オンライン機械学習基盤の開発と活用実績

by LINEヤフーTech (LY Corporation Tech)

Slide 1

Slide 1 text

-:$PSQPSBUJPO ΦϯϥΠϯػցֶशج൫ͷ ։ൃͱ׆༻࣮੷ +VOLJ*TIJLBXB %4(.-EFQU.PEFM%FWFMPQNFOUUFBN

Slide 2

Slide 2 text

-:$PSQPSBUJPO -*/&גࣜձࣾ ৽ଔ -*/&Ϡϑʔגࣜձࣾ Ϟσϧ։ൃ̎νʔϜνʔϜϦʔμʔ +VOLJ *TIJLBXB %BUB(SPVQ%4(.-EFQU .PEFMEFW5FBNMFBEFS

Slide 3

Slide 3 text

-:$PSQPSBUJPO "HFOEB ΠϯτϩμΫγϣϯ ಺੡ϓϩμΫτ঺հ:BNMB:BNMB4USFBNJOH ಺੡ϓϩμΫτ঺հ03&NU03& αʔϏεద༻ࣄྫ-*/&/&84 ·ͱΊ

Slide 4

Slide 4 text

-:$PSQPSBUJPO ΠϯτϩμΫγϣϯ ͜Ε·Ͱͷػցֶश؀ڥ -*/& -*/&Ϡϑʔ Ͱ͸ɺػցֶशαʔϏεʹؔΘΔେ෦෼ΛΦϑϥΠϯόονͰఏڙ͖ͯͨ͠ ྫ͑͹ʜ 👉 ಛ௃ྔͷܭࢉ4QBSLͰܭࢉͯ͠ςʔϒϧʹอଘ 👉 Ϟσϧͷֶश4QBSLͰσʔληοτΛ࡞੒ͯ͠อଘɺ(16ϚγϯͰಡΈग़͠ͳ͕Βֶश 👉 Ϟσϧͷਪ࿦·ͱΊͯਪ࿦Λߦ͍ɺςʔϒϧʹอଘͯ͠ڞ༗ ίετ΍Մ༻ੑɺ࠶ݱੑͳͲͷ؍఺͔ΒɺػցֶशλεΫ͸ΦϑϥΠϯͰߦΘΕΔ͜ͱ͕ଟ͍

Slide 5

Slide 5 text

-:$PSQPSBUJPO ΠϯτϩμΫγϣϯ ͜Ε·Ͱͷػցֶश؀ڥ ྫ͑͹-*/&/&84Ͱ͸ɺఆ࣌όονͰϢʔβʔ͝ͱͷਪનهࣄΛੜ੒͠ɺ ΦϯϥΠϯετϨʔδΛ௨ͯ͡αʔϏεଆʹఏڙ͍ͯͨ͠ 4FSWJDFTJEF   4FSWFS 👍

Slide 6

Slide 6 text

-:$PSQPSBUJPO .FSJU %FNFSJU ΠϯτϩμΫγϣϯ ΦϑϥΠϯͰߦ͏ػցֶश 👍 ҆ఆੑ͕ߴ͍ 👍 େྔͷܭࢉϦιʔεΛѻ͍΍͍͢ 👍 ࣮ݧΛճ͠΍͘͢࠶ݱੑ͕ߴ͍ 👎 ΦϑϥΠϯਪ࿦͸Ͱ͖Δ͜ͱʹݶք͕͋Δ 👎 σʔλɾίϯηϓτυϦϑτʹऑ͍ 👎 ߴස౓ͳ࣮ߦ͸ແବ͕ଟ͍

Slide 7

Slide 7 text

-:$PSQPSBUJPO ΠϯτϩμΫγϣϯ ΦϯϥΠϯͰಈ͔͢ػցֶश ଟ͘ͷαʔϏεʹ.-Λಋೖ͍ͯͬͨ݁͠ՌʮΑΓ৽઱ͳಛ௃ྔͰͷਪ࿦ʯ΍ ʮΑΓߴස౓ͳϞσϧֶशʯ͕ٻΊΒΕΔΑ͏ʹͳ͖ͬͯͨ ྫ͑͹ɺ 👉 ΫϥΠΞϯτͷίϯςΩετΛऔΓೖΕΔਪ࿦   👉 ίʔϧυελʔτͳΞΠςϜ͕ଟ͍αʔϏε   👉 τϨϯυ͕ߴස౓ʹҠΓมΘ͍ͬͯ͘αʔϏε

