Page 63 - First special issue on The impact of Artificial Intelligence on communication networks and services
P. 63
,78 -2851$/ ,&7 'LVFRYHULHV 9RO 0DUFK
EXW ODUJHO\ GLIIHU LQ WHUPV RI ZKDW IHDWXUHV WKH\ OHJDO TXHVWLRQV ZKHQ UHO\LQJ RQ EODFN ER[
XVH DV WKH EDVLV IRU WKHLU GHFLVLRQV 7KHVH ZRUNV PRGHOV IXWXUH $, V\VWHPV ZLOO QHFHVVDULO\
GHPRQVWUDWH WKDW WKH LGHQWLILFDWLRQ RI WKH PRVW KDYH WR EHFRPH PRUH H[SODLQDEOH $QRWKHU
³DSSURSULDWH´ PRGHO UHTXLUHV H[SODLQDELOLW\ H[DPSOH ZKHUH UHJXODWLRQV PD\ EHFRPH D
2QH FDQ HYHQ FODLP WKDW WKH EHWWHU ZH XQGHUVWDQG GULYLQJ IRUFH IRU PRUH H[SODLQDELOLW\ LQ
ZKDW RXU PRGHOV DUH GRLQJ DQG ZK\ WKH\ DUWLILFLDO LQWHOOLJHQFH DUH LQGLYLGXDO ULJKWV
VRPHWLPHV IDLO WKH HDVLHU LW EHFRPHV WR LPSURYH 3HRSOH ZKR DUH LPPHGLDWHO\ DIIHFWHG E\
WKHP GHFLVLRQV RI DQ $, V\VWHP H J WKRVH ZKR DUH
x /HDUQLQJ IURP WKH V\VWHP %HFDXVH WRGD\¶V $, UHMHFWHG IRU ORDQV E\ WKH EDQN PD\ ZDQW WR
V\VWHPV DUH WUDLQHG ZLWK PLOOLRQV RI H[DPSOHV NQRZ ZK\ WKH V\VWHPV KDYH GHFLGHG LQ WKLV
WKH\ PD\ REVHUYH SDWWHUQV LQ WKH GDWD ZKLFK DUH ZD\ 2QO\ H[SODLQDEOH $, V\VWHPV ZLOO SURYLGH
QRW DFFHVVLEOH WR KXPDQV ZKR DUH RQO\ FDSDEOH WKLV LQIRUPDWLRQ 7KHVH FRQFHUQV EURXJKW WKH
RI OHDUQLQJ ZLWK D OLPLWHG QXPEHU RI H[DPSOHV (XURSHDQ 8QLRQ WR DGDSW QHZ UHJXODWLRQV
:KHQ XVLQJ H[SODLQDEOH $, V\VWHPV ZH FDQ WU\ ZKLFK LPSOHPHQW D ³ULJKW WR H[SODQDWLRQ´
WR H[WUDFW WKLV GLVWLOOHG NQRZOHGJH IURP WKH $, ZKHUHE\ D XVHU FDQ DVN IRU DQ H[SODQDWLRQ RI DQ
V\VWHP LQ RUGHU WR DFTXLUH QHZ LQVLJKWV 2QH DOJRULWKPLF GHFLVLRQ WKDW ZDV PDGH DERXW KHU RU
H[DPSOH RI VXFK NQRZOHGJH WUDQVIHU IURP $, KLP > @
V\VWHP WR KXPDQ ZDV PHQWLRQHG E\ )DQ +XL LQ 7KHVH H[DPSOHV GHPRQVWUDWH WKDW H[SODLQDELOLW\ LV
WKH TXRWH DERYH 7KH $, V\VWHP LGHQWLILHV QHZ QRW RQO\ RI LPSRUWDQW DQG WRSLFDO DFDGHPLF LQWHUHVW
VWUDWHJLHV WR SOD\ *R ZKLFK FHUWDLQO\ QRZ KDYH EXW LW ZLOO SOD\ D SLYRWDO UROH LQ IXWXUH $, V\VWHPV
DOVR EHHQ DGDSWHG E\ SURIHVVLRQDO KXPDQ SOD\HUV
$QRWKHU GRPDLQ ZKHUH LQIRUPDWLRQ H[WUDFWLRQ 0(7+2'6 )25 9,68$/,=,1*
IURP WKH PRGHO FDQ EH FUXFLDO DUH WKH VFLHQFHV ,17(535(7,1* $1' (;3/$,1,1*
7R SXW LW VLPSO\ SK\VLFLVWV FKHPLVWV DQG '((3 /($51,1* 02'(/6
ELRORJLVWV DUH LQWHUHVWHG LQ LGHQWLI\LQJ WKH KLGGHQ
ODZV RI QDWXUH UDWKHU WKDQ MXVW SUHGLFWLQJ D 7KLV FODXVH LQWURGXFHV WZR SRSXODU WHFKQLTXHV
TXDQWLW\ ZLWK EODFN ER[ PRGHOV 7KXV RQO\ IRU H[SODLQLQJ SUHGLFWLRQV RI GHHS OHDUQLQJ
PRGHOV ZKLFK DUH H[SODLQDEOH DUH XVHIXO LQ WKLV PRGHOV 7KH SURFHVV RI H[SODQDWLRQ LV VXPPDUL]HG
GRPDLQ F I > @ LQ )LJ )LUVW WKH V\VWHP FRUUHFWO\ FODVVLILHV WKH
x &RPSOLDQFH WR OHJLVODWLRQ $, V\VWHPV DUH LQSXW LPDJH DV ³URRVWHU´ 7KHQ DQ H[SODQDWLRQ
DIIHFWLQJ PRUH DQG PRUH DUHDV RI RXU GDLO\ OLIH PHWKRG LV DSSOLHG WR H[SODLQ WKH SUHGLFWLRQ LQ WHUPV
$ORQJ ZLWK WKLV UHODWHG OHJDO DVSHFWV VXFK DV WKH RI LQSXW YDULDEOHV 7KH UHVXOW RI WKLV H[SODQDWLRQ
DVVLJQPHQW RI UHVSRQVLELOLW\ ZKHQ WKH V\VWHPV SURFHVV LV D KHDWPDS YLVXDOL]LQJ WKH
PDNH D ZURQJ GHFLVLRQ KDYH DOVR UHFHQWO\ LPSRUWDQFH RI HDFK SL[HO IRU WKH SUHGLFWLRQ ,Q
UHFHLYHG LQFUHDVHG DWWHQWLRQ 6LQFH LW PD\ EH WKLV H[DPSOH WKH URRVWHU¶V UHG FRPE DQG ZDWWOH DUH
LPSRVVLEOH WR ILQG VDWLVIDFWRU\ DQVZHUV IRU WKHVH WKH EDVLV IRU WKH $, V\VWHP¶V GHFLVLRQ
,QWHUQDWLRQDO 7HOHFRPPXQLFDWLRQ 8QLRQ
