Page 56 - First special issue on The impact of Artificial Intelligence on communication networks and services
P. 56

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




           :LWK WKH GHYHORSPHQW RI WKH WHFKQRORJLHV RI QHWZRUN   DQDO\VLV  RI  GDWD   DQG  WKH  LGHQWLILFDWLRQ  RI
           IXQFWLRQ   YLUWXDOL]DWLRQ   DQG   VRIWZDUH GHILQHG   UHODWLRQVKLSV EHWZHHQ LVRODWHG EHKDYLRUV
           QHWZRUNV   WKH  PDQDJHPHQW  RI  WKH  QHWZRUN  KDV
           EHFRPH PRUH SUHFLVH  9LUWXDOL]DWLRQ LV QRW RQO\ DW   3. ADVANTAGES OF AI
           WKH OHYHO RI QHWZRUN HOHPHQWV  EXW DOVR DW WKH OHYHO RI
           FRPSRQHQWV  VXFK  DV  WKH  &38   PHPRU\   SRUW       $,  FRQWLQXHV  WR  GHYHORS  UDSLGO\   ,Q  WKH
           EDQGZLGWK  HWF                                       FRPPXQLFDWLRQV  LQGXVWU\   ZKHWKHU  LW¶V  QHWZRUN
           $, EDVHG WHFKQRORJLHV DOORZ RSHUDWRUV WR VHW XS DQ   RSHUDWRUV   HTXLSPHQW  PDQXIDFWXUHUV  RU  VROXWLRQ
           RQ GHPDQG QHWZRUNV IRU VSHFLDO XVHUV  2SHUDWRUV FDQ   SURYLGHUV  HWF   WKH LQGXVWU\ KRSHV WR WDNH DGYDQWDJH
           DOVR DWWDLQ WKHLU HQHUJ\ VDYLQJ JRDOV  DV ZHOO DV RWKHU   RI $, WR DVVLVW LQ DUHDV LQ ZKLFK WKH\ DUH FXUUHQWO\
           JRDOV ZLWK $,                                        VWUXJJOLQJ   VXFK  DV  LQ  GHVLJQLQJ   RSHUDWLQJ
                                                                PDLQWDLQLQJ DQG PDQDJLQJ FRPPXQLFDWLRQ QHWZRUNV
           2.4. Predictable future                              DQG VHUYLFHV  7KH QH[W IHZ VXEFODXVHV GHVFULEH VRPH
                                                                RI WKH DGYDQWDJHV RI $,
           7KH  H[SDQVLRQ  RI  EXVLQHVV  UHTXLUHPHQWV  DQG
           LQFUHDVLQJ QXPEHUV RI XVHUV KDV PHDQW WKDW WKH JDS   3.1. Abilities of learning
           EHWZHHQ WKH SHDNV DQG WURXJKV RI QHWZRUN XVDJH LV
           EHFRPLQJ  JUHDWHU   ,Q  WKLV  FDVH   RSHUDWRUV  DUH   2SHUDWRUV  QHHG  LQWHOOLJHQW  GHFLVLRQV  WR  PDQDJH
           UHTXHVWHG  WR  SUHGLFW  WKH  IXWXUH  VWDWXV  RI  QHWZRUNV   FRPSOH[ UHVRXUFHV DQG G\QDPLF WUDIILF  %XW VR IDU QR
           PRUH  DFFXUDWHO\  WR  VDWLVI\  XVHUV¶  GHPDQG  DQG   RQH  VLQJOH  PRGHO  KDV  WKH  DELOLW\  WR  DFFXUDWHO\
           LPSURYH WKHLU H[SHULHQFH                             GHVFULEH WKH QHWZRUN WUDIILF FKDUDFWHULVWLFV
                                                                )RUWXQDWHO\  $, KDV HQWHUHG LQWR WKH FRJQLWLYH DJH
           2.5. Intellectualization                             DQG GHHS OHDUQLQJ FDQ EH XVHG  FRQILUPHG E\ +LQWRQ
                                                                LQ        > @    7KURXJK  GHHS  OHDUQLQJ   WKH  PDFKLQH
           1HWZRUNV DUH EHFRPLQJ PRUH KHWHURJHQHRXV  8VHUV      V\VWHP FDQ XVH WKH H[LVWLQJ WUDLQLQJ GDWD WR SURFHVV
           RIWHQ  XVH  D  YDULHW\  RI  HTXLSPHQW  ZLWK  GLIIHUHQW   ODUJH DPRXQWV RI GDWD WKURXJK GDWD PLQLQJ  $, FDQ
           ZLUHOHVV  DFFHVV  WHFKQRORJLHV  VXFK  DV   *    *    *    DOVR  OHDUQ  WKH  FKDUDFWHULVWLFV  RI  GDWD  WUDIILF
