Upgrade to Pro
— share decks privately, control downloads, hide ads and more …
Speaker Deck
Features
Speaker Deck
PRO
Sign in
Sign up for free
Search
Search
20250411_2026年度都市計画研究室(泉山ゼミ)大学院進学説明会
Search
泉山塁威|Rui IZUMIYAMA
PRO
April 12, 2025
Research
1
81
20250411_2026年度都市計画研究室(泉山ゼミ)大学院進学説明会
20250411_2026年度都市計画研究室(泉山ゼミ)大学院進学説明会のスライドです。
泉山塁威|Rui IZUMIYAMA
PRO
April 12, 2025
Tweet
Share
Other Decks in Research
See All in Research
Minimax and Bayes Optimal Best-arm Identification: Adaptive Experimental Design for Treatment Choice
masakat0
0
180
まずはここから:Overleaf共同執筆・CopilotでAIコーディング入門・Codespacesで独立環境
matsui_528
2
630
CoRL2025速報
rpc
1
2.1k
RHO-1: Not All Tokens Are What You Need
sansan_randd
1
190
Hiding What from Whom? A Critical Review of the History of Programming languages for Music
tomoyanonymous
0
200
EOGS: Gaussian Splatting for Efficient Satellite Image Photogrammetry
satai
4
670
Combining Deep Learning and Street View Imagery to Map Smallholder Crop Types
satai
3
100
PhD Defense 2025: Visual Understanding of Human Hands in Interactions
tkhkaeio
1
250
Combinatorial Search with Generators
kei18
0
1k
カスタマーサクセスの視点からAWS Summitの展示を考える~製品開発で活用できる勘所~
masakiokuda
2
210
引力・斥力を制御可能なランダム部分集合の確率分布
wasyro
0
260
VectorLLM: Human-like Extraction of Structured Building Contours via Multimodal LLMs