Slide 8

Slide 8 text

-:$PSQPSBUJPO ΠϯτϩμΫγϣϯ ΦϯϥΠϯͰಈ͔͢ػցֶश ͜ͷ਺೥ؒͰΦϯϥΠϯ.-ج൫ߏஙʹ޲͚ͯऔΓ૊ΜͰ͖ͨ͜ͱ   👉 'FBUVSF4UPSFͷ੔උ   👉 ΦϯϥΠϯͰͷϞσϧਪ࿦   👉 ετϦʔϛϯάॲཧͷಋೖ   👉 ΦϯϥΠϯͰͷϕΫτϧݕࡧ   👉 ΦϯϥΠϯֶशͷಋೖ

Slide 9

Slide 9 text

-:$PSQPSBUJPO ΠϯτϩμΫγϣϯ ΦϯϥΠϯͰಈ͔͢ػցֶश ͜ͷ਺೥ؒͰΦϯϥΠϯ.-ج൫ߏஙʹ޲͚ͯऔΓ૊ΜͰ͖ͨ͜ͱ   👉 'FBUVSF4UPSFͷ੔උ   👉 ΦϯϥΠϯͰͷϞσϧਪ࿦   👉 ετϦʔϛϯάॲཧͷಋೖ   👉 ΦϯϥΠϯͰͷϕΫτϧݕࡧ   👉 ΦϯϥΠϯֶशͷಋೖ ͜ΕΒΛϓϩμΫτԽ͠ɺԣల։Մೳʹ

Slide 10

Slide 10 text

-:$PSQPSBUJPO ಺੡ϓϩμΫτ঺հ :BNMB:BNMB4USFBNJOH ✔5FDI7FSTFͱ͍͏ΠϕϯτͰৄࡉʹղઆ͍ͯ͠ΔͷͰɺৄࡉ͕஌Γ͍ͨํ͸ͪ͜Β IUUQTZPVUVCFR*E.:G+"QPP

Slide 11

Slide 11 text

-:$PSQPSBUJPO :BNMB ΦϯϥΠϯֶशɾਪ࿦ϓϥοτϑΥʔϜ 3VTU੡ͷΦϯϥΠϯֶशɾΦϯϥΠϯਪ࿦ͷ྆ํΛ͜ͳͤΔϓϥοτϑΥʔϜ -FBSOFS 1SFEJDUPS 1BSBN)VCͷ͔̏ͭΒͳΓɺҰͭͷΫϥελͰෳ਺ͷϞσϧΛ࣋ͯΔ Ϟσϧʹ͸*%͕ৼΒΕ͓ͯΓɺϦΫΤετ࣌ʹͲͷϞσϧΛѻ͏͔ࢦఆ͢Δ -FBSOFS 1SFEJDUPS 1BSBN)VC 0CKFDU   4UPSBHF

Slide 12

Slide 12 text

-:$PSQPSBUJPO :BNMB ΦϯϥΠϯֶशɾਪ࿦ϓϥοτϑΥʔϜ ֶशσʔλ ಛ௃ྔͱ໨తม਺ Λ-FBSOFSʹ౤͛ΔͱɺϞσϧ͕ߋ৽͞ΕΔ ߋ৽͞Εͨύϥϝʔλʔ͸ਵ࣌1BSBN)VCʹಉظ͞Ε͍ͯ͘ 1BSBN)VC͸ΦϒδΣΫτετϨʔδ΁ͷόοΫΞοϓ΋ߦ͏ -FBSOFS 1SFEJDUPS 1BSBN)VC 0CKFDU   4UPSBHF NPEFMJEYYYYYYYYYYYY

Slide 13

Slide 13 text

-:$PSQPSBUJPO :BNMB ΦϯϥΠϯֶशɾਪ࿦ϓϥοτϑΥʔϜ ಛ௃ྔΛ1SFEJDUPSʹ౤͛ΔͱɺֶशࡁΈϞσϧͰਪ࿦ͨ͠༧ଌ݁ՌΛฦ͢ 1SFEJDUPS͸ඇಉظʹ1BSBN)VC͔Β৽͍͠ύϥϝʔλʔΛऔಘͯ͠ஔ͖׵͑Δ -FBSOFS 1SFEJDUPS 1BSBN)VC 0CKFDU   NPEFMJEYYYYYYYYYYYY

