULHYDOE\6FRSXV$3, SHHUUHYLHZHGMRXUQDOVDQGRYHUMRXUQDOVZLWKIXOORSHQ  DFFHVV W\SHV >@ 6FRSXV KDV LQGH[HG D WRWDO RI  PLOOLRQ GRFXPHQWBFRXQWQDPH FRQIHUHQFH SDSHUV IURP  FRQIHUHQFHV ,Q DGGLWLRQ 5RQDOG&.HVVOHU 5RQDOG&.HVVOHU SDWHQWVKDYHEHHQLQFRUSRUDWHGLQWKH6FRSXVGDWDEDVH7KHUH 5RQDOG&.HVVOHU DUHPLOOLRQSDWHQWVIURPSDWHQWRIILFHVKDVEHHQLQGH[LQJ >^ DIILOLDWLRQ X +DUYDUG0HGLFDO6FKRRO  DXWKRUBLG X   QDPH  X 5RQDOG&.HVVOHU  GRFXPHQWBFRXQW `^ DIILOLDWLRQ X +DUYDUG0HGLFDO LH 86 3DWHQW  7UDGHPDUN 2IILFH (XURSHDQ 3DWHQW 2IILFH 6FKRRO  DXWKRUBLG X   QDPH X 5RQDOG&.HVVOHU  GRFXPHQWBFRXQW  -DSDQ3DWHQW2IILFH:RUOG,QWHOOHFWXDO3URSHUW\2UJDQL]DWLRQ `^ DIILOLDWLRQ X 8QLIRUPHG6HUYLFHV8QLYHUVLW\RIWKH+HDOWK6FLHQFHV  DXWKRUBLG  X   QDPH X 5RQDOG&.HVVOHU  GRFXPHQWBFRXQW `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qJHGH3 LHUUH%RXUGLHX 7KLV ZRUN XVHG WKH $3, DFFHVV VLQFH WKH ZHEVLWH DFFHVV >^ DIILOLDWLRQ X &ROO?[HJHGH  DXWKRUBLG X   QDPH X 3LHUUH %RXUGLHX  GRFXPHQWBFRXQW `@ QHHGVDORQJWLPHWRUHWULHYHFLWDWLRQGDWDVHW7KHPHQXRIWKH $WRWDOQXPEHURIUHFRUGVIRUWKHTXHU\ ZHEFDQRQO\EHDFFHVVHGPDQXDOO\$GDWDVHWRIUHVHDUFKHU DIILOLDWLRQDXWKRUBLGGRFXPHQWBFRXQW? 7KH -RKQV +RSNLQV 6FKRRO RI 0HGLFLQH FDQWDNHPLQXWHVWREHUHWULHYHGZKHUHDVWKHGDWDWDNHQLQ  WKLVVWXG\ZHUHDERXWUHVHDUFKHUV¶GDWDVHW$FFHVVLQJGDWD )LJ5HVXOWVDPSOHREWDLQHGRIVHFRQGVWHS EHIRUHSDUVHG  E\ $3, VHUYLFH LV WKH EHVW DOWHUQDWLYH WR JHW GDWD VHW IURP  6FRSXV7KHUHDUHVRPHSURYLVLRQVRIWKH6FRSXV$3,VHUYLFH )LJVKRZVDQH[DPSOHRIGDWDREWDLQHGDVWKHTXHU\UHVXOW DVIROORZV WR WKH 6FRSXV GDWDEDVH XVLQJ LQSXW GDWD FRQWDLQLQJ WKH   (DFKXVHUFDQKDYH6FRSXV$3,VHUYLFHNH\V UHVHDUFKHU¶VQDPHDQGDIILOLDWLRQ7KLVUHVXOWHGLQRXWSXWGDWD   (DFKTXHU\LVOLPLWHGXSWRIRUVHYHQGD\V FRQWDLQLQJWKHUHVHDUFKHU¶VQDPHDIILOLDWLRQ6FRSXV,'QXPEHU   (DFKTXHU\LVOLPLWHGWRUHVXOWV DQGDPRXQWRIGDWDRZQHG7KHGDWDPXVWEHSDUVHGWRJHWWKH   (DFKFLWDWLRQGDWDWDNHVVHFRQGVSHUFLWDWLRQSHUSDSHU FOHDUGDWD7DEOH,,VKRZVWKHUHVXOWRIILUVWVWDJH6RPHRIWKH )RUWKHSXUSRVHRIWKHGDWDIRUWKLVUHVHDUFKDQGFRQVLGHULQJ RPLWWHGGDWDDUHDVIROORZV WKH UHTXLUHPHQWV DQG OLPLWDWLRQV JLYHQ E\ WKH 6FRSXV LW LV 9 +HDGHU QHFHVVDU\WRPDNHDPHWKRGWKDWVDWLVILHVVXFKSURYLVLRQV)LJ 9 1R,'6FRSXV'DWD International Science Index, Educational and Pedagogical Sciences Vol:11, No:10, 2017 waset.org/Publication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¶V0HWKRGWRHOLPLQDWHWKHRXWOLHUGDWDIURP  7KHQDPHVRIWKHUHVHDUFKHUKDYHQRILUVWDQGIDPLO\QDPH FRPSDULVRQUHVXOW  5HVHDUFKHUVKDYHQR6FRSXV,'EXWRQO\*RRJOH6FKRODU  $QDO\]LQJDQGUHSUHVHQWLQJWKHUHVXOWLQJUDSKDQGWDEOH ,'



