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PLAIDにおけるリアルタイム予測基盤

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November 06, 2020

 PLAIDにおけるリアルタイム予測基盤

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nichimu

November 06, 2020
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  1. 䚷䚷䡘䚷䚷χ̈̆̈̆§mX(Xŭē͌ ̈̆̈̆͌̇̇͌̆̌䚷䚷䡘䚷䚷wm²0䚷䚷䡘䚷   䛻䛚䛡䜛䝸䜰䝹䝍䜲䝮ண ᇶ┙ ᰴᘧ఍♫䝥䝺䜲䝗すᮧඃử ̇

  2. 䚷䚷䡘䚷䚷χ̈̆̈̆§mX(Xŭē͌ ̈̆̈̆͌̇̇͌̆̌䚷䚷䡘䚷䚷wm²0䚷䚷䡘䚷 ̈ ┠ḟ ϫϴ 䛸䛿 Ϭϴ   '/$(

    ᇶ┙䛻䛾䛫䜛䝰䝕䝹౛ ϭϴ   '/$( ᇶ┙䛻䛴䛔䛶 Ϯϴ 䜎䛸䜑䛸௒ᚋ䛾ㄢ㢟
  3. 䚷䚷䡘䚷䚷χ̈̆̈̆§mX(Xŭē͌ ̈̆̈̆͌̇̇͌̆̌䚷䚷䡘䚷䚷wm²0䚷䚷䡘䚷 ̉ ┠ḟ ϫϴ 䛸䛿 Ϭϴ   '/$(

    ᇶ┙䛻䛾䛫䜛䝰䝕䝹౛ ϭϴ   '/$( ᇶ┙䛻䛴䛔䛶 Ϯϴ 䜎䛸䜑䛸௒ᚋ䛾ㄢ㢟
  4. 䚷䚷䡘䚷䚷χ̈̆̈̆§mX(Xŭē͌ ̈̆̈̆͌̇̇͌̆̌䚷䚷䡘䚷䚷wm²0䚷䚷䡘䚷 ̊ 䛸䛿

  5. 䚷䚷䡘䚷䚷χ̈̆̈̆§mX(Xŭē͌ ̈̆̈̆͌̇̇͌̆̌䚷䚷䡘䚷䚷wm²0䚷䚷䡘䚷 ̋ 䛸䛿

  6. 䚷䚷䡘䚷䚷χ̈̆̈̆§mX(Xŭē͌ ̈̆̈̆͌̇̇͌̆̌䚷䚷䡘䚷䚷wm²0䚷䚷䡘䚷 ̌ ┠ḟ ϫϴ 䛸䛿 Ϭϴ   '/$(

    ᇶ┙䛻䛾䛫䜛䝰䝕䝹౛ ϭϴ   '/$( ᇶ┙䛻䛴䛔䛶 Ϯϴ 䜎䛸䜑䛸௒ᚋ䛾ㄢ㢟
  7. 䚷䚷䡘䚷䚷χ̈̆̈̆§mX(Xŭē͌ ̈̆̈̆͌̇̇͌̆̌䚷䚷䡘䚷䚷wm²0䚷䚷䡘䚷 ̍ ++'$/$*)౛  䝸䜰䝹䝍䜲䝮ண 䛾౛Ж⾜ື䛾ุูЗ 䜶䞁䝗䝴䞊䝄䞊 ᳨⣴⏬㠃 Ϯ. 

    ᳨⣴⤖ᯝ⏬㠃 ϫϪ.  ᳨⣴⏬㠃 ϲ.  ᳨⣴⤖ᯝ⏬㠃 ϰ.  䛖䜎䛟᳨⣴䛷䛝䛶䛔䛺䛔䝴䞊䝄䞊⾜ື ୖグ䛸㢮ఝ䛧䛯䝴䞊䝄䞊⾜ື䜢䝸䜰䝹䝍䜲䝮䛻ุู
  8. 䚷䚷䡘䚷䚷χ̈̆̈̆§mX(Xŭē͌ ̈̆̈̆͌̇̇͌̆̌䚷䚷䡘䚷䚷wm²0䚷䚷䡘䚷 ̎ ┠ḟ ϫϴ 䛸䛿 Ϭϴ   '/$(