Slide 14

Slide 14 text

-:$PSQPSBUJPO :BNMB ΦϯϥΠϯֶशɾਪ࿦ϓϥοτϑΥʔϜ λεΫ 3FHSFTTJPO .VMUJMBCFMDMBTTJGJDBUJPO .VMUJDMBTTDMBTTJGJDBUJPO   Ϟσϧ .-1 .-1.JYFS .BTL/FU 5SBOTGPSNFS   ͦͷଞͷಛ௃ .PEFMGPSL DMPOF %ZOBNJDCBUDIJOH &QJTUFNJD/FVSBM/FUXPSLT< > <>IUUQTBSYJWPSHBCT <>IUUQTBSYJWPSHBCT

Slide 15

Slide 15 text

-:$PSQPSBUJPO :BNMB4USFBNJOH ΦϯϥΠϯֶशΛࢧԉ͢Δ֦ுίϯϙʔωϯτ :BNMB͸ΦϯϥΠϯͰϞσϧͷਪ࿦Λͭͭ͠ɺཪͰ࠷దԽΛճ͢؀ڥΛఏڙͯ͘͠ΕΔ͕ɺ ͦͷֶशσʔλࣗମ΋χΞϦΞϧλΠϜͰ༻ҙ͠ͳ͍ͱޮՌ͕ബ͍ ·ͨɺֶश࣌ͱਪ࿦࣌ͰɺͦΕͧΕಠཱͯ͠ಛ௃ྔΛ࡞੒͢Δͷ΋େมͳ͜ͱ͕ଟ͍ -FBSOFS 1SFEJDUPS 1BSBN)VC 4FSWFS

Slide 16

Slide 16 text

-:$PSQPSBUJPO :BNMB4USFBNJOH ΦϯϥΠϯֶशΛࢧԉ͢Δ֦ுίϯϙʔωϯτ ਪનͷΑ͏ͳαʔϏεͰ͸ɺϞσϧͷਪ࿦݁Ռʹର͢ΔϢʔβʔΞΫγϣϯ͕ਖ਼ղσʔλͱͳΔ ਪ࿦࣌ͷಛ௃ྔͱɺͦͷਪ࿦ʹର͢ΔΞΫγϣϯΛूΊΕ͹ɺֶश͕ߦ͑ͦ͏Ͱ͋Δ -FBSOFS 1SFEJDUPS 1BSBN)VC 4FSWFS 👍 👍

Slide 17

Slide 17 text

-:$PSQPSBUJPO :BNMB4USFBNJOH ΦϯϥΠϯֶशΛࢧԉ͢Δ֦ுίϯϙʔωϯτ :BNMB4USFBNJOH͸ɺਪ࿦࣌ͷಛ௃ྔͷετϦʔϜͱϥϕϧ৘ใͷετϦʔϜ͔Β ਵֶ࣌शσʔλΛੜ੒͠ͳ͕ΒܧଓతͳֶशΛ࣮ݱ͢Δ -FBSOFS 1SFEJDUPS 1BSBN)VC 4FSWFS 👍 1SFEJDUJPO   %JTQBUDIFS -FBSOJOH   %JTQBUDIFS 👍 &WFOU+PJOFS

Slide 18

Slide 18 text

-:$PSQPSBUJPO ಺੡ϓϩμΫτ঺հ 0OMJOF3FDPNNFOEFS&OHJOF 03& NU03&

Slide 19

Slide 19 text

-:$PSQPSBUJPO 0OMJOF3FDPNNFOEFS&OHJOF ΦϯϥΠϯਪનΤϯδϯ (P੡ͷΦϯϥΠϯਪનΛߦ͏ͨΊͷػೳ܈͔ΒͳΔαʔόʔ ީิੜ੒ɾಛ௃ྔੜ੒ɾଟஈϦϥϯΩϯάͳͲͷػೳΛ࣋ͪɺ͢΂ͯͷઃఆΛ:".-Ͱهड़Ͱ͖Δ ༷ʑͳετϨʔδ΍ਪ࿦αʔόʔͳͲɺ֎෦αʔϏεͷݺͼग़͠΋ߦ͏