International Scholarly and Scientific Research & Innovation 11(10) 2017 2536 scholar.waset.org/1307-6892/10008453 World Academy of Science, Engineering and Technology International Journal of Educational and Pedagogical Sciences  Vol:11, No:10, 2017

7$%/(, GDWDILUVWRIDOOZHILQGWKH+LQGH[PXOWLSOLHUIDFWRURI6FRSXV $6$03/(2)7+('$7$$)7(53$56(' DQG *RRJOH 6FKRODU 7DEOH ,,, VKRZV GLVWULEXWLRQ GDWD RI + 1R 1DPH 6FRSXV,' 'RF1XPEHU LQGH[ PXOWLSOLHU IDFWRU RI *RRJOH 6FKRODU DQG 6FRSXV 7KH  UHVHDUFKHU   HTXDWLRQWRILQGWKHPXOWLSOLHUIDFWRULV  UHVHDUFKHU     UHVHDUFKHU     ሻݏݔ݋݂ܵܿ݋݌ݑ݁݀݊݅ܪሻȀሺܵܩݔ݋݂݁݀݊݅ܪൌ ሺ ݂݉  UHVHDUFKHU     UHVHDUFKHU   )RUH[DPSOH$UHVHDUFKHUKDV+LQGH[LQ*RRJOH6FKRODU «    DQGLQWKH6FRSXV7KHPXOWLSOLHUIDFWRULV    UHVHDUFKHU     UHVHDUFKHU   7$%/(,,,  08/7,3/,(5)$&725',675,%87,21'$7$)520+,1'(;2)6&238672 *22*/(6&+2/$5%()25(287/,(56'$7$5(029(' ^ĐŽƉƵƐ 'ŽŽŐůĞ^ĐŚŽůĂƌ 0HDQ 0HGLDQ 0LQLPXP 0D[LPXP 5DQJH ϮϱϬ     

ϮϬϬ  7DEOH,,,VKRZVWKDWWKHGDWDDUHQRWLQQRUPDOGLVWULEXWLRQ ϭϱϬ 7R PDNH WKH QRUPDO GLVWULEXWLRQ RI WKH GDWD ZH FRQVLGHU IRU

,ͲŝŶĚĞdž ϭϬϬ HOLPLQDWLQJ WKH ³RXWOLHUV´ GDWD >@ >@ 8VLQJ WKH 3HLUFH¶V PHWKRG ZH QHHG  WLPHV ORRSV WR HOLPLQDWH WKH RXWOLHUV ϱϬ $OJRULWKPVKRZVWKHDOJRULWKPRIWKH3HLUFH¶V0HWKRG7DEOH

