Page 134 - First special issue on The impact of Artificial Intelligence on communication networks and services

,78 -2851$/ ,&7 'LVFRYHULHV 9RO 0DUFK

)LJ 7\SLFDO QH[W JHQHUDWLRQ QHWZRUN DGRSWLQJ $, SULQFLSOHV ZLWK OHDUQLQJ UHDVRQLQJ DQG GHFLVLRQ PDNLQJ

8QGHUVWDQGLQJ WKH FRQWH[W DOVR KHOSV WR SURGXFH
FRQWH[W DZDUH FRPSUHVVHG VXPPDU\ LQIRUPDWLRQ
ZKLFK ZLOO XWLOL]H OHVV UDGLR UHVRXUFHV IRU WUDQVPLVVLRQ
)RU LQVWDQFH LI D %6 ZRXOG OLNH WR WUDQVPLW WH[W
LQIRUPDWLRQ WR D XVHU WKH %6 FDQ WUDQVPLW RQO\ LWV
FRQWH[WXDO FRGHG GDWD 7KH XVHU ZLOO WKHQ H[WUDFW WKH
GHVLUHG FRQWHQW MXVW IURP WKH FRQWH[W E\ XWLOL]LQJ
DSSURSULDWH GHFRGHU DQG ELJ GDWD DQDO\WLFV WHFKQLTXHV
VXFK DV 1/3 $V FRQWH[W GLIIHUV IURP WKH XVHU¶V ZRUOG
NQRZOHGJH DERXW WKH FRQWHQW WKH FRGLQJ DQG GHFRGLQJ
WHFKQLTXH PD\ YDU\ DPRQJ XVHUV > @ ,Q JHQHUDO WZR
W\SHV RI FRQWHQW VXPPDUL]LQJ DSSURDFKHV DUH
FRPPRQO\ DGRSWHG DEVWUDFWLYH DQG H[WUDFWLYH 7KH
)LJ 2SWLPL]HG QHWZRUN GHVLJQ ZLWK $, WHFKQLTXHV H[WUDFWLYH DSSURDFK XVHV RQO\ WKH UHOHYDQW FRQWHQW IURP
WKH RULJLQDO LQIRUPDWLRQ ZKHUHDV WKH DEVWUDFWLYH
$QDO\]LQJ ZLUHOHVV GDWD FRQWH[WXDOO\ VHPDQWLFDOO\ DSSURDFK PD\ XVH QHZ ZRUGV H[SUHVVLRQV RU FRQWHQWV
IDFLOLWDWHV ZLUHOHVV RSHUDWRUV WR RSWLPL]H WKHLU QHWZRUN DV SDUW RI WKH VXPPDU\ LQIRUPDWLRQ > @ > @
WUDIILF 7R UHDOL]H VHPDQWLF DZDUH WUDIILF RSWLPL]DWLRQ $OWKRXJK PRVW RI WKH H[LVWLQJ PHWKRGV FDQ H[WUDFW
KRZHYHU WKH QHWZRUN PD\ QHHG WR XQGHUVWDQG WKH XVHIXO LQIRUPDWLRQ IRU WKH VXPPDU\ WKH\ DUH YHU\ IDU
FRQWHQW RI WKH VLJQDO 2QH ZD\ RI XQGHUVWDQGLQJ WKH IURP JHQHUDWLQJ D KXPDQ XQGHUVWDQGDEOH VXPPDU\
LQIRUPDWLRQ FRQWHQW RI D GDWD LV E\ FUHDWLQJ VHPDQWLF 2QH RI WKH PDLQ UHDVRQV LV WKH ORRVH DVVRFLDWLRQV DQG
DZDUH RQWRORJ\ XVLQJ SUHGHILQHG YRFDEXODU\ RI WHUPV XQRUGHUHG LQIRUPDWLRQ GLVWULEXWLRQ ZKLFK PDNH LW KDUG
DQG FRQFHSWV > @ 7KH RQWRORJ\ VSHFLILFDWLRQ FDQ WR H[WUDFW V\QWDFWLFDOO\ FRUUHFW DQG VHPDQWLFDOO\
SURYLGH DQ H[SUHVVLYH ODQJXDJH ZLWK PDQ\ ORJLFDO FRKHUHQW LQIRUPDWLRQ IURP WKH VXPPDU\ ,Q IDFW
FRQVWUXFWV WR GHILQH FODVVHV SURSHUWLHV DQG WKHLU PRGHOLQJ WKH FRKHUHQFH RI LQIRUPDWLRQ VXPPDU\ LV
UHODWLRQVKLSV ,Q WKLV UHJDUG WKH DXWKRUV RI > @ SURSRVH RQH RI WKH DFWLYH DUHDV RI UHVHDUFK > @
D VHPDQWLF RSHQ GDWD PRGHO IRU VHQVRU GDWD FDOOHG
MyOntoSens DQG ZULWH XVLQJ RQWRORJ\ ZHE ODQJXDJH
GHVFULSWLRQ ORJLF ODQJXDJH 7KH SURRSRVHG .% KDV 3. NETWORK PLANNING
EHHQ LPSOHPHQWHG XVLQJ prote´ge´ DQG SUH YDOLGDWHG ZLWK
SHOOHW UHDVRQHU ,Q D VLPLODU FRQWH[W DQ RQWRORJ\ IRU 2QH RI WKH PRVW FULWLFDO DVSHFWV GHWHUPLQLQJ WKH
ZLUHOHVV VHQVRU QHWZRUNV :61V GHGLFDWHG WR WKH SHUIRUPDQFH RI D ZLUHOHVV QHWZRUN LV WKH LQLWLDO
GHVFULSWLRQ RI VHQVRU IHDWXUHV DQG REVHUYDWLRQ KDV EHHQ SODQQLQJ 7KLV LQFOXGHV LQIUDVWUXFWXUH QRGH
SUHVHQWHG LQ > @ > @ GHSOR\PHQW IUHTXHQF\ QXPEHU RI SDUDPHWHUV DQG

‹ ,QWHUQDWLRQDO 7HOHFRPPXQLFDWLRQ 8QLRQ