satai
4
330
Featured
See All Featured
Scaling GitHub
holman
463
140k
Git: the NoSQL Database
bkeepers
PRO
431
66k
A Tale of Four Properties
chriscoyier
161
23k
A Modern Web Designer's Workflow
chriscoyier
697
190k
Understanding Cognitive Biases in Performance Measurement
bluesmoon
31
2.7k
I Don’t Have Time: Getting Over the Fear to Launch Your Podcast
jcasabona
33
2.5k
How GitHub (no longer) Works
holman
315
140k
Context Engineering - Making Every Token Count
addyosmani
7
260
The World Runs on Bad Software
bkeepers
PRO
72
11k
Designing for humans not robots
tammielis
254
26k
Faster Mobile Websites
deanohume
310
31k
Writing Fast Ruby
sferik
629
62k
Transcript
None
ࢢܭըݚڀࣨʢઘࢁθϛʣ େֶӃਐֶΨΠμϯε ઘࢁྥҖʛࢢઓज़Ոʛຊେֶཧֶ෦ݐஙֶՊ।ڭतʛҰൠࣾஂ๏ਓιτϊόઃऀɾڞಉදཧࣄ ʛࢢܭըݚڀࣨʢઘࢁθϛʣେֶӃਐֶΨΠμϯεʛ˞ຊࢿྉͷແஅͰͷసࡌɾ֦ࢄΛݻ͘ې͡·͢
/PUJPOϓϩϑ /PUJPO ઘࢁྥҖʛ3VJ*;6.*:"." ւಓࡳຈࢢੜ·Ε ࡳຈຊେֶߴߍग़ ࡛ۄݝຊঙࢢҭͪ ɾࢢઓज़ՈʗϓϨΠεϝΠΧʔ ɾຊେֶཧֶ෦ݐஙֶՊ।ڭतࢢܭըݚڀࣨʢઘࢁθϛʣओ࠻ ɾҰൠࣾஂ๏ਓιτϊό$P$&0ˍ'PVOEFS
ɾҰൠࣾஂ๏ਓΤϦΞϚωδϝϯτϥϘ$P$&0ˍ'PVOEFS ɾ1MBDFNBLJOH93FHJPOBM/FUXPSL-FBEFS "TJB +BQBO ϓϩϑΟʔϧ ത࢜ʢֶʣ1I%ʗೝఆࢢϓϥϯφʔʗڭҭ࢜ʢֶɾٕज़ʣ ઐɿࢢܭըʗࢢσβΠϯʗࢢܦӦʗύϒϦοΫεϖʔε ɹɹɹΤϦΞϚωδϝϯτʗΥʔΧϒϧγςΟ ɹɹɹϓϨΠεϝΠΩϯάʗλΫςΟΧϧɾΞʔόχζϜ ϓϩϑΟʔϧ ࣾձ࣮ݧʗΤϦϚω࣮ફ1+ άουσβΠϯ8ड΄͔ ΞϕϓϥɾHSFFO[KQϝσΟΞग़ԋ ɾग़൛ຊ ݚڀɿ৹͖ࠪจຊ
#PPLT 1VCMJTIFE
๛͔ͳϓϨΠε͕ΤϦΞͱࢢͷະདྷΛͭ͘Δ
ࢢܭը ࢢܦӦ ΞʔόχζϜ ΤϦΞϚωδϝϯτ ϓϨΠεϝΠΩϯά λΫςΟΧϧɾΞʔόχζϜ ύϒϦοΫϥΠϑ ύϒϦοΫεϖʔε ετϦʔτ ެԂ
