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Развитие и применение искусственного интеллекта в медицине, Exams of Financial Economics

В данном документе рассматривается теоретическая база и практические применения искусственного интеллекта в медицине. Автор обсуждает различные подходы к созданию медицинских систем с искусственным интеллектом, их преимущества и ограничения. Кроме того, рассматриваются реальные примеры использования искусственного интеллекта в медицине, такие как диагностика болезней, планирование лечения и мониторинг пациентов. Документ может служить полезным для студентов, изучающих медицинскую информатику и искусственный интеллект.

What you will learn

  • Какие подходы используются для создания медицинских систем с искусственным интеллектом?
  • Как искусственный интеллект используется для диагностики болезней?
  • Приведите примеры реального использования искусственного интеллекта в медицине.
  • Что являются преимуществами и ограничениями медицинских систем с искусственным интеллектом?
  • Как искусственный интеллект помогает в планировании лечения?

Typology: Exams

2021/2022

Uploaded on 09/27/2022

kyran
kyran 🇬🇧

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Download Развитие и применение искусственного интеллекта в медицине and more Exams Financial Economics in PDF only on Docsity!

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WDEOH 7

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Surri= Vhh Dsshqgl{ Wr vhh wkh lqwxlwlrq ehklqg wklv uhvxow/ zh djdlq frqvlghu wkh fdvh lq zklfk d edqn frpsduhv ghidxowlqj lq wkh ghydoxdwlrq vwdwh wr ehlqj ixoo| khgjhg1 Li d edqn ghidxowv rqo| lq wkh ghydoxdwlrq vwdwh/ wkhq htxdwlrqv +61;,/ +6148, dqg wkh idfw wkdw - KEuc % ' - lpso| wkdw wkh edqn*v h{shfwhg frvw ri eruurzlqj lv=

Euc % ' EÅ  R-u n R^ Euc %( 7 ( ' EÅ  R-u n Rd/ n bT - Euc %( 7 (o 1

Wr plqlpl}h Euc % frqglwlrqdo rq wklv vwudwhj|/ d edqn zloo fkrrvh % wr plqlpl}h T - Euc %( 7 ( vxemhfw wr frqglwlrq +61<,1 Wklv pd| lqyroyh vhwwlqj % wr eh d qhjdwlyh qxpehu/ l1h1 wkh edqn pdjqlhv lwv h{fkdqjh udwh h{srvxuh e| vhoolqj grooduv iruzdug1 Li wkh edqn lv jrlqj wr jr eurnh lw zdqwv wr plqlpl}h wkh ydoxh ri dvvhwv wkdw lwv fuhglwruv fdq vhl}h1 Iruzdug frqwudfwv wkdw orvh prqh| lq wkh ghydoxdwlrq vwdwh khos wkh edqn gr wklv1 Wkh orzhvw ydoxh ri Euc % wkdw fdq eh dfklhyhg xqghu wklv vwudwhj| lv=

U^ Eu  (^) t%ƒZEu( 7 U (^) 4?DfcZEu( 7 ( (^)  f Euc % ' EÅ  R-u n R (^) Å / b

Dv ehiruh wkh h{shfwhg frvw ri eruurzlqj li wkh edqn fkrrvhv % vr wkdw lw qhyhu ghidxowv lv=

M^ Eu ' -u

Vxssrvh wkdw wkh plqlpxp frvwv ri edqnuxswf| duh orzhu wkdq wkh frvwv ri uhsd|lqj wkh ordqv/ l1h / Å  b -u +714,

Wkhq U^ Eu lv ohvv wkdq M^ Eu dqg lw lv rswlpdo wr ghidxow zkhq d ghydoxdwlrq rffxuv Zh frqfoxgh wkdw zlwk jryhuqphqw jxdudqwhhv/ edqnv jr edqnuxsw lq wkh ghydoxdwlrq vwdwh1 Wkh orzhvw shuplvvleoh ydoxh ri % zloo/ lq vrph fdvhv/ eh qhjdwlyh/ vr wkdw edqnv dgrsw d khgjlqj vwudwhj| wkdw lqyroyhv vhoolqj grooduv iruzdug1 Zkloh wklv pljkw eh fkdudfwhul}hg dv uhfnohvv vshfxodwlrq/ lw lv vlpso| wkh rswlpdo uhvsrqvh ri edqnv wr jryhuqphqw jxdudqwhhv1^49 (^49) Lqwhuhvwlqjo|/ Nuhjho +4<<;, uhsruwv wkdw XV edqnv pdgh d surw ri urxjko| '719 eloolrq surwv rq Zrq ghulydwlyh frqwudfwv lq 4<<:

48

Suredelolvwlf Jryhuqphqw Jxdudqwhhv dqg Iudfwlrqdo Edlorxwv Zh fdq prgli| rxu dqdo|vlv wr dffrpprgdwh wkh fdvh lq zklfk djhqwv h{shfw wkdw/ zlwk suredelolw| k/ wkh jryhuqphqw zloo uhsd| edqn*v iruhljq fuhglwruv lq wkh hyhqw ri d ghydoxd wlrq14:^ Wr frqvhuyh rq vsdfh zh rqo| frqvlghu wkh fdvh zkhuh edqnv frqwhpsodwh ghidxowlqj zkhq 7 ' 7 (1 Dv lq wkh fdvh ri fhuwdlq jryhuqphqw jxdudqwhhv/ wkh h{shfwhg frvw ri eruurz lqj iru d ixoo| khgjhg edqn lv -u1 Li wkh edqn lv qrw ixoo| khgjhg dqg ghidxowv zkhq 7 ' 7 (c lwv h{shfwhg frvw ri eruurzlqj lv= EÅ  R-KEu n RT - E( 7 ( 1 Wkh frqglwlrq hqvxulqj wkdw lqwhuqdwlrqdo fuhglwruv uhfhlyh h{shfwhg uhwxuqv ri -u lv=

-u ' EÅ  R-KEu n Rk-KEu 1 +715,

Khuh zh duh dvvxplqj wkdw wkh h{shfwhg ydoxh ri wkh jryhuqphqwv jxdudqwhh frqglwlrqdo rq d ghydoxdwlrq/ k-KEu/ lv dw ohdvw dv odujh dv zkdw wkh fuhglwru frxog rwkhuzlvh uhfryhu lq edqnuxswf| surfhhglqjv/ T - E( 7 (  ^ E( 7 (1 Qrwlfh wkdw zkhq k ' Å zh rewdlq wkh fdvh ri ixoo jxdudqwhhv xqghuo|lqj Sursrvlwlrq 7151 Zkhq k ' f/ zh rewdlq wkh fdvh ri qr jxdudqwhhv ri Sursrvlwlrq 7141 Htxdwlrq +715, lpsolhv wkdw wkh h{shfwhg frvw ri eruurzlqj fdq eh uhzulwwhq dv= EÅ  R-udEÅ  R n Rko n RT - E( 7 (1 Wkh plqlpxp h{shfwhg frvw ri eruurzlqj lv rewdlqhg e| fkrrvlqj % wr plqlpl}h wkh uhvlgxdo ydoxh ri wkh edqn T - E( 7 (1 Frqglwlrq +61<, lpsolhv wkdw wkh plqlpxp ydoxh ri T - E( 7 ( lv htxdo wr /EÅb1 Wkxv wkh h{shfwhg frvw ri eruurzlqj iru d edqn frqwhpsodwlqj ghidxow lq wkh ghydoxdwlrq vwdwh lv= EÅR-udEÅRnRkonR/*EÅb 1 Frpsdulqj wklv wr -u/ wkh h{shfwhg frvw ri eruurzlqj ri d ixoo| khgjhg edqn/ zh frqfoxgh wkdw ixoo khgjlqj lv qrw rswlpdo dv orqj dv=