Ϭ ,9VKRZVWKHVWHSVRIWKHFDOFXODWLRQIRUUHPRYLQJRXWOLHUV Ϭ ϮϬϬ ϰϬϬ ϲϬϬ ϴϬϬ ϭϬϬϬ ϭϮϬϬ  ŶƵŵďĞƌŽĨƌĞƐĞĂƌĐŚĞƌƐ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¶VWDEOH 7DEOH,,VKRZVWKDWVHYHUDO+LQGH[EDVHGRQ6FRSXVKDYH  &DOFXODWHWKHPD[LPXPDOORZDEOHGHYLDWLRQ_[L±[P_PD[ ]HURYDOXH  )RUDQ\VXVSLFLRXVGDWDPHDVXUHPHQWVREWDLQ_[L±[P_  (OLPLQDWHWKHVXVSLFLRXVPHDVXUHPHQWVLI 95(68/7$1'',6&866,21    A. Preprocessing Data ȁݔ௜ െݔ௡ȁ൐ȁݔ௜ െݔ௠ȁ݉ܽݔ  7KH TXHU\ GDWD JHW  LQGLYLGXDO +LQGH[ VFRUHV RI  ,IWKLVUHVXOWLVZLWKLQWKHUHMHFWLRQRIRQHPHDVXUHPHQWJR 6FRSXV DQG *RRJOH 6FKRODU 7KH GDWD REWDLQHG IURP WKH WRVWHS UHWULHYDODUHFLWDWLRQGDWDVHWVRIZRUOGWRSVFLHQWLVWRI  ,IPRUHWKDQRQHPHDVXUHPHQWLVUHMHFWHGLQWKHDERYHWHVW ZHERPHWULFVYHUVLRQEDVHGRQ*RRJOH6FKRODU+LQGH[)LJ JRWRVWHS VKRZV+LQGH[FRPSDULVRQRI*RRJOH6FKRODUDQG6FRSXVE\  5HSHDWWKHDERYHFDOFXODWLRQV VWHSV±  VFDWWHUJUDSK7KHILJXUHVKRZVWKDW+LQGH[RI*RRJOH6FKRODU  1RZREWDLQWKHQHZYDOXHRIWKHPHDQDQGVDPSOH LVKLJKHUWKDQ WKH+LQGH[ RI6FRSXV6HYHUDO GDWDVKRZ WKH International Science Index, Educational and Pedagogical Sciences Vol:11, No:10, 2017 waset.org/Publication/10008453  6DYLQJWKHQHZ6' GLIIHUHQFHEHWZHHQERWK+LQGH[HV7RH[SODLQWKHGLIIHUHQFH RIWKH+LQGH[ZHDQDO\]HWKHGDWDXVLQJVWDWLVWLFDODQDO\VLV B. Comparing H-Index of and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¶V0HWKRG7RSUHSDUH WKHGDWD IRUFOHDULQJWKH RXWOLHU GDWDRI+LQGH[*RRJOH6FKRODUDQG6FRSXV$IWHUUHPRYLQJ



International Scholarly and Scientific Research & Innovation 11(10) 2017 2537 scholar.waset.org/1307-6892/10008453 World Academy of Science, Engineering and Technology International Journal of Educational and Pedagogical Sciences  Vol:11, No:10, 2017

WKH RXWOLHUV ZH DQDO\]H GDWD IRU FRPSDULQJ WKH +LQGH[ RI 0HWKRG7DEOH9,,,VKRZVWKHTXDUWLOHVRIWKHGDWD+LQGH[RI *RRJOH 6FKRODU YV 6FRSXV 7DEOH 9 VKRZV WKH UHVXOW RI *RRJOH6FKRODUDQG6FRSXV VWDWLVWLFDODQDO\VLV 7DEOH9,VKRZVWKHPXOWLSOLHUIDFWRUVWDWLVWLFDODQDO\VLVRIWKH  FRPSDULVRQ+LQGH[EHWZHHQ*RRJOH6FKRODUDQG6FRSXV ^ĐŽƉƵƐ 'ŽŽŐůĞ^ĐŚŽůĂƌ )LJVKRZVWKHTXDUWLOHVIURPGLVWULEXWLRQRI+LQGH[GDWD ϮϱϬ RI*RRJOH6FKRODUDQG6FRSXV7KHQH[WVWXG\ZLOOH[SORUHWKH RWKHU GLIIHUHQW GDWDEDVHV WR EH H[SORUHG VXFK DV 0LFURVRIW ϮϬϬ $FDGHPLF 6HDUFK 0$6  DQG &RQQHFWLQJ 5HSRVLWRULHV ϭϱϬ &25(  