Φʔϓϯεϖʔε Υʔλʔϑϩϯτ ਫลՏߓ ࢢ ΤϦΞ ϓϨΠε ࣏ࣗମ ࣏ࣗମ Ҭ ຽؒ ࢢຽ /10 ࣏ࣗମ Ҭ ຽؒ ࢢຽ /10 CFUUFSDJUZ CFUUFSBSFB /FJHICPSIPPE CFUUFSQMBDF ๛͔ͳϓϨΠε͕ΤϦΞͱࢢͷະདྷΛͭ͘Δ
ਓத৺ͷࢢΛͭ͘Δ ਓத৺ͷϓϨΠεΛͭ͘Δ
ٿͱਓத৺ͷࢢ ٿͱਓத৺ͷϓϨΠε
ιτϊόʢʣ 1PTU 17ʗ݄
ιτϊόɾίϛϡχςΟ 1FPQMF ɾ4MBDL ɾΠϕϯτ
8BMLBCMF$JUJFT3VMFT༁ຊʢ༧ఆʣ ઍా۠ΥʔΧϒϧ·ͪͮ͘ΓσβΠϯʢʣ ަ௨ͱཹۭؒ୲ͱωοτϫʔΫʢ-JOL1MBDFʣݚڀ ΥʔΧϒϧγςΟࠃࡍγϯϙδϜ ΥʔΧϒϧࢢʢา͖ͨ͘ͳΔࢢʣʛ8BMLBCF$JUZ
͍ͨ͞·৽৺ΤϦΞϚωδϝϯτɾΨΠυϥΠϯ ʣ ࣳ.BSJOF(BUFXBZ.JOBUPϏδϣϯʢߓ۠ɿʣ ααϋλϋπΤϦΞϏδϣϯʢौ୩۠ɿʣ ΤϦΞϏδϣϯʛ"SFB#BTFE7JTJPO φΧϝະདྷϏδϣϯʢࠇ۠ɾதࠇɿʣ
தӺपลΤϦΞϚωδϝϯτڠٞձ ͍ͨ͞·৽৺ΤϦΞϚωδϝϯτ ΤϦΞϚωδϝϯτʛ"SFB#BTFE.BOBHFNFOU ΤϦΞϚωδϝϯτਓࡐҭݚڀձʗΤϦΞϚωδϝϯτϥϘ ઍా۠ΤϦΞϚωδϝϯτΨΠυϥΠϯ
ϓϨΠεϝΠΩϯάσΠζʢࡾݢɿʣ ϓϨΠεήʔϜɾςϯδϯʢԬɿʣ ϓϨΠεήʔϜɾΩλφΧʢԣɿʣ ύϒϦοΫϥΠϑϑΣε͍ͨ͞·৽৺ʢʣ ϓϨΠεϝΠΩϯάʛ1MBDFNBLJOH ϓϨΠεϝΠΩϯάσΠζʢӉٶɿʣ
ାӺ౦ޱάϦʔϯେ௨ΓΦʔϓϯΧϑΣࣾձ࣮ݧˍ (3&&/#-7%."3,&5ʢʣ '-"51"3,͋ͭ͗ʢʣ 4IJOKVLV4USFFU4FBUTʢʣ ύϒϦοΫϥΠϑϑΣε͍ͨ͞·৽৺ʢʣ ࣮ݧత׆༻ʛ1JMPU1SPKFDU
ାӺ౦ޱάϦʔϯେ௨ΓΦʔϓϯΧϑΣࣾձ࣮ݧʢʣ ਓؒத৺ࢹʹΑΔެڞۭؒͷΞΫςΟϏςΟධՁख๏ʹؔ͢Δݚڀ ौ୩தԝ֗ϑΣεʢʣ 4IJOKVLV4USFFU4FBUTʢʣ ΞΫςΟϏςΟௐࠪʛ"DUJWJUZ3FTFBSDI ਆాܯ௨ΓΘ͍ࣾձ࣮ݧʢʣ ެڞۭؒ׆༻ʹ͓͚ΔʮࢀՃܕࣾձ࣮ݧख๏ʯͱͯ͠ͷʮਆాܯ௨ΓΘ͍ࣾձ࣮ݧʯͷՌͱ՝
ϓϨΠεήʔϜɾςϯδϯʢԬɿʣ 5BDUJDBM6SCBOJTN+BQBO λΫςΟΧϧɾΞʔόχζϜʛ5BDUJDBM6SCBOJTN 1BSL JOH %BZਆాʢʣ
ඣ࿏ӺલϚωδϝϯτݕ౼ʢʣ ౦ژͷ͠ΌΕͨ֗ฒΈͮ͘ΓਪਐྫɿΤϦΞࢦఆʢʣ ৺෦ʹ͓͚Δʮຽ༗ͷެڞۭؒʯͷ׆༻Ϛωδϝϯτʹؔ͢Δݚڀ ඣ࿏ɾେखલ௨Γɾ΄͜Έͪެื༻ʢඣ࿏ɿʣ ύϒϦοΫεϖʔεϚωδϝϯτʛ1VCMJD4QBDF.BOBHFNFOU ౦ژɾ৽॓ɿிपลͷۭؒ࠶ฤܭըʢʣ
˙ઘࢁྥҖʛઐੑ4QFDJBMUZ w ΥʔΧϒϧγςΟʢࢢ࠶ੜɾத৺ࢢ֗࠶ੜʣ w ΤϦΞϏδϣϯ w ΤϦΞϚωδϝϯτ w ϓϨΠεϝΠΩϯά w