    ᇶ┙䛻䛾䛫䜛䝰䝕䝹౛ ϭϴ   '/$( ᇶ┙䛻䛴䛔䛶 Ϯϴ 䜎䛸䜑䛸௒ᚋ䛾ㄢ㢟
  9. 䚷䚷䡘䚷䚷χ̈̆̈̆§mX(Xŭē͌ ̈̆̈̆͌̇̇͌̆̌䚷䚷䡘䚷䚷wm²0䚷䚷䡘䚷 ̏  ᇶ┙   '/$( ᇶ┙䛷⪃䛘䜛䜉䛝ㄢ㢟 ㄢ㢟

    Ɣ  䝰䝕䝹 䛾'/ )4䛻䜘䜛 ௚䝅䝇䝔䝮䜈䛾ᝏᙳ㡪 Ɣ ⾜ື䛾᫬⣔ิ䝕䞊䝍䜢ண 䛻౑⏝ Ɣ ᵝ䚻䛺ᐇ㦂⎔ቃ䛾䝰䝕䝹 Ɣ ᑠேᩘ䛾䝏䞊䝮
  10. 䚷䚷䡘䚷䚷χ̈̆̈̆§mX(Xŭē͌ ̈̆̈̆͌̇̇͌̆̌䚷䚷䡘䚷䚷wm²0䚷䚷䡘䚷 ̇̆  ᇶ┙   '/$( ᇶ┙䛷⪃䛘䜛䜉䛝ㄢ㢟䛾ゎỴ⟇ ㄢ㢟

    Ɣ  䝰䝕䝹 䛾'/ )4䛻䜘䜛 ௚䝅䝇䝔䝮䜈䛾ᝏᙳ㡪 Ɣ ⾜ື䛾᫬⣔ิ䝕䞊䝍䜢ண 䛻౑⏝ Ɣ ᵝ䚻䛺ᐇ㦂⎔ቃ䛾䝰䝕䝹 Ɣ ᑠேᩘ䛾䝏䞊䝮 ゎỴ⟇ Ɣ ౫Ꮡᛶ䜢ప䛟 Ɣ 㐣ཤ䝕䞊䝍䛾# Ɣ *& -$(" 䝧䞊䝇䛾 Ɣ 䝣䝹䝬䝛䞊䝆䝗䛾'*0 -1$ 䜢౑⏝
  11. 䚷䚷䡘䚷䚷χ̈̆̈̆§mX(Xŭē͌ ̈̆̈̆͌̇̇͌̆̌䚷䚷䡘䚷䚷wm²0䚷䚷䡘䚷 ̇̇  ᇶ┙   '/$( ᇶ┙䛷⪃䛘䜛䜉䛝ㄢ㢟䛾ゎỴ⟇ ㄢ㢟

    Ɣ  䝰䝕䝹 䛾'/ )4䛻䜘䜛 ௚䝅䝇䝔䝮䜈䛾ᝏᙳ㡪 Ɣ ⾜ື䛾᫬⣔ิ䝕䞊䝍䜢ண 䛻౑⏝ Ɣ ᵝ䚻䛺ᐇ㦂⎔ቃ䛾䝰䝕䝹 Ɣ ᑠேᩘ䛾䝏䞊䝮 ゎỴ⟇ Ɣ ౫Ꮡᛶ䜢ప䛟 Ɣ 㐣ཤ䝕䞊䝍䛾# Ɣ *& -$(" 䝧䞊䝇䛾 Ɣ 䝣䝹䝬䝛䞊䝆䝗䛾'*0 -1$ 䜢౑⏝
  12. 䚷䚷䡘䚷䚷χ̈̆̈̆§mX(Xŭē͌ ̈̆̈̆͌̇̇͌̆̌䚷䚷䡘䚷䚷wm²0䚷䚷䡘䚷 ̇̈ ඲యᵓᡂ ඲యᵓᡂ Ɣ  /#ᇶ┙䚸  '/$(