f / k EÅ  R n RkEÅ^ ^ b-u^1 +716,

Zkhq k ' f/ fruuhvsrqglqj wr wkh qr0jxdudqwhh fdvh/ wkh suhylrxv frqglwlrq fdqqrw eh ixooohg1 Vlqfh wkh uljkw kdqg vlgh ri +716, lv lqfuhdvlqj lq k/ vr wrr lv wkh fodvv ri hfrqrplhv iru zklfk ixoo khgjlqj lv qrw rswlpdo1 Zkhq k ' Å/ vr wkhuh lv qr xqfhuwdlqw| derxw wkh jryhuqphqw edlorxw/ +716, uhgxfhv wr wkh uhjxodulw| frqglwlrq lq Sursrvlwlrq 7151 Lq vxp/ doorzlqj iru suredelolvwlf jryhuqphqw jxdudqwhhv grhv qrw fkdqjh rxu edvlf phv vdjh= jxdudqwhhv uhgxfh edqnv* lqfhqwlyhv wr khgjh h{fkdqjh udwh ulvn1 Wkh pruh olnho| wkrvh jxdudqwhhv duh/ wkh odujhu lv wkh fodvv ri hfrqrplhv iru zklfk edqnv zloo qg lw rswlpdo qrw wrr ixoo| khgjh h{fkdqjh udwh ulvn14; 4: (^) Zh wkdqn Sdeor Qhxph|hu iru wkhvh uhvxowv 4; (^) Jlyhq rxu dvvxpswlrqv/ d suredelolvwlf jxdudqwhh ri doo edqn ordqv dqg d vxuh jxdudqwhh ri d iudfwlrq ri edqn ordqv kdyh lghqwlfdo lpsolfdwlrqv1 Lq sduwlfxodu/ vxssrvh wkdw wkh suredelolw| ri d edlorxw zkhq V @ VG lv 4 exw wkh jryhuqphqw rqo| jxdudqwhhv wkdw iruhljqhuv uhfryhu dw ohdvw Ue+,O1 Wkhq lw lv vwudljkwiruzdug wr vkrz wkdw/ dv deryh/ ixoo khgjlqj lv qrw rswlpdo dv orqj dv +716, krogv

49

%? 5 df/ fo/ zkhuh

f ' 8 d- n ^ Eu?o u?  (^) -g 8 ^  7 (

c +814,

dqg

f ' 8 d- n ^ Eu?o u? n (^) -g 7 U^ ^8 

Vhfrqg/ wkh htxloleulxp ydoxh ri - @^ lv jlyhq e|=

  • @? ' (^78) U d- n ^ Eu?o  +816,

Wklug/ wkh htxloleulxp ohyho ri ohqglqj/ u?/ lv jlyhq e| wkh xqltxh vroxwlrq wr=

Eu?u?   Eu? n EÅ  B g ' -g +817,

Irxuwk/ wkh htxloleulxp ydoxh ri - KEu?c %? ' - 1 Iliwk/ wkh qxpehu ri edqnv/ / lv ghwhu plqhg e|  ' (E-@*u 1

Surri= Vhh Dsshqgl{ Wkh rswlpdo khgjlqj ghflvlrqv wkdw zh fkdudfwhul}hg lq vhfwlrq 7/ zkhuh u zdv suhgh whuplqhg/ frqwlqxh wr krog zkhq edqnv fkrrvh u dqg % vlpxowdqhrxvo|= lq wkh devhqfh ri jryhuqphqw jxdudqwhhv lw lv rswlpdo iru edqnv wr ixoo| khgjh wkhlu h{fkdqjh udwh ulvn1 Htxd wlrqv +814, dqg +815, fkdudfwhul}h wkh udqjh ri % ydoxhv frqvlvwhqw zlwk ixoo khgjlqj Htxdwlrq +816, iroorzv iurp wkh edqnv uvw rughu frqglwlrq iru u 1 Vlqfh edqnv qhyhu ghidxow/ wkhlu eruurzlqj frvwv duh htxdo wr - 1 Htxdwlrq +816, lpsolhv wkdw wkh h{shfwhg uhwxuq wr d edqnv ordqv/ phdvxuhg lq grooduv/ - @? 7 U^ *8 / htxdov eruurzlqj frvwv +-, soxv wkh pdujlqdo frvw ri pdnlqj ordqv/ +^ Eu,1 Htxdwlrq +817, lv dv lpsolfdwlrq ri iuhh hqwu| lqwr wkh edqnlqj lqgxvwu|1 Uhsodflqj - @^ lq +619, zlwk - @?/ zh qg wkdw wkh pd{lpdo ydoxh ri d edqn lv Euu  Eu nEÅ  B g1 E| iuhh hqwu|/ wklv ydoxh pxvw htxdo wkh frvw ri rshudwlqj d edqn/ -g 1 Zh qrz fkdudfwhul}h wkh htxloleulxp ri dq hfrqrp| zlwk jryhuqphqw jxdudqwhhv

Sursrvlwlrq 8151 Vxssrvh wkdw EÅBgEf : f dqg / EÅb-u?1 Wkh htxloleulxp ri dq hfrqrp| zlwk jryhuqphqw jxdudqwhhv lv xqltxh dqg kdv wkh iroorzlqj surshuwlhv1 Iluvw/ wkh htxloleulxp ohyho ri %/ %}/ lv wkh plqlpxp shuplvvleoh ydoxh frqvlvwhqw zlwk +61<, iru 7 ' 7 (1 Vhfrqg/ wkh htxloleulxp ydoxh ri - @^ lv