Slide 20

Slide 20 text

-:$PSQPSBUJPO 0OMJOF3FDPNNFOEFS&OHJOF ΦϯϥΠϯਪનΤϯδϯ $BOEJEBUF (FOFSBUPS 6TFS*% 3FDPNNFOE

Slide 21

Slide 21 text

-:$PSQPSBUJPO 0OMJOF3FDPNNFOEFS&OHJOF ΦϯϥΠϯਪનΤϯδϯ $BOEJEBUF (FOFSBUPS 6TFS*% 3BOLFS 3FDPNNFOE

Slide 22

Slide 22 text

-:$PSQPSBUJPO 0OMJOF3FDPNNFOEFS&OHJOF ΦϯϥΠϯਪનΤϯδϯ $BOEJEBUF (FOFSBUPS 6TFS*% 3BOLFS $BOEJEBUF (FOFSBUPS 3FDPNNFOE

Slide 23

Slide 23 text

-:$PSQPSBUJPO 0OMJOF3FDPNNFOEFS&OHJOF ΦϯϥΠϯਪનΤϯδϯ $BOEJEBUF (FOFSBUPS 6TFS*% 3BOLFS $BOEJEBUF (FOFSBUPS 3BOLFS 3BOLFS 3FDPNNFOE

Slide 24

Slide 24 text

-:$PSQPSBUJPO NU03& Ϛϧνςφϯτܕͷ03&ϗεςΟϯάαʔϏε 03&Λ؆୯ʹϗεςΟϯάͰ͖ΔαʔϏε (JU)VCͰ؅ཧ͞Ε͓ͯΓɺ13Λ౤͛Δ͚ͩͰ03&ΛىಈͰ͖Δ -#΍ೝূػೳɺ5SJUPO*OGFSFODF4FSWFSͷΑ͏ͳਪ࿦αʔόʔ΋ಉ࣌ʹϗεςΟϯάͰ͖Δ Ϣʔβʔ͸ࣗ෼ͨͪͰϦιʔεௐୡΛ͢Δඞཁ͕ͳ͘ɺ؆୯ʹ03&ΛݐͯΒΕΔ

Slide 25

Slide 25 text

-:$PSQPSBUJPO ঺հͨ͠಺੡ϓϩμΫτ·ͱΊ ίϯηϓτɾػೳ ࣮ݱͰ͖Δ͜ͱ :BNMB ΦϯϥΠϯֶशਪ࿦αʔόʔ ΦϯϥΠϯͰϞσϧਪ࿦ͱ ϞσϧͷֶशΛಉ࣌ʹߦ͏ :BNMB4USFBNJOH ετϦʔϛϯάֶशࢧԉػߏ ໨తม਺ΛετϦʔϜͰ౉͚ͩ͢Ͱ χΞϦΞϧλΠϜͰͷֶश 03& ΦϯϥΠϯਪનαʔόʔ :".-ϑΝΠϧͷΈͰ   ༷ʑͳਪનϩδοΫͷఏڙ NU03& (JU0QTʹଇͬͨ   03&ͷϗεςΟϯά؀ڥ 13Λग़͚ͩ͢ͰਪનαʔόʔΛσϓϩΠ

Slide 26

Slide 26 text

-:$PSQPSBUJPO αʔϏεద༻ࣄྫ -*/&/&84'PS:PV

Slide 27

Slide 27 text

-:$PSQPSBUJPO -*/&/&84'PS:PV αʔϏεͷಛੑ -*/&/&84Ͱ͸ɺχϡʔεهࣄͱ͍͏઱౓͕ߴ͍ίϯςϯπΛѻ͓ͬͯΓɺ ͨ͘͞Μ͋Δهࣄͷத͔Βͦͷ࣌Ϣʔβʔ͕ಡΈ͍ͨهࣄΛਪન͢Δ͜ͱ͕ٻΊΒΕΔ   ͦͷͨΊɺΑΓ઱౓ͷߴ͍ಛ௃ྔΛѻ͍ɺΑΓߴස౓ʹϞσϧΛֶशͤ͞ɺ ੈؒͷτϨϯυ΍ϢʔβʔͷڵຯͷҠΓมΘΓʹ௥ै͢Δඞཁ͕͋Δ   👉 χϡʔελϒͷτοϓϖʔδ 'PS:PV ʹฒ΂ΔਪનهࣄΛฦ͢ 👉 ίϯςϯπͷ༗ޮظݶ͸਺࣌ؒʙ਺೔ 👉 ਺ेd਺ඦNTͰਪનΛฦ͢ 👉 ϐʔΫλΠϜʹ͸਺ઍ214ͷϦΫΤετ͕ඈΜͰ͘Δ