,ͲŝŶĚĞdž ϭϬϬ 7$%/(9 +,1'(;2)*22*/(6&+2/$5$1'6&2386',675,%87,21'$7$$)7(5 ϱϬ 5(029,1*7+(287/,(56 'DWDEDVH 0HDQ 0HGLDQ 0LQLPXP 0D[LPXP +LQGH[UDQJH Ϭ *RRJOH6FKRODU      Ϭ ϮϬϬ ϰϬϬ ϲϬϬ ϴϬϬ ϭϬϬϬ ϭϮϬϬ 6FRSXV      ŶƵŵďĞƌŽĨƌĞƐĞĂƌĐŚĞƌƐ   )LJ+LQGH[GLVWULEXWLRQGDWDRI6FRSXVYV+LQGH[RI*RRJOH  6FKRODUDIWHURXWOLHU¶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¶V VWDQGDUG GHYLDWLRQ RI WKH PXOWLSOLHU IDFWRU LV  7KH PHWKRGJHWUHVXOWVLQGLFDWLQJWKDW+LQGH[6FRSXVKDVQR 6SHDUPDQFRUUHODWLRQFRHIILFLHQWYDOXHRIWKHUHDSSHDUVWR FRUUHODWLRQZLWK*RRJOH6FKRODU)LJVKRZVWHVWFRUUHODWLRQ EHZHDNFRUUHODWLRQEHWZHHQ+LQGH[RI*RRJOH6FKRODUDQG RI +LQGH[ RI WKH 6FRSXV DQG *RRJOH 6FKRODU E\ 3HDUVRQ¶V 6FRSXV  7$%/(9,, 6$03/(2)5(6($5&+(56+,1'(;2)*22*/(6&+2/$5$1'6&23867+$7+$66,*1,),&$17/<',))(5(1&( 6FRSXV *RRJOH6FKRODU 5HVHDUFKHU QXPEHURIFLWDWLRQ QXPEHURISDSHUV +LQGH[ QXPEHURIFLWDWLRQ +LQGH[                                                                    7$%/(9,,, International Science Index, Educational and Pedagogical Sciences Vol:11, No:10, 2017 waset.org/Publication/10008453 48$57,/(62)+,1'(;2)*22*/(6&+2/$5$1'6&2386 'DWDEDVHVHUYLFHV 4XDUWLOHV             +LQGH[UDQJH     6FRSXV 1XPEHURI+LQGH[RIUHVHDUFKHUV     +LQGH[UDQJH     *RRJOH6FKRODU 1XPEHURI+LQGH[RIUHVHDUFKHUV     



International Scholarly and Scientific Research & Innovation 11(10) 2017 2538 scholar.waset.org/1307-6892/10008453 World Academy of Science, Engineering and Technology International Journal of Educational and Pedagogical Sciences  Vol:11, No:10, 2017

>@ %0LQDVQ\$(+DUWHPLQN$0F%UDWQH\DQG+--DQJ³&LWDWLRQV ϯϰϬ ^ĐŽƉƵƐ '^ DQGWKHKLQGH[RIVRLOUHVHDUFKHUVDQGMRXUQDOVLQWKH:HERI6FLHQFH 6FRSXVDQG*RRJOH6FKRODU´3HHU-YROQRSH ϯϯϬ >@ - %DU,ODQ ³&LWDWLRQV WR WKH µ,QWURGXFWLRQ WR LQIRUPHWULFV¶ LQGH[HGE\ :266FRSXVDQG*RRJOH6FKRODU´6FLHQWRPHWULFVYROQRSS ϯϮϬ ± >@ ³:KDW LV ZHERPHWULFV" _ 5DGHN 0DOLQVNê´ >2QOLQH@ $YDLODEOH ϯϭϬ KWWSPDOLQVN\HXEORJZKDWLVZHERPHWULFV>$FFHVVHG6HS@ >@ 605RVV³3HLUFH¶VFULWHULRQIRUWKHHOLPLQDWLRQRIVXVSHFWH[SHULPHQWDO ϯϬϬ GDWD´-(QJ7HFKQROYROQRSS± >@ //LQDQG3'6KHUPDQ³&OHDQLQJ'DWDWKH&KDXYHQHW:D\´6(68* ϮϵϬ 3URF6RXWK(DVW6$68VHUV*UQRFSS±