  • @} ' (^78) U dEÅ  R- n Eu}o  +818,

Wklug/ wkh htxloleulxp ohyho ri ohqglqj/ u}/ lv wkh xqltxh vroxwlrq wr

Eu}u}  Eu} n EÅ  B g  R (^) Å / b ' -g +819,

Irxuwk/ wkh htxloleulxp ydoxh ri - KEu} c %} ' - 1 Iliwk/ wkh qxpehu ri edqnv/ / lv ghwhu plqhg e|  ' (E-@*u 1

Surri= Vhh Dsshqgl{ Wkh rswlpdo khgjlqj ghflvlrq fkdudfwhul}hg lq vhfwlrq 7 frqwlqxhv wr krog= edqnv fkrrvh wkh orzhvw ydoxh ri % frqvlvwhqw zlwk +61<, dqg ghidxow zkhq d ghydoxdwlrq rffxuv1 Htxdwlrq +818, uhvxowv iurp wkh edqnv uvw rughu frqglwlrq iru u1 Vlqfh edqnv ghidxow lq wkh ghydoxdwlrq vwdwh/ wkhlu eruurzlqj frvwv duh htxdo wr EÅ  R-1 Htxdwlrq +816, lpsolhv wkdw wkh h{shfwhg uhwxuq wr d edqnv ordqv/ phdvxuhg lq grooduv/ - @} 7 U^ *8 / htxdov wkh vxp ri wkh wkhlu pdujlqdo eruurzlqj frvwv +EÅ  R-, dqg wkh pdujlqdo frvw ri pdnlqj ordqv/^ Eu - @? 7 U^ *8 1 Ilqdoo|/ +819, iroorzv iurp iuhh hqwu| lqwr wkh edqnlqj lqgxvwu| Zh frqfoxgh wklv vhfwlrq e| dvnlqj wkh txhvwlrq= li jryhuqphqw jxdudqwhhv ohdg wr lq fuhdvhg ulvn lq wkh edqnlqj v|vwhp/ zk| duh wkh| vr suhydohqwB Wkh iroorzlqj fruroodu| vxjjhvwv rqh srvvleoh dqvzhu= jryhuqphqw jxdudqwhhv orzhu - @^ dqg ohdg wr d ohqglqj errp Odwhu/ lq vhfwlrq ;/ zkhuh zh hpehg rxu prgho ri edqnlqj lqwr d jhqhudo htxloleulxp hqylurq phqw/ zh vkrz wkdw wkh idoo lq - @^ jhqhudwhg e| wkh jxdudqwhhv ohdgv wr d errp lq hfrqrplf dfwlylw| dqg wr d ulvh lq uhdo zdjhv

Fruroodu| 8161 Iru vx!flhqwo| vpdoo / wkh lqwhuhvw udwh wkdw edqnv fkdujh upv lv orzhu lq dq hfrqrp| zlwk jxdudqwhhv wkdq lq rqh zlwkrxw jxdudqwhhv/ l1h1 - }@ - @?1 Lq dgglwlrq/ wrwdo edqn ohqglqj lv kljkhu lq wkh suhvhqfh ri jxdudqwhhv

Surri= Htxdwlrqv +816, dqg +818, lpso| wkdw=

  • @}  - @? ' 8 7 U^ dR- n Eu} (^)  Eu?o 

Htxdwlrqv +819, dqg +817, lpso| wkdw *4/<f u} ' u?1 Wklv lpsolhv wkdw *4/<f - }@ - @? 1 Wkh wrwdo ohyho ri edqn ohqglqj/ u/ lv kljkhu xqghu jxdudqwhhv ehfdxvh wkh ghpdqg iru ordqv/ u ' (E-@/ lv grzqzdug vorslqj Wkh suhylrxv uhvxow grhv qrw lpso| wkdw lqwurgxflqj jxdudqwhhv lqfuhdvhv wkh h{shfwhg xwlolw| ri wkh uhsuhvhqwdwlyh djhqw1 Krzhyhu/ lw vxjjhvwv wkdw jxdudqwhhv jhqhudwh vkruw whup ehqhwv wkdw pd| eh gl!fxow iru d vkruw0vljkwhg srolwlfldqv wr ljqruh