Slide 28

Slide 28 text

-:$PSQPSBUJPO -*/&/&84'PS:PV ΦϑϥΠϯόονͷΈͰͷߏ੒ ਺࣌ؒى͖ʹΞΫςΟϒϢʔβʔ΁ͷਪનϦετΛ࡞੒͠ɺ%#Λ௨ͯ͡αʔϏεαΠυʹఏڙ Ϟσϧͷֶश͸೔ʹ਺ճߦ͏ ৽نهࣄ΍ϢʔβʔΞΫγϣϯ͸ετϦʔϜͰಧ͚ΒΕɺ%#΁ӬଓԽ͞ΕΔ 4FSWJDFTJEF   4FSWFS 👍

Slide 29

Slide 29 text

-:$PSQPSBUJPO -*/&/&84'PS:PV 03&ಋೖ ΦϯϥΠϯਪનͷͨΊʹ03&Λಋೖ ͜ͷ࣌఺Ͱ͸ϩδοΫతͳมԽ͸ͳ͍ αʔϏεαΠυͱͷؒʹΦϯϥΠϯਪનͷͨΊͷ"1*Λಋೖ͢Δ͜ͱ͕໨త 4FSWJDFTJEF   4FSWFS 03& 👍

Slide 30

Slide 30 text

-:$PSQPSBUJPO -*/&/&84'PS:PV ΦϯϥΠϯϥϯΧʔͷಋೖ $53༧ଌϞσϧΛֶशͤ͞ɺ5SJUPO*OGFSFODF4FSWFSͰΦϯϥΠϯਪ࿦ Ϣʔβʔಛ௃ྔ΍ΞΠςϜಛ௃ྔΛఆ࣌όονͰ%#ʹ४උ 4FSWJDFTJEF   4FSWFS 03& 👍

Slide 31

Slide 31 text

-:$PSQPSBUJPO -*/&/&84'PS:PV ΦϯϥΠϯ"//ͷಋೖ ΦϯϥΠϯ"//Λซ༻͢Δ͜ͱͰɺಈతͳީิੜ੒Λ࣮ݱ ίϯςϯπϕʔεͷΤϯίʔμʔͰೖߘ͞ΕͨهࣄΛ͙͢ʹ"//ΠϯσοΫεʹొ࿥ 4FSWJDFTJEF   4FSWFS 03& 👍

Slide 32

Slide 32 text

-:$PSQPSBUJPO -*/&/&84'PS:PV ಛ௃ྔͷετϦʔϛϯάܭࢉ *UFN$53ͷΑ͏ͳಛ௃ྔΛ઱౓ߴ͘ѻ͏ͨΊɺετϦʔϛϯάܭࢉΛಋೖ͢Δ ࣾ಺ͷ,BGLBج൫Ͱར༻Ͱ͖ΔLTRM%#Λར༻ 4FSWJDFTJEF   4FSWFS 03& 👍

Slide 33

Slide 33 text

-:$PSQPSBUJPO -*/&/&84'PS:PV :BNMBಋೖ 5SJUPO*OGFSFODF4FSWFSΛ:BNMBʹஔ͖׵͑ ϞσϧΛεΫϥονͰֶश͢Δඞཁ͕ͳ͘ͳΓɺσϓϩΠ·Ͱͷ࣌ؒ΋୹ॖ 4FSWJDFTJEF   4FSWFS 03& 👍 :BNMB

Slide 34

Slide 34 text

-:$PSQPSBUJPO -*/&/&84'PS:PV :BNMB4USFBNJOHಋೖ :BNMB4USFBNJOHΛಋೖ͠ɺΦϯϥΠϯֶशΛಋೖ ਪનʹରͯ͠Ϣʔβʔ͕ϦΞΫγϣϯ͔ͯ͠Βɺ਺෼Ͱֶशσʔλʹ൓ө 4FSWJDFTJEF   4FSWFS 03& 👍 :BNMB :BNMB4USFBNJOH

Slide 35

Slide 35 text

-:$PSQPSBUJPO -*/&/&84'PS:PV վળޮՌ ✅ ΦϯϥΠϯϥϯΧʔͷಋೖ$MJDLˢ ✅ ΦϯϥΠϯ"//ετϦʔϛϯάಛ௃ྔͷಋೖ$MJDLˢ ✅ :BNMBͷಋೖ$MJDLˢ ✅ :BNMB4USFBNJOHͷಋೖ$MJDLˢ