λΫςΟΧϧɾΞʔόχζϜ w ࣮ݧత׆༻ʢࣾձ࣮ݧʣ w ΞΫςΟϏςΟௐࠪ w ύϒϦοΫεϖʔεɾϚωδϝϯτʢ੍ɾΈʣ ˙ઘࢁྥҖʛࣄґཔ8PSLT w ߨԋɾΩʔϊʔτεϐʔνɾରஊ w ҕһɾΞυόΠβʔɾ৹ࠪһ w دߘɾग़൛ w ϝσΟΞग़ԋɾऔࡐ w डୗݚڀɾڞಉݚڀʢຊେֶཧֶ෦ݐஙֶՊࢢܭըݚڀࣨʢઘࢁ θϛʣʣ w ۀґཔʢҰൠࣾஂ๏ਓιτϊόʗҰൠࣾஂ๏ਓΤϦΞϚωδϝϯτϥ Ϙʣ
େֶӃਐֶ
େֶӃਐֶ ʴ̎Zʛത࢜લظ՝ఔʛम࢜ʢֶʣ ʴ̏Zʛത࢜ޙظ՝ఔʛത࢜ʢֶʣ
େֶӃͷεεϝ ɾࢢܥઐੑ͕ߴ͍ ɾઐੑΛߴΊࣗͷݚڀͷਂງΔ ɾϦʔμʔ֨ɾΑΓઐੑߴ͍ϓϩδΣΫτͰ ɹΑΓ͍ࢹͱܦݧΛੵ ɾࢢ։ൃʗࢢܭըͷ৬छͷ࠾༻ਓগͳ͍ ɹʼʼগͳ͍ΛଞେֶɾେֶӃੜͱ૪͏ ɾެһͰӃଔΩϟϦΞʹͳΔ ɹʢڝ૪ͷߴ͍࣏ࣗମӃଔ͕༗རʣ ɾӃଔॳڅ͚ͩͰͳ͘ੜ֔ऩߴ͍
ɾଔۀݚڀΛ͔ͬͯΒਐ࿏બʢࣗͷ࣠ʣ ɾത࢜՝ఔʢυΫλʔʣܴʂઐՈɾڭһΛҭͯΔ
ੜ֔ۚɺେֶӃଔֶ෦ଔΑΓߴֹऩࠩ࠷େສԁ
ೖࢼఔʛത࢜લظ՝ఔʢम࢜ʣ ɾͷใͳͷͰɺ࠷৽ใɺຊେֶཧֶݚڀՊ)1ೖࢼࣄࣨʹ֬ೝ ʢྫಉ༷ʣ ɾೖࢼ̏ճ
ೖࢼఔʛത࢜ޙظ՝ఔʢത࢜ʣ ɾͷใͳͷͰɺ࠷৽ใɺຊେֶཧֶݚڀՊ)1ೖࢼࣄࣨʹ֬ೝ ʢྫಉ༷ʣ ɾೖࢼ̎ճ
None
ݐஙֶՊ།Ұͷʮࢢܭըʯͷݚڀࣨ
ଓ͘ࢢܭըݚڀࣨ
ଓ͘ࢢܭըݚڀࣨ
ࢢܭըݚڀࣨʢઘࢁθϛʣ 6SCBO%FTJHOBOE1MBOOJOH *[VNJZBNB-BC
ࢢܭըݚڀࣨʢઘࢁθϛʣ ݚڀࣨ֓ཁ "CPVU
None
None
None
None
ݚڀࣨʹڞಉମ
ݚڀࣨʹڞಉମ ֶੜʗڭһ ʹύʔτφʔʗڞಉݚڀऀ
ݚڀͱ࣮ફͷ྆ྠʗৗͷੵͱϑΟʔυόοΫ
ɾݚڀֶձ ɾ.ɿ࣮ફϓϩδΣΫτ ɹɹɹ84ɾίϯϖ ɾ.ɿݚڀઐ೦ .ձͰڞ༗ͨ͠ϩʔυϚοϓ .ೖ͙ͬͯ͢ब׆ ଔʢࣗͷ࣠ʣΛ౿·͑ͨब׆
ࢢܭըݚڀࣨʢઘࢁθϛʣ ϝϯόʔ .FNCFS
ࢢܭըݚڀࣨʢઘࢁθϛʣɾڭһ
।ڭतʛ"TTPDJBUF1SPGGFTTPSɿ໊ େֶӃੜʛ.BTUFSɿܭ໊ .ɿ໊ .ɿ໊ ֶ෦ੜʛ#BDIFMPSɿܭ໊ #ɿ໊ #ɿ໊ ݚڀੜʛ1PTU(SBEVBUFɿ໊ ૯ܭɿ໊ ઘࢁθϛɾϝϯόʔʛ-BC.FNCFS
ઘࢁθϛɾϝϯόʔʛ-BC.FNCFS ɿઘࢁθϛʢ̒ظੜʣ໊ʁ ɿઘࢁθϛʢ̑ظੜʣ໊ ɿઘࢁθϛʢ̐ظੜʣ໊ ɿઘࢁθϛʢ̏ظੜʣ໊ ɿ্ࠜɾઘࢁθϛʢ̎ظੜʣ໊̔ ɿ্ࠜɾઘࢁθϛʢ̍ظੜʣ໊ ɿ্ࠜɾઘࢁθϛʢ̌ظੜʣ໊ ɾ ɾ
ɾ େֶӃਐֶʢ.ʣӃʢ̑ظੜʣɿ໊ ˞࣌
ઘࢁθϛɾϝϯόʔʛ-BC.FNCFS ɿઘࢁθϛʢ̒ظੜʣ໊ʁ ɿઘࢁθϛʢ̑ظੜʣ໊ ɿઘࢁθϛʢ̐ظੜʣ໊ ɿઘࢁθϛʢ̏ظੜʣ໊ ɿ্ࠜɾઘࢁθϛʢ̎ظੜʣ໊̔ ɿ্ࠜɾઘࢁθϛʢ̍ظੜʣ໊ ɿ্ࠜɾઘࢁθϛʢ̌ظੜʣ໊ ɾ ɾ