EƵŵďĞƌŽĨ,ͲŝŶĚĞdžĚĂƚĂ  ϮϴϬ   ϮϳϬ   ϮϲϬ  Ϯϱй ϱϬй ϳϱй ϭϬϬй  YƵĂƌƚŝůĞƐĚĂƚĂŽĨ,ͲŝŶĚĞdžŽĨ'ŽŽŐůĞ^ĐŚŽůĂƌĂŶĚ^ĐŽƉƵƐ    )LJ'LVWULEXWLRQ+LQGH[GDWDE\TXDUWLOHVUHSUHVHQWDWLRQ          

 )LJ&RUUHODWLRQWHVWRIWKH*RRJOH6FKRODUDQG6FRSXVE\ 3HDUVRQ¶V0HWKRG

$&.12:/('*0(17 7KLV UHVHDUFK LV IXQGHG E\ WKH JUDQW IURP WKH 0LQLVWU\ RI 5HVHDUFKDQG+LJKHU(GXFDWLRQRIWKH5HSXEOLFRI,QGRQHVLD QXPEHU815330

5()(5(1&(6 >@ -5/DFDVVH'5+RGJHDQG.)%HDQ³(YDOXDWLQJWKH3URGXFWLYLW\ RI6RFLDO:RUN6FKRODUV8VLQJWKHK,QGH[´5HV6RF:RUN3UDFWYRO QRSS± >@ *0HVWHU³5DQNLQJV6FLHQWLVWV-RXUQDOVDQG&RXQWULHVXVLQJK,QGH[´ ,QWHUGLVFLS'HVFU&RPSOH[6\VWYROQRSS± >@ ,'tD]0&RUWH\¬2OYHUDDQG-6HJDOpV³8VHRI+,QGH[DQGRWKHU ELEOLRPHWULF LQGLFDWRUV WR HYDOXDWH UHVHDUFK SURGXFWLYLW\ RXWFRPH RQ VZLQHGLVHDVHV´3/R62QHYROQRSS± >@ 0LQLVWU\RI5HVHDUFK7HFKQRORJ\DQG+LJKHU(GXFDWLRQRIWKH5HSXEOLF RI,QGRQHVLD³6FLHQFHDQG7HFKQRORJ\,QGH[´ZHEVLWH 2QOLQH  $YDLODEOHKWWSVLQWDULVWHNGLNWLJRLGDERXW >@ , ) $JXLOOR ³+LJKO\ &LWHG 5HVHDUFKHUV K!  DFFRUGLQJ WR WKHLU *RRJOH6FKRODU&LWDWLRQVSXEOLFSURILOHV´&6,&0DGULG6SDLQ International Science Index, Educational and Pedagogical Sciences Vol:11, No:10, 2017 waset.org/Publication/10008453 2QOLQH  $YDLODEOH KWWSZZZZHERPHWULFVLQIRHQQRGH $FFHVVHG6HS  >@ 6FRSXV³&RQWHQW6FRSXV6ROXWLRQV_(OVHYLHU´6FRSXV 2QOLQH  $YDLODEOH KWWSVZZZHOVHYLHUFRPVROXWLRQVVFRSXVFRQWHQW $FFHVVHG0D\  >@ (2UGXxD0DOHDDQG('HOJDGR/ySH]&y]DU³*RRJOH6FKRODU0HWULFV HYROXWLRQDQDQDO\VLVDFFRUGLQJWRODQJXDJHV´6FLHQWRPHWULFVYRO QRSS± >@ - 0LQJHUV DQG / /H\GHVGRUII ³$ UHYLHZ RI WKHRU\ DQG SUDFWLFHLQ VFLHQWRPHWULFV´(XU-2SHU5HVYROQRSS± >@ $ +DU]LQJ ³$ *RRJOH 6FKRODU +,QGH[ IRU -RXUQDOVௗ $Q $OWHUQDWLYH 0HWULFWR0HDVXUH-RXUQDO,PSDFWLQ(FRQRPLFV %XVLQHVV´-$P6RF ,QI6FL7HFKQROYROSS±



International Scholarly and Scientific Research & Innovation 11(10) 2017 2539 scholar.waset.org/1307-6892/10008453