PLAIDにおけるリアルタイム予測基盤

by nichimu

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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 ̇

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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

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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

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

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

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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

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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䛻ุู

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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

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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

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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౑⏝

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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౑⏝

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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]WXIQ4VIHMGXMSR Ųøí Ôŋŋ /%68)'SVI7]WXIQ øĬôŞŒøŎ IZIRXHEXE 4YF7YF XVEGO +') HEXE TVSGIWWMRK (EXEƼS[ GPSYH6YR XVMKKIV 4YF7YF TVIHMGXMSR %4- GPSYH6YR 10&EXGL7]WXIQ8VEMR (ITPS] 10TMTIPMRI 4MTIPMRI QSHIPXVEMR 8VEMRMRK (ITPS] )\TIVMQIRX 2SXIFSSO TVIHMGXMSR VIWYPX &MKXEFPI YWIVHEXE &MKXEFPI HEXEGEGLI 7TERRIV EPPHEXE &MKUYIV]

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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]WXIQ4VIHMGXMSR Ųøí Ôŋŋ /%68)'SVI7]WXIQ øĬôŞŒøŎ IZIRXHEXE 4YF7YF XVEGO +') HEXE TVSGIWWMRK (EXEƼS[ GPSYH6YR XVMKKIV 4YF7YF TVIHMGXMSR %4- GPSYH6YR 10&EXGL7]WXIQ8VEMR (ITPS] 10TMTIPMRI 4MTIPMRI QSHIPXVEMR 8VEMRMRK (ITPS] )\TIVMQIRX 2SXIFSSO TVIHMGXMSR VIWYPX &MKXEFPI YWIVHEXE &MKXEFPI HEXEGEGLI 7TERRIV EPPHEXE &MKUYIV]

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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. - XVEGO +') 䛾䝁䜰ᇶ┙Ж*/ З 䜶䞁䝗䝴䞊䝄䛛䜙䛾 1 )//䜢ཷ䛡ྲྀ䜚䚸䜶䞁䝗䝴䞊䝄䛾≧ ែ䜢ィ⟬䛧䚸≧ែ䛻ᛂ䛨䛯/$*)䜢ϫ. ௨ෆ䛻㏉䛩 ^ HYHQWBQDPHYLHZ V\QFBGDWH³87& NH\V^ DSLBNH\[[[[[[ XVHUBLG\\\\ VHVVLRQBLG\\\\B ` SDJHKWWSVSODLGFRMS YDOXHV^ YLHZ^ WLWOH䝖䝑䝥䝨䞊䝆 YLHZBQDPHWRS V\VWHPBLQIR^ GHYLFHL3KRQH RVL26 ³EURZVHU1DWLYHBL26 ` ` ` VHJPHQWV>³FKHFNHGBSURGXFW$´³VWD\BPLQ´@ ` 1 )//౛ 1 )// /$*) YWIVHEXE &MKXEFPI /$*)౛

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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

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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

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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

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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-$/

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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౑⏝

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䚷䚷䡘䚷䚷χ̈̆̈̆§mX(Xŭē͌ ̈̆̈̆͌̇̇͌̆̌䚷䚷䡘䚷䚷wm²0䚷䚷䡘䚷 ̈̆ ᇶ┙ '/$( ᇶ┙ QSHIP 106IEPXMQI7]WXIQ4VIHMGXMSR Ųøí Ôŋŋ /%68)'SVI7]WXIQ øĬôŞŒøŎ IZIRXHEXE 4YF7YF XVEGO +') HEXE TVSGIWWMRK (EXEƼS[ GPSYH6YR XVMKKIV 4YF7YF TVIHMGXMSR %4- GPSYH6YR 10&EXGL7]WXIQ8VEMR (ITPS] 10TMTIPMRI 4MTIPMRI QSHIPXVEMR 8VEMRMRK (ITPS] )\TIVMQIRX 2SXIFSSO TVIHMGXMSR VIWYPX &MKXEFPI YWIVHEXE &MKXEFPI HEXEGEGLI 7TERRIV EPPHEXE &MKUYIV]

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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]WXIQ4VIHMGXMSR IZIRXHEXE 4YF7YF HEXE TVSGIWWMRK (EXEƼS[ GPSYH6YR XVMKKIV 4YF7YF TVIHMGXMSR %4- GPSYH6YR TVIHMGXMSR VIWYPX &MKXEFPI HEXEGEGLI 7TERRIV 䐟䐠䐡䐢䐣

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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]WXIQ4VIHMGXMSR IZIRXHEXE 4YF7YF HEXE TVSGIWWMRK (EXEƼS[ GPSYH6YR XVMKKIV 4YF7YF TVIHMGXMSR %4- GPSYH6YR TVIHMGXMSR VIWYPX &MKXEFPI HEXEGEGLI 7TERRIV 䐟䐠䐡䐢䐣

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䚷䚷䡘䚷䚷χ̈̆̈̆§mX(Xŭē͌ ̈̆̈̆͌̇̇͌̆̌䚷䚷䡘䚷䚷wm²0䚷䚷䡘䚷 ̈̉ /# QSHIP 106IEPXMQI7]WXIQ 4VIHMGXMSR IZIRXHEXE 4YF7YF HEXE TVSGIWWMRK (EXEƼS[ 1 )//# 䛻ᑐ䛩䜛せồ Ɣ ⾜ື䝻䜾䜢ಖᏑ䛷䛝䜛 Ɣ - М2-$/ 䛾'/ )4䛜ᑠ䛥䛔 Ɣ 䛷䝕䞊䝍䜢ྲྀ䜚ฟ䛫䜛 Жᐇ㦂᫬䛸䜋䜌ྠ䛨๓ฎ⌮ 䛜౑䛘䜛З Ɣ PRGHO䛤䛸䛻VFKHPD䜢䛛䛘䛯WDEOH䜢స䜙䛺䛔 Ɣ 䜲䞁䝣䝷䛾⟶⌮䝁䝇䝖䜢䛛䛡䛺䛔䝣䝹䝬䝛䞊䝆䝗 Ɣ ኱㔞䛾䝕䞊䝍䜢ᢅ䛘䜛䝇䜿䞊䝹ᛶ GPSYH6YR XVMKKIV 4YF7YF ĺ&ORXG6SDQQHU䜢౑⏝ HEXEGEGLI 7TERRIV

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䚷䚷䡘䚷䚷χ̈̆̈̆§mX(Xŭē͌ ̈̆̈̆͌̇̇͌̆̌䚷䚷䡘䚷䚷wm²0䚷䚷䡘䚷 ̈̊ /# '*0+)) -䛸䛿 Ɣ 䛜సᡂ䛧䛯䝣䝹䝬䝛䞊䝆䝗 Ɣ 䛜᭩䛡䜛 Ɣ ↓ไ㝈䛾Ỉᖹ䝇䜿䞊䝸䞁䜾 Ɣ ప䝺䜲䝔䞁䝅 Ɣ 䝇䜻䞊䝬ኚ᭦䛻䝎䜴䞁䝍䜲䝮䛺䛧

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䚷䚷䡘䚷䚷χ̈̆̈̆§mX(Xŭē͌ ̈̆̈̆͌̇̇͌̆̌䚷䚷䡘䚷䚷wm²0䚷䚷䡘䚷 ̈̋ /# '*0+)) -䛾ᝎ䜎䛧䛔Ⅼ Ɣ 䝔䞊䝤䝹タィ䛻䝁䝒䛜䛔䜛 Ɣ 77/䛜Ꮡᅾ䛧䛺䛔FDFKHGDWD䛜䛯䜎䜚⥆䛡䜛 Ɣ ᐇ㦂%LJTXHU\䛷䛿౑䛘䛯64/䛜6SDQQHU䛻ᑐᛂ䛧䛶䛺䛔䛣䛸䛜䛒䜛 Ɣ 64/䛾᭩䛝᪉䛸LQGH[䛾㈞䜚᪉䛷ODWHQF\䛜኱䛝䛟ኚ䜟䜛 Ɣ VORZTXHU\䜢䛺䛢䛯䛸䛝䛻䚸඲య䛾ODWHQF\䛻ᙳ㡪䛩䜛 64/䛜䛛䛡䜛䛺䛹䛾ᰂ㌾ᛶ䛿䛒䜛䛜䚸௚䛾'%%LJWDEOH䜒䜎䛰᳨ウ୰

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䚷䚷䡘䚷䚷χ̈̆̈̆§mX(Xŭē͌ ̈̆̈̆͌̇̇͌̆̌䚷䚷䡘䚷䚷wm²0䚷䚷䡘䚷 ̈̌ - $/$*) QSHIP 106IEPXMQI7]WXIQ4VIHMGXMSR IZIRXHEXE 4YF7YF HEXE TVSGIWWMRK (EXEƼS[ GPSYH6YR XVMKKIV 4YF7YF TVIHMGXMSR %4- GPSYH6YR - $/$*) 䛻ᑐ䛩䜛せồ TVIHMGXMSR VIWYPX &MKXEFPI Ɣ ⮬⏤䛺⎔ቃ䛷⮬⏤䛺䝁䞊䝗䜢 +'*4䛷䛝䜛 Ɣ ᵝ䚻䛺䝰䝕䝹䜢኱㔞䛻 +'*4䛷䛝䜛 Ɣ +'*4䛧䛯」ᩘ䛾(* 'ྠኈ䛜ᙳ㡪䜢 ୚䛘ྜ䜟䛺䛔 Ɣ 䜲䞁䝣䝷⟶⌮䝁䝇䝖䜢䛛䛡䛺䛔 Ж䝣䝹䝬䝛䞊䝆䝗З Ɣ ኱㔞- ,0 ./䛻ᑐ䛩䜛䝇䜿䞊䝹ᛶ ĺ&ORXG5XQ䜢౑⏝ HEXEGEGLI 7TERRIV

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䚷䚷䡘䚷䚷χ̈̆̈̆§mX(Xŭē͌ ̈̆̈̆͌̇̇͌̆̌䚷䚷䡘䚷䚷wm²0䚷䚷䡘䚷 ̈̍ - $/$*) '*00)䛸䛿 Ɣ *& -*)/$) -䜢⡆༢䛻 +'*4䛷䛝䜛 Ӡ⮬⏤䛻䝁䞊䝗䜢᭩䛡䜛 Ɣ 䝣䝹䝬䝛䞊䝆䝗䚸䜸䞊䝖䝇䜿䞊䝹 Ɣ ๓䛾1 -.$*)䛻ᡠ䛩䛣䛸䜒⡆༢ Ɣ *)/$) -୍䛴䛻ᑐ䛧䚸୍䛴䛾 )+*$)/ Ӡ」ᩘ䛾(* 'ྠኈ䛜ᙳ㡪䜢୚䛘ྜ䜟䛺䛔 Ɣ *& -$(" 䜢ᣦᐃ䛩䜜䜀䝁䝬䞁䝗୍䛴䛷 +'*4ྍ⬟ Ж0 !'*2$+ '$) 䛛䜙 +'*4*(()䜢䛖䛳䛶䛔䜛З

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䚷䚷䡘䚷䚷χ̈̆̈̆§mX(Xŭē͌ ̈̆̈̆͌̇̇͌̆̌䚷䚷䡘䚷䚷wm²0䚷䚷䡘䚷 ̈̎ - $/$*) '*00)䛾ᝎ䜎䛧䛔Ⅼ Ж௒ᚋ䛷䛶䛟䜛䛛䜒ϴϴϴЗ Ɣ 䝰䝕䝹䛾ᩘ䛜ቑ኱䛧䛶䛔䛳䛯䛸䛝䛾䝰䝕䝹⟶⌮䛜኱ኚ䛭䛖 ⌧≧䚸≉䛻䛿䛺䛔

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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౑⏝

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䚷䚷䡘䚷䚷χ̈̆̈̆§mX(Xŭē͌ ̈̆̈̆͌̇̇͌̆̌䚷䚷䡘䚷䚷wm²0䚷䚷䡘䚷 ̉̆ '*0 -1$ 䝣䝹䝬䝛䞊䝆䝗䛾'*0 -1$ 䛾฼Ⅼ Ɣ 䜶䞁䝆䝙䜰䛾䜏䛷ᇶ┙䜢ᵓᡂ䛷䛝䜛 Ɣ 䜲䞁䝣䝷⟶⌮䛾䝁䝇䝖䛜ప䛔 Ɣ ኱㔞䝕䞊䝍䚸኱㔞䝸䜽䜶䝇䝖䜢ᢅ䛘䜛䝇䜿䞊䝹ᛶ䜢䜒䛯䛫䜙䜜䜛 Ɣ 䝕䞊䝍䛾ᶒ㝈⟶⌮䛜⡆༢ '/$( ᇶ┙䛾䛩䜉䛶䛾*(+*) )/䛷䝣䝹䝬䝛䞊䝆䝗䛾'*0 -1$ 䜢౑⏝

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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

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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 䝰䝕䝹䛾'/ )4䛻䜘䜛௚䝅䝇䝔䝮䜈䛾ᝏᙳ㡪 ż ⾜ື䛾᫬⣔ิ䝕䞊䝍䜢ண 䛻౑⏝ ż ᵝ䚻䛺ᐇ㦂⎔ቃ䛾䝰䝕䝹 ż ᑠேᩘ䛾䝏䞊䝮 Ɣ &ORXG6HUYLFH䜢౑䛖䛣䛸䛷䚸䜲䞁䝣䝷⟶⌮䜔䝇䜿䞊䝹䛺䛹䛜⡆༢䛻 Ɣ FDFKH'%䛾ᰂ㌾ᛶ䛸㐠⏝㠃䛾䝖䝺䞊䝗䜸䝣䜢䛹䛖䛸䜛䛛 Ɣ GHSOR\䛧䛯䝰䝕䝹䛾⟶⌮䜔0/ᇶ┙඲య䛾┘ど䜢⪃䛘䛶䛔䛟ᚲせ