ɾ M2 M1 M0 B4 0 4 8 12 16 2 2 16 9 9 6 ෦ੜ ֎෦ੜ
ֶੜडɾ݁Ռʛ4UVEFOU"XBSETBOE4VDDFTTFT ֶձ৹ࠪจܝࡌ̐ຊʗݚڀॿ࠾̍݅ ݐஙֶՊଔۀจɾॣ༏ɺྭ ʢઃܭɾܭըܥ̎ɾ̏Ґʂʣ େֶӃݐஙֶઐ߈٢ామɺྭ ʢઃܭɾܭըܥ̍Ґɾ̏Ґʂʣ "SFB.BOBHFNFOU3FTFBSDI"XBSEड໊ ݐஙֶՊࡩ໊ʗॣྭ໊ʗཧֶ෦ֶज़ߨԋձ༏लൃද໊
ݚڀֶࣨੜελϯε "ത࢜ޙظ՝ఔʹਐֶ͠ɼઐՈɾݚڀऀΛࢦ͍ͨ͠ #ത࢜લظ՝ఔʹਐֶ͠ɼΑΓઐతݚڀϓϩδΣΫτʹऔΓΈ͍ͨ $ϓϩδΣΫτͱݚڀΛ͔ͬ͠ΓऔΓΈ͍ͨ %ݚڀΛ͔ͬ͠ΓऔΓΈ͍ͨ &ଔۀͰ͖Ε͍͍ " # $ͷελϯεͷֶੜΛ༏ઌతʹड͚ೖΕ·͢ɽ
ࢢܭըݚڀࣨʢઘࢁθϛʣ ݚڀ 3FTFBSDI
None
None
த৺ࢢ֗࠶ੜ ࢢ࠶ੜ ˙ຊେֶཧֶ෦ݐஙֶՊɾࢢܭըݚڀࣨʢઘࢁθϛʣ ɹݚڀܥේ WFS ύϒϦοΫεϖʔε ͷཧ೦ɾ࣮ફ ύϒϦοΫεϖʔεϚωδϝϯτ ʢ੍ɾΈʣ ެԂ
ຽ ࢢ ۀͷਓ ͷΞΫςΟϏςΟ ΤϦΞϚωδϝϯτ ͦͷଞ ࢢ࠶ੜ ΥʔΧϒϧγςΟ ࠜ ্ ɾ ઘ ࢁ θ ϛ ಓ࿏ ֗࿏ 1BSL1'* ৹ࠪ ʢകٶɾখᖒʣ νΣΞϑΝϯσΟϯά ʢ২ɾࠤ౻ʣ େܕ 4$ ͱެԂ ʢࠐࢁɾߴڮʣ ถ܉ϕʔεି ʢେՏݪɾେཬɾԬʣ 1BSL1'* ʢੁݪɾٱࢤʣ ΞΠϨϕϧج४ ʢ࣫ؒɾલాʣ -JOL1MBDF ཧ ʢછʣ ্ઃஔܕཱମࢢެԂ ʢߴڮɾ୩ʣ ࢢ֗࠶։ൃࣄۀ ۭ͖চʢۨڮʣ ྭ ΥʔΧϒϧࢪࡦ ʢബҪɾຊʣ จબ ࢢܭը 1 ಓ࿏༻ڐՄཏ ʢզɾᬑʣ จબ ԫදࢴ ೝఆத৺ࢢ֗׆ੑԽ ʢాɾཾɾߔޱʣ ࢢܭըใࠂू றंूԽ ʢ৲ɾ٦ʣ ࢢܭըใࠂू εϚʔτγςΟ ʢদຊʣ ࢢܭըใࠂू าߦऀརศ૿ਐಓ࿏ ʢඈాɾҪʣ ॣ༏ 1BSL1'* ݩاۀ ʢதʣ ετϦʔτ ώΤϥϧΩʔʢҪʣ ίϩφಓ࿏༻ಛྫͱ ΄͜Έͪʢඈాʣ ΤϦΞϓϥοτϑΥʔϜ ʢখࣉʣ ൟ՚֗ΧʔϒαΠυಓ࿏ ʢాʣ ఆ׆༻ ʢੴɾߐࡔʣ จબ ࢢܭըใࠂू ެԂͷपลҬͷมԽ ʢதɾਫ৴ʣ จબ ࢢܭըใࠂू ΤϦΞϏδϣϯ ʢ౻ాɾҰ೭ʣ ࢢܭըใࠂू ΤϦΞϓϥοτϑΥʔϜ ʢখࣉʣ ྭ ֶज़ߨԋձ༏लൃද ࢢܭըใࠂू ΥʔΧϒϧ ࠃ֎ൺֱʢຊʣ ࢢܭըใࠂू ํࢢެڞۭؒ ͷଟ༷ੑʢߔޱʣ ࢢܭըใࠂू ϏδϣϯϚωδϝϯτ ʢҰ೭ʣ ࢢܭըใࠂू Πϊϕʔγϣϯ σΟετϦΫτʢߐࡔʣ ࢢܭըใࠂू ΞΠϨϕϧ ʢதଜɾদాʣ จબ ྭ 1PXFSPG ʢླɾถాʣ จબ ެ։ۭ ʢଠాɾాʣ จબ ඇৗۈߨࢣ ެຽֶΤϦϚω ʢޒຯɾਂʣ จબ #*%ʢਂʣ 1BSL1'* ॅຽࢀը ʢੁݪʣ ެ։ۭʢԕ౻ʣ ಓ࿏ػೳͱϕϯν ʢຊɾؒޱʣ एϓϨΠεϝΠΩϯά ʢڮຊʣ .ɿ ظ #ɿ̌ظ #̍ظ #̎ظ .ɿ̍ظ #ɿ̏ظ .ɿ̎ظ #ɿ̐ظ Ӻ·ۭͪؒɾ࠲Γ ʢ௰ग़ɾੁݪʣ ઘ ࢁ θ ϛ -JOL1MBDF ཧͱ ࣮ફʢછʣ ࢢܭըใࠂू .ɿ̏ظ #ɿ̑ظ ύʔΫϨοτ ʢࠇɾখࢁʣ จબ -JWFBCJMJUZ ʢࠤɾલాʣ จબ ࢢ࠶ੜΞΠϨϕϧ ʢதଜʣ ΞΠϨϕϧݸੑ ʢদాʣ ΤϦϓϥϏδϣϯ ʢޒຯʣ -JWFBCMF$JUZ ʢࠤʣ IUUQTVSCBOEFTJHOQMBOOJOHKQSFTFBSDI ຊେֶཧֶ෦ݐஙֶՊ ࢢܭըݚڀࣨɾจҰཡʛ3&4&"3$) ଔۀจ ຌྫʛ ݐஙֶՊʢࡩݐɾॣ༏ɾྭɾઃܭܭըܥଔۀจબʣ Ӄɾݐஙֶઐ߈ʢ٢ామɾॣݐɾྭʣ ຊେֶཧֶ෦ֶज़ߨԋձʢ༏लൃදʣ ຊࢢܭըֶձʢؒ༏लจʣ ຊݐஙֶձʢ༏लଔۀจɾ༏लम࢜จʗֶձେձࢢܭը෦एख༏लൃදʣ ຊݐஙֶձؔ౦ࢧ෦ʢएख༏लݚڀใࠂɾ༏लݚڀใࠂूʣ ຊݐஙֶձܭըܥจूʢԫදࢴʣ ຊݐஙֶձٕज़ใࠂूʢٕใʣ +BQBO"SDIJUFDUVSBM3FWJFX +"3 ຊࢢܭըֶձࢢܭըจʢൃදʣ ຊࢢܭըֶձࢢܭըจ म࢜จ ड ৹ࠪจ ࢢܭը ԫදࢴ ٕใ ؔ౦༏ल +"3 ϖσετϦΞϯσοΩ ʢେԬɾּݪʣ ࢢܭըใࠂू ύʔΫϓϥϯχϯά ʢࡔຊɾླཕʣ ৺෦Ϛʔέοτ ʢࣇۄɾࡉʣ ΤϦϚωࠂ ʢѨ෦ɾ٢Ԭʣ ؾީͱΥʔΧϒϧ ʢࣲాɾླᠳʣ ઓུɾઓज़ɾෳ 14 ʢຊాɾࢁ೭ʣ ΄͜Έͪͱܭը ʢݪాɾ٢ా໌ʣ ΞΠϨϕϧ੍ ʢࡾՏʣ Ӻલɾڥۭؒ ʢࢁຊɾ٢ా܆ʣ ࢢܭը 1 ࢢܭը 1 ࢢܭը 1 ࢢܭըใࠂू ࢢܭըใࠂू ࢢܭըใࠂू ٢ామ จબ จબ ྭ จબ จબ จબ ٕใ ʢ২ాɾࣨాʣ .ɿ̐ظ #ɿ̒ظ .ɿ̑ظ #ɿ̓ظ ʢԾɿੜాɾҴɾ২ాɾ࡚ɾླɾਗ਼ਫɾপᖒɾࣨాɾࢁຊɾ༘࡚ɾ;)06ʣ ʢ࡚ɾࠤ౻ʣ ʢٴɾ∁༄ʣ ʢۚࢁɾࠤٱؒʣ ʢٱอɾ༘࡚ʣ ʢҴɾਗ਼ਫʣ ʢੜాɾপᖒʣ ʢ∁ɾฒʣ ํΤϦϚωࡒݯ ʢѨ෦ʣ ౦ژΤϦϚω ʢ٢Ԭʣ ໌ಎϚʔέοτ ʢࣇۄʣ ҬີணϚʔέοτ ʢࡉʣ λΫςΟΧϧΞʔόχζϜ ʢࢁຊՆʣ ࢢ࠶ੜಛ۠؏௨௨࿏ ʢߴాʣ ํ 14 ΨΠυϥΠϯ ʢຊాʣ ࢢίϖϯϋʔήϯ ʢࢁ೭ʣ 14 ΞΫςΟϏςΟ ʢ٢ా܆ʣ ϝϧϘϧϯࢢ࠶ੜ ʢ٢ా໌ʣ ετϦʔτϚωδϝϯτ ʢݪాʣ ؔ౦༏ल ֶज़༏ल ؔ౦༏ल ؔ౦༏ल ֶज़༏ल ֶज़༏ल ֶज़༏ल ֶज़༏ल ٢ామ ྭ ྭ ॣ༏ ੵΈॏͳΔ࠷ઌͷݚڀςʔϚ
ࢢܭըݚڀࣨʢઘࢁθϛʣ ϓϩδΣΫτ 1SPKFDU
࣮ફϓϩδΣΫτ ࠷ઌͷࢢܥ࣮ફڥ
˔ϓϩδΣΫτ 1+ೆାΞʔόϯσβΠϯϓϩδΣΫτʢʣʛ౦ژ๛ౡ۠ 1+தӺपลΤϦΞϚωδϝϯτϓϩδΣΫτʢʣʛ౦ژத۠ 1+ਆాΥʔΧϒϧϓϩδΣΫτʢʣʛ౦ژઍా۠ 1+ϓϨΠεϝΠΩϯά͏ͭͷΈʢʣʛಢݝӉٶࢢ 1+͓ͷਫΥʔΧϒϧετϦʔτϓϩδΣΫτʢʣʛ౦ژઍా۠ 1+ԼాΥʔΧϒϧϓϩδΣΫτʢʣʛ੩ԬݝԼాࢢ 1+ϓϨΠεϝΠΩϯάࡾݢʢʣʛ౦ژੈా୩۠ 1+ετϦʔτϥΠϑ͓ͷਫʢʣʛ౦ژઍా۠ 1+ळ༿ݪΥʔΧϒϧʢʣʛ౦ژઍా۠
1+ߴՍԼελσΟʔζʢʣʛ౦ژ౦۠ɺઍా۠ɺதԝ۠ɺߓ۠ 1+தೆޱϓϩδΣΫτʢʛ౦ژத۠ʣ $.ୈճ ·ͪͮ͘ΓɾࢢσβΠϯڝٕʢʣʛԬࢁݝԬࢁࢢ $.ϚνϛνίϯϖJOେٶΥʔΧϒϧγςΟʢʣʛ͍ͨ͞·ࢢʛ༏ल $.σβΠϯίϯϖJOࡾՏ҆ʢʣʛѪݝ҆ࢢʛ $.ୈճ ·ͪͮ͘ΓɾࢢσβΠϯڝٕʢʣʛಢݝӉٶࢢ $.ຊݐஙֶձؔ౦ࢧ෦ୈճఏҊڝٕʮඒ͍͠·ͪΛͭ͘ΔɺΉΒΛͭ͘ Δʯʢʣʛ܈അݝҏ࡚ࢢ $.ୈճ ·ͪͮ͘ΓɾࢢσβΠϯڝٕʢʣʛҵݝӜࢢ $.·ͪͮ͘ΓΞΠσΞίϯϖJO౦੩Ԭʢʣʛ੩Ԭݝ੩Ԭࢢʛֶੜະདྷ $.ݝிपลΤϦΞΞΠσΞίϯϖʢʣʛࢁݝࢁࢢ $.ୈճ ·ͪͮ͘ΓɾࢢσβΠϯڝٕʢʣʛࢁݝڕࢢ ˔ࢢσβΠϯίϯϖ
84Ԭล௨ϛχγϟϨοτʢʣʛʷभେֶࠇݚڀࣨʛԬݝ Ԭࢢ 84ຊݐஙֶձɾֶੜͱҬͱͷ࿈ܞʹΑΔγϟϨοτϫʔΫγϣοϓʔ ࢵொ٧ͷ·ͪͮ͘ΓσβΠϯΛߟ͑ΔWPMʔʢʣʛʷେֶʢ౦ۀ େֶʗࣳӜۀେֶʗֶӃେֶʗຊେֶʗ໌࣏େֶʗԣࠃཱେֶʗԣࢢ ཱେֶʗࢁେֶʗؔେֶʗࢁޱେֶʗभେֶʣʛؠखݝࢵொ 84ϓϨΠεɾγϟϨοτ͏ͭͷΈʢʣʛʷܚጯٛक़େֶʗֶӃେ ֶʛಢݝӉٶࢢ 84৽ಘொγϟϨοτϫʔΫγϣοϓʢʣʛʷ໌هେֶʗւಓେֶʛ ւಓ৽ಘொ
84ʮϤίϋϚϋʔόʔγςΟɾελσΟʔζʯϫʔΫγϣοϓʢʣʛ େֶʢؔ౦ֶӃେֶɺຊେֶɺઙֶઐֶߍɺܚጯٛक़େֶɺ๏େֶɺ ౦ژࢢେֶɺஜେֶɺҰڮେֶɺ໌࣏େֶɺԣࢢཱେֶɺֶӃେֶʣ 84ຊݐஙֶձɾֶੜͱҬͱͷ࿈ܞʹΑΔγϟϨοτϫʔΫγϣοϓʔ ߕլࢢਫޱͷ·ͪͮ͘ΓσβΠϯΛߟ͑ΔʔʢʣʛʷେֶʢֶӃେֶʗ ຊେֶʗԣࠃཱେֶʗࢁେֶʗҪେֶʗ໋ཱؗେֶʗؔେֶʗਆށܳ ज़Պେֶʗࢁޱେֶʗभେֶʣʛ࣎լݝߕլࢢ 84ຊݐஙֶձɾֶੜͱҬͷ࿈ܞʹΑΔγϟϨοτϫʔΫγϣοϓʔҏ ࡚ͷ·ͪͮ͘ΓσβΠϯΛߟ͑Δʔʢʣɹʛʷֶߍʢຊେֶʗࢁେ ֶʗࢁޱେֶʗࣳӜՊେֶʗֶӃେֶʗલڮՊେֶʗؔେֶʗ໋ཱؗେ ֶʗতঁࢠେֶʗখࢁۀߴઐֶߍʣʛ܈അݝҏ࡚ࢢ ˔ଞେֶϫʔΫγϣοϓʗγϟϨοτ
ϑΟʔϧυϫʔΫʢӉٶʣ
ࢢσβΠϯίϯϖ ϚνϛνίϯϖJOେٶΥʔΧϒϧγςΟʢ࡛ۄݝ͍ͨ͞·ࢢʣ༏ल
ࢢσβΠϯίϯϖ ϚνϛνίϯϖJOେٶΥʔΧϒϧγςΟʢ࡛ۄݝ͍ͨ͞·ࢢʣ༏ल
ݐஙֶձγϟϨοτϫʔΫγϣοϓ େֶ໊ͷݐஙɾࢢܥֶੜ͕ू݁ ̐ധͷظूதܕ࣮ફڭҭϫʔΫγϣοϓ
ݐஙֶձγϟϨοτϫʔΫγϣοϓ େֶ໊ͷݐஙɾࢢܥֶੜ͕ू݁ ̐ധͷظूதܕ࣮ફڭҭϫʔΫγϣοϓ
ݐஙֶձγϟϨοτϫʔΫγϣοϓ શࠃτοϓΫϥεͷݐஙɾࢢܥֶੜ͕ू݁ ̐ധͷظूதܕ࣮ફڭҭϫʔΫγϣοϓ
࣮ફܦݧֶνΧ ࣮ફϓϩδΣΫτ 👇 ݱࡏɿେखθωίϯࢢ։ൃ
None
None
84Ԭล௨ϛχγϟϨοτʢʣʛʷभେֶࠇݚڀࣨʛԬݝ Ԭࢢ 84ຊݐஙֶձɾֶੜͱҬͱͷ࿈ܞʹΑΔγϟϨοτϫʔΫγϣοϓʔ ࢵொ٧ͷ·ͪͮ͘ΓσβΠϯΛߟ͑ΔWPMʔʢʣʛʷେֶʢ౦ۀ େֶʗࣳӜۀେֶʗֶӃେֶʗຊେֶʗ໌࣏େֶʗԣࠃཱେֶʗԣࢢ ཱେֶʗࢁେֶʗؔେֶʗࢁޱେֶʗभେֶʣʛؠखݝࢵொ 84ϓϨΠεɾγϟϨοτ͏ͭͷΈʢʣʛʷܚጯٛक़େֶʗֶӃେ ֶʛಢݝӉٶࢢ 84৽ಘொγϟϨοτϫʔΫγϣοϓʢʣʛʷ໌هେֶʗւಓେֶʛ ւಓ৽ಘொ
84ʮϤίϋϚϋʔόʔγςΟɾελσΟʔζʯϫʔΫγϣοϓʢʣʛ େֶʢؔ౦ֶӃେֶɺຊେֶɺઙֶઐֶߍɺܚጯٛक़େֶɺ๏େֶɺ ౦ژࢢେֶɺஜେֶɺҰڮେֶɺ໌࣏େֶɺԣࢢཱେֶɺֶӃେֶʣ 84ຊݐஙֶձɾֶੜͱҬͱͷ࿈ܞʹΑΔγϟϨοτϫʔΫγϣοϓʔ ߕլࢢਫޱͷ·ͪͮ͘ΓσβΠϯΛߟ͑ΔʔʢʣʛʷେֶʢֶӃେֶʗ ຊେֶʗԣࠃཱେֶʗࢁେֶʗҪେֶʗ໋ཱؗେֶʗؔେֶʗਆށܳ ज़Պେֶʗࢁޱେֶʗभେֶʣʛ࣎լݝߕլࢢ 84ຊݐஙֶձɾֶੜͱҬͷ࿈ܞʹΑΔγϟϨοτϫʔΫγϣοϓʔҏ ࡚ͷ·ͪͮ͘ΓσβΠϯΛߟ͑Δʔʢʣɹʛʷֶߍʢຊେֶʗࢁେ ֶʗࢁޱେֶʗࣳӜՊେֶʗֶӃେֶʗલڮՊେֶʗؔେֶʗ໋ཱؗେ ֶʗতঁࢠେֶʗখࢁۀߴઐֶߍʣʛ܈അݝҏ࡚ࢢ ˔ଞେֶϫʔΫγϣοϓʗγϟϨοτ
ࢢܭըݚڀࣨʢઘࢁθϛʣ ݚڀࣨڥɾઃඋ -BC&OWJSPONFOU BOE'BDJMJUJFT
͕ࣝͳ͍ɾɾ ܦݧ͕ͳ͍ɾɾ ͳ͍ͳΒʹ͚ͭΕ͍͍ ʹ͚ͭΔڥઘࢁθϛʹ͋Δ
ઘࢁθϛʛݚڀࣨɾӃੜࣨʢʔʣ ֶ෦ੜϑϦʔΞυϨε ઘࢁίίˣ Ӄੜ̍ਓ̍صʴϞχλʔ ˞ྉ૬ɿສʗ݄ ˠͦͷՁΛൃش͢Δ
ઘࢁθϛʛݚڀࣨɾӃੜࣨʢʔʣ 👇݄4ʹݚڀࣨҠసʂ ☝͍ʂ
ઘࢁθϛʛݚڀࣨɾӃੜࣨʢʔʣ 👇ઘࢁίί ☝Ӄੜ̍ਓ̍ص ɹʴϞχλʔ ˞ྉ૬ɿສʗ݄ ˠͦͷՁΛൃش͢Δ ˞চͷՁ͕ҧ͏ ɹઘࢁͱৗʹίϛϡχέʔγϣϯ ☝ֶ෦ੜϑϦʔΞυϨε 👇ຊ୨৽ઃʂ
ઘࢁθϛʛݚڀࣨɾӃੜࣨʢʔʣ ݁Ռ͕શͯʂ 👇Ӄੜ̍ਓ̍صʴϞχλʔ ˞ྉ૬ɿສʗ݄ ˠͦͷՁΛൃش͢Δ ☝ίʔυΛཧͤΑ
ઘࢁθϛͷ࿈བྷɾใγΣΞ4MBDL
ࢢܥࢿྉɾຊɾࡶࢽɾϨϙʔτ ϚΠΫϩϥΠϒϥϦʔʹΑΔିग़
ࢢܥൣͳࣝඞཁʛຊΛಡΉɾ݄̎Ҏ্
ݚڀௐࠪػࡐ ΞώϧͪΌΜ Χϯλʔʢऔثʣ ίϐοΫ (P1SP ΠϯλʔόϧΧϝϥ ϛϥʔϨεҰ؟ σδΧϝ ϙετΠοτ ΧϝϥɾϚΠΫ
ϙΠϯλʔ ෩ث ෩ث αʔϞ Χϝϥ ϏσΦ Χϝϥ
ΰϋϯBOENPSF ࢢͷଟ༷ੑͱΠϊϕʔγϣϯ ▶︎ࢢతࡶஊɾίϛϡྗ ▶︎ଟ༷ͳਓࡐͱؔਓޱͷަྲྀͷ࣮ફ
׆ಈ4/4ɾ)1ʛ'0--08-"#ʛϑΥϩʔඞਢʂ
ࢢܭըݚڀࣨʢઘࢁθϛʣ ਓࡐҭɾڭҭํ )VNBO3FTPVSDF %FWFMPQNFOUBOE &EVDBUJPOBM1PMJDZ
ɾࣗΒओମతʹɼੵۃతʹݚڀ׆ಈʹࢀՃ͢Δ ɾࣗΒߟ͑ɼଞऀͱٞ͠ɼࣗΒͷٙΛղফ͢Δ ɾৗʹతح৺Λ࣋ͪ࠷ઌͷใΛٵऩ͠ɼҙࣝΛ ਂΊΔ ɾࢢͷ՝ݱʹ͋ΔