Page 126 - First special issue on The impact of Artificial Intelligence on communication networks and services
P. 126
,78 -2851$/ ,&7 'LVFRYHULHV 9RO 0DUFK
)RU ERWK RI WKH DERYH H[DPSOHV LW LV DOUHDG\ SRVVLEOH &UHGLW VFRUH UDWLQJV ZLOO EH DIIHFWHG QHJDWLYHO\ LQ
WR V\QWKHVL]H IDNH DXGLR DQG YLGHR RXWSXW IRU SXEOLF VRPH FDVHV ZKHUH GLVSXWHG WUDQVDFWLRQV DQG RWKHU
ILJXUHV EHFDXVH LW LV HDV\ WR ILQG KLJK TXDOLW\ WUDLQLQJ KLVWRULFDO GDWD DUH WLHG WR WKH LGHQWLW\ RI WKH XVHU
VDPSOHV IRU WKHP ,Q WKH FDVH RI V\QWKHVL]LQJ DXGLR $GYHUWLVLQJ ILUPV ZLOO EH DEOH WR IXUWKHU PLFUR WDUJHW
DQWL VSRRILQJ PHDVXUHV DUH QRW DGHTXDWH 7KHVH LQGLYLGXDOV EDVHG RQ WKHVH ULFKHU ³XQORFNHG´
V\QWKHVL]HG VDPSOHV FDQ EH XVHG WR LPSHUVRQDWH GDWDVHWV 3DUWQHUVKLSV EHWZHHQ ODUJH ILUPV SXEOLF
XVHUV DQG WULFN DXWKHQWLFDWLRQ V\VWHPV SRWHQWLDOO\ DQG SULYDWH FDQ HQDEOH ODUJHU GDWD VKDULQJ SRROV DQG
JLYLQJ DWWDFNHUV DFFHVV WR XQDXWKRUL]HG V\VWHPV > @ DFFHVV WR HDFK RWKHU¶V UDSLG $, DGYDQFHV > @
:LWK WKH ULVLQJ SRSXODULW\ DQG HDV\ DFFHVVLELOLW\ RI :KHUH WKLV EHFRPHV HVSHFLDOO\ SUREOHPDWLF LV LQ
JHQHWLF WHVWLQJ IURP ILUPV OLNH 0H > @ GDWD FRXQWULHV ZKHUH RQH FDQ EH SHUVHFXWHG IRU SDUWLFXODU
FRPSURPLVHV FRXOG EH GLVDVWURXV LQ WHUPV RI DGGLQJ SROLWLFDO OHDQLQJV VH[XDO RULHQWDWLRQ JURXS
ULFKHU LQIRUPDWLRQ WR WKH RSHQ SRRO > @ 0RUH VR PHPEHUVKLS HWF DQG WKLV VRUW RI DFFHVV WR GDWD DQG
WKLV FUHDWHV RSSRUWXQLWLHV IRU WDUJHWHG DWWDFNV RQ DGYDQFHG SDWWHUQ UHFRJQLWLRQ RQO\ HQDEOHV WKDW
LQGLYLGXDOV SDUWLFXODUO\ WKRVH ZKR DUH LQ WKH SXEOLF
GRPDLQ ³&ORXGKRSSLQJ´ LV D WHFKQLTXH ZKHUH (YHQ LQ SURJUHVVLYH FRXQWULHV KDWH JURXSV FDQ XVH
KDFNHUV FRPSURPLVH D ORZ KDQJLQJ IUXLW RQ D WKLV W\SH RI LQIRUPDWLRQ WR WDUJHW LQGLYLGXDOV DQG
SDUWLFXODU FORXG SURYLGHU DQG DUH WKHQ DEOH WR ³KRS´ HQJDJH LQ GR[LQJ EHKDYLRU SXEOLVKLQJ SHUVRQDO
RQWR WKH FORXG LQIUDVWUXFWXUH RI D PRUH YDOXDEOH LQIRUPDWLRQ RI DQ LQGLYLGXDO LQWR WKH SXEOLF GRPDLQ
WDUJHW 7KHVH WHFKQLTXHV IXUWKHU LQFUHDVH WKH FKDQFHV ZLWK PDOLFLRXV LQWHQW WKDW FDQ LQIOLFW WUHPHQGRXV
RI LQIRUPDWLRQ OHDNV HVSHFLDOO\ LQ WDUJHWHG DWWDFN GDPDJH WR WKH LQGLYLGXDO > @ (DVLHU DFFHVV WR $,
VFHQDULRV WRROV YLD VWDQGDUG OLEUDULHV DQG WKH IDOOLQJ OHDUQLQJ
FXUYH WR GHSOR\ EDVLF WHFKQLTXHV KHUDOGV D FHUWDLQ
,Q D SDUWLFXODUO\ IDU UHDFKLQJ KDFN &ORXGIODUH OHDNHG ³GHPRFUDWL]DWLRQ´ RI WKHVH PHWKRGV
LPSRUWDQW WRNHQV YLD D YXOQHUDELOLW\ GXEEHG
³&ORXGEOHHG´ > @ ZKLFK DIIHFWHG VHUYLFHV IURP 8EHU 6. AGGRAVATION BY AI ADVANCES
)LWELW DQG 3DVVZRUG DPRQJ RWKHUV 7KHVH DUH DOO
VHUYLFHV WKDW VWRUH KLJKO\ SHUVRQDOL]HG LQIRUPDWLRQ 7KH HPHUJHQFH RI *HQHUDWLYH $GYHUVDULDO 1HWZRUNV
DERXW DQ LQGLYLGXDO ZKLFK LI FRPELQHG ZLWK SLHFHV RI *$1V DV D ZD\ WR SURGXFH V\QWKHWLF GDWD > @
LQIRUPDWLRQ IURP RWKHU GDWD EUHDFKHV PHQWLRQHG LQ WKH SRVHV DQ LQFUHDVHG OHYHO RI WKUHDW ZKHQ FRPELQHG
SUHYLRXV VHFWLRQ YLD WKH PRVDLF HIIHFW HVVHQWLDOO\ ZLWK ODUJH VFDOH GDWD EUHDFKHV WKDW SURYLGH D KLJK
HQDEOH WKH FUHDWLRQ RI D YLUWXDO DYDWDU RI DQ LQGLYLGXDO DPRXQW RI WUDLQLQJ GDWD IRU WKHVH V\VWHPV /DUJHU DQG
UHSOHWH ZLWK JHQHWLF DQG SK\VLFDO ZRUOG LQIRUPDWLRQ PRUH UHSUHVHQWDWLYH LQSXW LQWR WKH V\VWHP OHDGV WR
WKDW FDQ QRZ EH GHSOR\HG WR FRPPLW IUDXG XVLQJ YHU\ PRUH UHDOLVWLF V\QWKHWLF GDWD FRPLQJ RXW RI WKH *$1V
FRPSOHWH UHDO ZRUOG LGHQWLWLHV 7KH\ IHHG D F\FOH RI EHLQJ DEOH WR WUDLQ $, V\VWHPV
LQWR PDNLQJ PRUH HIIHFWLYH SUHGLFWLRQV DQG RXWSXWV
7KH PRVW FRQFHUQLQJ WKLQJ KHUH LV WKDW VRPH RI WKH *$1V FDQ DOVR EH IROGHG LQWR WKH WHFKQLTXHV
WHFKQLTXHV WKDW DUH EHLQJ XVHG WR FUHDWH D V\QWKHWLF PHQWLRQHG LQ VHFWLRQ WR IXUWKHU HQKDQFH WKH YLUWXDO
LGHQWLW\ DQG RXWSXW IRU DQ LQGLYLGXDO FDQ EH DYDWDU RI DQ LQGLYLGXDO
DXWRPDWHG WHOHSKRQ\ V\VWHPV FDQ EH FRQQHFWHG YLD
7ZLOLR > @ WR FROOHFW OHJLWLPDWH DXGLR VDPSOHV &DPEULGJH $QDO\WLFD > @ LV NQRZQ > @ WR KDYH
YLGHR VDPSOHV FDQ EH FROOHFWHG YLD FDPHUD IHHGV EHHQ LQYROYHG LQ FUHDWLQJ DGYDQWDJHV IRU FDQGLGDWHV
IURP DOO WKH SODFHV WKDW DQ LQGLYLGXDO YLVLWV WKHLU LQ VHQDWRULDO UDFHV LQ WKH 86$ WKH PRVW UHFHQW 86
VPDUWSKRQH WKHLU ODSWRS HWF DQG XSRQ ILQGLQJ KLWV 3UHVLGHQWLDO HOHFWLRQ HOHFWLRQV LQ WKH 8. DQG 6RXWK
ZLWKLQ WKH GDWDVHWV VRXUFHG IURP GDWD EURNHUV WKLV $IULFD 7KH\ XVH ELJ GDWD DQG DGYDQFHG PDFKLQH
FDQ EH FRPELQHG WR FUHDWH D ULFK UHSUHVHQWDWLRQ RI DQ OHDUQLQJ WHFKQLTXHV WR SURYLGH D IXOO VXLWH RI VHUYLFHV
LQGLYLGXDO ZLWK VXIILFLHQW GDWD SRLQWV WR DFFHVV HYHQ WR HQDEOH KLJKO\ WDUJHWHG PDUNHWLQJ DQG
JRYHUQPHQW VHUYLFHV RQ WKHLU EHKDOI FDPSDLJQLQJ 7KH\ DOVR KDYH D FRPPHUFLDO RIIHULQJ
WKDW LV JHDUHG WRZDUGV PDUNHWHUV KHOSLQJ WKHP XVH
5. OTHER ETHICAL CONSEQUENCES ³GDWD WR FKDQJH XVHU EHKDYLRU´
7KHUH ZLOO EH VHYHUDO ORQJ UXQ LPSOLFDWLRQV RI WKHVH 7KH SDFH RI GHYHORSPHQW RI GHHS OHDUQLQJ LV RQO\
ODUJH VFDOH GDWD EUHDFKHV WKDW DUH QRW LPPHGLDWHO\ KDVWHQLQJ > @ DQG ZRUN LV FRPLQJ RXW RI GLIIHUHQW
REYLRXV UHVHDUFK ODEV DFURVV WKH ZRUOG DV DQ H[DPSOH DXGLR
JHQHUDWLRQ DQG YLGHR JHQHUDWLRQ WKDW FDQ SRWHQWLDOO\
,QWHUQDWLRQDO 7HOHFRPPXQLFDWLRQ 8QLRQ