Slide 36

Slide 36 text

-:$PSQPSBUJPO ·ͱΊ

Slide 37

Slide 37 text

-:$PSQPSBUJPO ·ͱΊ

Slide 38

Slide 38 text

-:$PSQPSBUJPO ·ͱΊ 👉 ͜ͷ਺೥ؒͰɺΦϯϥΠϯػցֶशͷͨΊͷج൫Λ੔උ͖ͯͨ͠  

Slide 39

Slide 39 text

-:$PSQPSBUJPO ·ͱΊ 👉 ͜ͷ਺೥ؒͰɺΦϯϥΠϯػցֶशͷͨΊͷج൫Λ੔උ͖ͯͨ͠   👉 ඞཁͳ΋ͷ͸಺੡Ͱ։ൃ͠ɺϓϩμΫτԽ ✅ ΦϯϥΠϯਪ࿦ɾֶशϓϥοτϑΥʔϜ ✅ ΦϯϥΠϯਪનΤϯδϯ ✅ ଞʹ΋͍Ζ͍Ζ࡞͍ͬͯ·͢ʂ  

Slide 40

Slide 40 text

-:$PSQPSBUJPO ·ͱΊ 👉 ͜ͷ਺೥ؒͰɺΦϯϥΠϯػցֶशͷͨΊͷج൫Λ੔උ͖ͯͨ͠   👉 ඞཁͳ΋ͷ͸಺੡Ͱ։ൃ͠ɺϓϩμΫτԽ ✅ ΦϯϥΠϯਪ࿦ɾֶशϓϥοτϑΥʔϜ ✅ ΦϯϥΠϯਪનΤϯδϯ ✅ ଞʹ΋͍Ζ͍Ζ࡞͍ͬͯ·͢ʂ   👉 ద༻ࣄྫͱͯ͠ɺ-*/&/&84ͷਪનγεςϜͰͷऔΓ૊ΈΛ঺հ ✅ ͞·͟·ͳՕॴΛΦϯϥΠϯԽ͠ɺΑΓૣ͘τϨϯυʹ௥ैͰ͖Δ༷ͳਪનج൫Λߏங

Slide 41

Slide 41 text

Slide 42

Slide 42 text

-:$PSQPSBUJPO "QQFOEJY

Slide 43

Slide 43 text

-:$PSQPSBUJPO 1ZUIPOͰ؆୯ʹදݱͯ͠ΈΔ :BNMB ΦϯϥΠϯֶशɾਪ࿦ϓϥοτϑΥʔϜ

Slide 44

Slide 44 text

-:$PSQPSBUJPO 6QEBUF"1* ಛ௃ྔͱ໨తม਺Λ౤͛Δͱɺ ϞσϧΛTUFQߋ৽͢Δ :BNMB ΦϯϥΠϯֶशɾਪ࿦ϓϥοτϑΥʔϜ

Slide 45

Slide 45 text

-:$PSQPSBUJPO 1SFEJDU"1* ಛ௃ྔΛ౤͛Δͱɺ ਪ࿦݁ՌΛฦͯ͘͠ΕΔ :BNMB ΦϯϥΠϯֶशɾਪ࿦ϓϥοτϑΥʔϜ

Slide 46

Slide 46 text

-:$PSQPSBUJPO ಺੡ϓϩμΫτ঺հ 3BWFM

Slide 47

Slide 47 text

-:$PSQPSBUJPO 3BWFM ࣍ੈ୅ਪ࿦ΦʔέετϨʔλʔ ॊೈʹΦϯϥΠϯͷ.-λεΫΛهड़Ͱ͖Δαʔόʔ %"(ܗࣜͰॲཧΛߏஙͰ͖ɺ"1*ͱͯ͠ݺͼग़͢͜ͱ͕Ͱ͖Δ ಺෦ͷσʔλϑϩʔ͸"QBDIF"SSPXͰ͓࣋ͬͯΓɺ42-ʹΑΔσʔλม׵౳΋ՄೳͳͷͰɺ ͔ͳΓॊೈʹΦϯϥΠϯ.-ΞϓϦέʔγϣϯ͕ॻ͚Δ 03&͕ɺਪનλεΫͷ࿮૊ΈͷதͰ:".-Λ࢖ͬͨΧελϚΠζ͕Ͱ͖Δͷʹରͯ͠ɺ 3BWFM͸࿮૊ΈΛ௒͑ͯॊೈʹॲཧ͕هड़Ͱ͖ΔͷͰɺΑΓ෯޿͍λεΫʹରԠͰ͖Δ