    ᇶ┙䚸䝁䜰ᇶ┙䛾኱䛝䛟ϭ䛴 Ɣ 䜶䞁䝗䝴䞊䝄䞊䛜⾜ື䛩䜛䛤䛸䛻  '/$( ᇶ┙䛻䝕䞊䝍䛜ὶ䜜㎸䜐 QSHIP 106IEPXMQI7]WXIQ 4VIHMGXMSR  Ųøí Ôŋŋ /%68)'SVI7]WXIQ øĬôŞŒøŎ IZIRXHEXE 4YF7YF XVEGO +') HEXE TVSGIWWMRK (EXEƼS[ GPSYH6YR XVMKKIV 4YF7YF TVIHMGXMSR %4- GPSYH6YR 10&EXGL7]WXIQ 8VEMR (ITPS] 10TMTIPMRI 4MTIPMRI QSHIPXVEMR 8VEMRMRK (ITPS]  )\TIVMQIRX 2SXIFSSO TVIHMGXMSR VIWYPX &MKXEFPI YWIVHEXE &MKXEFPI HEXEGEGLI 7TERRIV EPPHEXE &MKUYIV]
  13. 䚷䚷䡘䚷䚷χ̈̆̈̆§mX(Xŭē͌ ̈̆̈̆͌̇̇͌̆̌䚷䚷䡘䚷䚷wm²0䚷䚷䡘䚷 ̇̉ 䝁䜰ᇶ┙ 䛾䝁䜰ᇶ┙Ж*/ З QSHIP 106IEPXMQI7]WXIQ 4VIHMGXMSR 

    Ųøí Ôŋŋ /%68)'SVI7]WXIQ øĬôŞŒøŎ IZIRXHEXE 4YF7YF XVEGO +') HEXE TVSGIWWMRK (EXEƼS[ GPSYH6YR XVMKKIV 4YF7YF TVIHMGXMSR %4- GPSYH6YR 10&EXGL7]WXIQ 8VEMR (ITPS] 10TMTIPMRI 4MTIPMRI QSHIPXVEMR 8VEMRMRK (ITPS]  )\TIVMQIRX 2SXIFSSO TVIHMGXMSR VIWYPX &MKXEFPI YWIVHEXE &MKXEFPI HEXEGEGLI 7TERRIV EPPHEXE &MKUYIV]
  14. 䚷䚷䡘䚷䚷χ̈̆̈̆§mX(Xŭē͌ ̈̆̈̆͌̇̇͌̆̌䚷䚷䡘䚷䚷wm²0䚷䚷䡘䚷 ̇̊ 䝁䜰ᇶ┙ 2  ++ /%68)'SVI7]WXIQ )0. -

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  15. 䚷䚷䡘䚷䚷χ̈̆̈̆§mX(Xŭē͌ ̈̆̈̆͌̇̇͌̆̌䚷䚷䡘䚷䚷wm²0䚷䚷䡘䚷 ̇̋ 䝁䜰ϵ ᇶ┙ 2  ++ /%68)'SVI7]WXIQ )0.

    - XVEGO +') 䝁䜰ᇶ┙䛸␯䛺 ᇶ┙タィ せồ Ɣ ϫ. ௨ෆ䛻䜶䞁䝗䝴䞊䝄䞊䜈/$*)䜢㏉䛩ЖせồϫЗ Ɣ 䝁䜰ᇶ┙䛸 ᇶ┙䜢␯䛻䛩䜛 Ӡ᥋ྜ㒊ศ䛿௨ୗϬ䛴 Ŷ ண 䛾/-$"" -䛸䛺䜛㒊ศЖせồϬЗ Ŷ ண ⤖ᯝ䜢౑䛖㒊ศЖせồϭЗ  YWIVHEXE &MKXEFPI
  16. 䚷䚷䡘䚷䚷χ̈̆̈̆§mX(Xŭē͌ ̈̆̈̆͌̇̇͌̆̌䚷䚷䡘䚷䚷wm²0䚷䚷䡘䚷 ̇̌ 䝁䜰ϵ ᇶ┙ 2  ++ /%68)'SVI7]WXIQ )0.

    - XVEGO +') 䝁䜰ᇶ┙䛸␯䛺 ᇶ┙タィЖせồϫЗ せồϫ Ɣ ϫ. ௨ෆ䛻/$*)䜢䜶䞁䝗䝴䞊䝄䞊䛻㏉䛩 ゎỴᡭἲ Ɣ  ண 䛜ϫ. ௨ෆ䛻⤊䜟䜛ಖド䛜䛷䛝䛺䛔 Ɣ ண ⤖ᯝ䛿๓䛾 1 )/䛷ண ῭䜏䛾⤖ᯝ䜢 䛛䜙䛸䛳䛶䛟䜛 Ж 1 )/Ⓨ⏕᫬Ⅼ䛾ண ⤊஢䜢ᚅ䛯䛪䛻/$*)䜢 ㏉䛩З  106IEPXMQI 7]WXIQ 4VIHMGXMSR  TVIHMGXMSR VIWYPX &MKXEFPI -  YWIVHEXE &MKXEFPI
  17. 䚷䚷䡘䚷䚷χ̈̆̈̆§mX(Xŭē͌ ̈̆̈̆͌̇̇͌̆̌䚷䚷䡘䚷䚷wm²0䚷䚷䡘䚷 ̇̍ 䝁䜰ϵ ᇶ┙ 2  ++ /%68)7]WXIQ )0.