           :L )L DQG ,QWHUQHW RI 7KLQJV  ,R7   DQG WKH DGRSWLRQ   PDQDJHPHQW   FRQWUROV  DQG  RWKHU  FKDUDFWHULVWLFV
           RI  * ZLOO UHVKDSH WHOHFRPPXQLFDWLRQ QHWZRUNV LQ     DXWRPDWLFDOO\  DQG  PDVWHU  H[SHUW  H[SHULHQFH  RI
           WKH QHDU IXWXUH                                      RSHUDWLQJ  PDQDJLQJ DQG PDLQWDLQLQJ QHWZRUNV  %\
           7KH  LQFUHDVH  LQ  QHWZRUN  HTXLSPHQW  DQG  XVHU     WKHVH  HIIRUWV   WKH  DFFXUDF\  RI  DQDO\VLV  FDQ  EH
           WHUPLQDOV  WKH H[SDQVLRQ RI QHWZRUN VL]H   WKH       HQKDQFHG   DQG  WKH  LQWHOOLJHQW  PDQDJHPHQW  DQG
           LQFUHDVH LQ WKH QXPEHU RI XVHUV  DQG WKH LQFUHDVLQJ   VHUYLFHV RI FRPPXQLFDWLRQ QHWZRUNV FDQ EH UHDOL]HG
           FRPSOH[LW\  RI  WKH  QHWZRUN  KDV  UHVXOWHG  LQ  WKH
           QHWZRUN  PDQDJHPHQW  EHFRPLQJ  PRUH  GLIILFXOW  WR   3.2. Abilities of understanding and reasoning
           PDLQWDLQ ZLWK DQ DFFHSWDEOH TXDOLW\ RI VHUYLFH  4R6
           $V ZHOO DV H[SDQGLQJ FDSDFLW\ E\ LQWURGXFLQJ PRUH    'XH WR WKH G\QDPLFV RI WKH QHWZRUN V\VWHP  WKH VWDWH
           HTXLSPHQW   RSHUDWRUV  DUH  H[SHFWHG  WR  UDLVH  WKHLU   LQIRUPDWLRQ RI D UHVRXUFH PD\ KDYH FKDQJHG ZKHQ LW
           QHWZRUN  SHUIRUPDQFH  ZLWK  VPDUW  WRROV  DQG        LV WUDQVPLWWHG WR WKH QHWZRUN PDQDJHPHQW V\VWHP
           LQWHOOLJHQFH WHFKQRORJLHV  7KLV LQFOXGHV LQWURGXFLQJ   7KHUHIRUH  WKH QHWZRUN PDQDJHPHQW FDQ RQO\ NQRZ
           PRUH LQWHOOLJHQFH LQWR QHWZRUNV DQG PDQDJHPHQW WR    WKH  ORFDO  VWDWH  LQIRUPDWLRQ  ZLWKRXW  WKH  NQRZOHGJH
           PHHW  FXVWRPHU  QHHGV   PDNH  PRUH  SURILWV   UHGXFH   DERXW  WKH  V\VWHP  LQWHUQDO  VWDWH   0DFKLQH  OHDUQLQJ
           RSHUDWLQJ FRVWV  DQG LPSURYH QHWZRUN SHUIRUPDQFH     KDSSHQV WR KDYH WKH VWUHQJWK WR GHDO ZLWK WKLV NLQG RI
                                                                IX]]\  ORJLF  DQG  XQFHUWDLQW\  UHDVRQLQJ   ,Q  RUGHU  WR
           2.6. More attention to security and safety           PDNH  WKH  FODVVLILFDWLRQ  RU  SUHGLFWLRQ  HDVLHU   GHHS
                                                                OHDUQLQJ FRQVWUXFWV D PXOWL KLGGHQ OD\HU PRGHO DQG
           6HFXULW\ LQFLGHQWV DUH JURZLQJ DQG EHFRPLQJ PRUH     XVHV WKH KLHUDUFKLFDO QHWZRUN VWUXFWXUH WR WUDQVIRUP
           VHYHUH   7KHVH  HYHQWV  KDYH  UHVXOWHG  LQ  VLJQLILFDQW   WKH IHDWXUH UHSUHVHQWDWLRQ RI WKH VDPSOH LQWR D QHZ
           FRPPHUFLDO   FRQVHTXHQFHV    LQFOXGLQJ   EURNHQ      IHDWXUH VSDFH OD\HU E\ OD\HU  ,Q SDUWLFXODU  $, GRHV
           QHWZRUNV  HFRQRPLF ORVVHV  HWF  $, FDQ EH LQWURGXFHG   QRW QHHG WR GHVFULEH WKH PDWKHPDWLFDO PRGHO RI WKH
           LQWR  VHYHUDO  QHWZRUN  OD\HUV  WR  HVWDEOLVK  VWURQJ   V\VWHP  DFFXUDWHO\   DQG  WKHUHIRUH  KDV  WKH  DELOLW\  WR
           VHFXULW\ SURWHFWLRQ DQG EHKDYLRUDO DQDO\VLV EDVHG RQ   GHDO ZLWK XQFHUWDLQW\ RU HYHQ µXQNQRZDELOLW\
           PDFKLQH  OHDUQLQJ  ZLOO  VLJQLILFDQWO\  LPSURYH  WKH
           DELOLW\  RI  QHWZRUN  GHWHFWLRQ  DWWDFNV   DXWRPDWLF






                                           ‹ ,QWHUQDWLRQDO 7HOHFRPPXQLFDWLRQ 8QLRQ
   51   52   53   54   55   56   57   58   59   60   61