    - XVEGO +') 䝁䜰ᇶ┙䛸␯䛺 ᇶ┙タィЖせồϬЗ せồϬ Ɣ 䝁䜰ᇶ┙䛸 ᇶ┙䜢␯䛻䛩䜛 Жண 䛾/-$"" -䛸䛺䜛㒊ศЗ ゎỴᡭἲ Ɣ  1 )//䛾ཷ䛡Ώ䛧䛻0М0䛷䛝䜛ศᩓ 䜻䝳䞊䜢౑⏝䛩䜛 Ɣ 䝁䜰ᇶ┙䛷 1 )//䜢+0'$.#䛧䚸 ᇶ┙䛻 .0.-$ -䜢స䜛   106IEPXMQI7]WXIQ 4VIHMGXMSR  IZIRXHEXE 4YF7YF 1 )/ / HEXE TVSGIWWMRK (EXEƼS[ YWIVHEXE &MKXEFPI
  18. 䚷䚷䡘䚷䚷χ̈̆̈̆§mX(Xŭē͌ ̈̆̈̆͌̇̇͌̆̌䚷䚷䡘䚷䚷wm²0䚷䚷䡘䚷 ̇̎ 䝁䜰ϵ ᇶ┙ 2  ++ /%68)'SVI7]WXIQ )0.

    - XVEGO +') 䝁䜰ᇶ┙䛸␯䛺 ᇶ┙タィЖせồϭЗ せồϭ Ɣ 䝁䜰ᇶ┙䛸 ᇶ┙䜢␯䛻䛩䜛 Жண ⤖ᯝ䜢౑䛖㒊ศЗ ゎỴᡭἲ Ɣ  ண ⤖ᯝ䜢ಖᏑ䛩䜛ᑓ⏝䛾䜢⏝ព䛧䚸䝁䜰 ᇶ┙䛾䛻┤᥋᭩䛝㎸䜎䛺䛔 Ɣ  1 )/䛜Ⓨ⏕䛩䜛ẖ䛻ண ⤖ᯝ䜢ಖᏑ䛧䛶䛔䜛 䜢䝁䜰ᇶ┙䛛䜙ㄞ䜏䛻䛔䛝䚸 ᭱᪂䛾ண ⤖ᯝ䜢䝁䜰ᇶ┙䛾䛻᭩䛝㎸䜐 106IEPXMQI7]WXIQ 4VIHMGXMSR   TVIHMGXMSR VIWYPX &MKXEFPI -  *+4'/ .// YWIVHEXE &MKXEFPI TVIHMGXMSR %4- GPSYH6YR 2-$/
  19. 䚷䚷䡘䚷䚷χ̈̆̈̆§mX(Xŭē͌ ̈̆̈̆͌̇̇͌̆̌䚷䚷䡘䚷䚷wm²0䚷䚷䡘䚷 ̇̏  ᇶ┙   '/$( ᇶ┙䛷⪃䛘䜛䜉䛝ㄢ㢟䛾ゎỴ⟇ ㄢ㢟

    Ɣ  䝰䝕䝹 䛾'/ )4䛻䜘䜛 ௚䝅䝇䝔䝮䜈䛾ᝏᙳ㡪 Ɣ ⾜ື䛾᫬⣔ิ䝕䞊䝍䜢ண 䛻౑⏝ Ɣ ᵝ䚻䛺ᐇ㦂⎔ቃ䛾䝰䝕䝹 Ɣ ᑠேᩘ䛾䝏䞊䝮 ゎỴ⟇ Ɣ ౫Ꮡᛶ䜢ప䛟 Ɣ 㐣ཤ䝕䞊䝍䛾# Ɣ *& -$(" 䝧䞊䝇䛾 Ɣ 䝣䝹䝬䝛䞊䝆䝗䛾'*0 -1$ 䜢౑⏝
  20. 䚷䚷䡘䚷䚷χ̈̆̈̆§mX(Xŭē͌ ̈̆̈̆͌̇̇͌̆̌䚷䚷䡘䚷䚷wm²0䚷䚷䡘䚷 ̈̆  ᇶ┙   '/$( ᇶ┙ QSHIP

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  21. 䚷䚷䡘䚷䚷χ̈̆̈̆§mX(Xŭē͌ ̈̆̈̆͌̇̇͌̆̌䚷䚷䡘䚷䚷wm²0䚷䚷䡘䚷 ̈̇  ᇶ┙   '/$( ᇶ┙䛷䛾䝕䞊䝍ཷྲྀ䛛䜙ண 䜎䛷䛾ὶ䜜 䐟䝁䜰ᇶ┙䛛䜙HYHQWGDWD䜢ཷ䛡ྲྀ䜛

    䐠HYHQWGDWD䜢ᩚᙧ䛧䛶'%䛻FDFKH 䐡HYHQWGDWD䜢ᩚᙧ䚸ᢳฟ䛧䛶䚸3UHGLFWLRQ $3,䛻UHT㏦ಙ 䐢3UHGLFWLRQ$3,䛾୰䛷FDFKH'%䛛䜙 ⏕䝕䞊䝍䜢䛸䛳䛶䛝䛶ண 䜢⾜䛖 䐣3UHGLFWLRQ$3,䛛䜙ண ⤖ᯝ䜢'%䛻 ᭩䛝㎸䜏 QSHIP 106IEPXMQI7]WXIQ 4VIHMGXMSR  IZIRXHEXE 4YF7YF HEXE TVSGIWWMRK (EXEƼS[ GPSYH6YR XVMKKIV 4YF7YF TVIHMGXMSR %4- GPSYH6YR  TVIHMGXMSR VIWYPX &MKXEFPI HEXEGEGLI 7TERRIV 䐟 䐠 䐡 䐢 䐣
  22. 䚷䚷䡘䚷䚷χ̈̆̈̆§mX(Xŭē͌ ̈̆̈̆͌̇̇͌̆̌䚷䚷䡘䚷䚷wm²0䚷䚷䡘䚷 ̈̈  ᇶ┙   '/$( ᇶ┙䛷䛾䝕䞊䝍ཷྲྀ䛛䜙ண 䜎䛷䛾ὶ䜜 䐟䝁䜰ᇶ┙䛛䜙HYHQWGDWD䜢ཷ䛡ྲྀ䜛

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  23. 䚷䚷䡘䚷䚷χ̈̆̈̆§mX(Xŭē͌ ̈̆̈̆͌̇̇͌̆̌䚷䚷䡘䚷䚷wm²0䚷䚷䡘䚷 ̈̉ /# QSHIP 106IEPXMQI7]WXIQ  4VIHMGXMSR  IZIRXHEXE

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  26. 䚷䚷䡘䚷䚷χ̈̆̈̆§mX(Xŭē͌ ̈̆̈̆͌̇̇͌̆̌䚷䚷䡘䚷䚷wm²0䚷䚷䡘䚷 ̈̌ - $/$*) QSHIP 106IEPXMQI7]WXIQ 4VIHMGXMSR  IZIRXHEXE

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  27. 䚷䚷䡘䚷䚷χ̈̆̈̆§mX(Xŭē͌ ̈̆̈̆͌̇̇͌̆̌䚷䚷䡘䚷䚷wm²0䚷䚷䡘䚷 ̈̍ - $/$*) '*00)䛸䛿 Ɣ *& -*)/$) -䜢⡆༢䛻

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  32. 䚷䚷䡘䚷䚷χ̈̆̈̆§mX(Xŭē͌ ̈̆̈̆͌̇̇͌̆̌䚷䚷䡘䚷䚷wm²0䚷䚷䡘䚷 ̉̈ 䜎䛸䜑 䜎䛸䜑䛸௒ᚋ䛾ㄢ㢟 Ɣ 0/䜶䞁䝆䝙䜰䛾䜏䛷0/UHDOWLPHᇶ┙䜢సᡂ䛧䛯 Ɣ 0/䝰䝕䝹䜢䝸䜰䝹䝍䜲䝮䛾䜰䝥䝸䜿䞊䝅䝵䞁䛸䛧䛶ᢅ䛖ㄢ㢟䜢⪃䛘䛺䛜䜙ᐇ⿦ ż

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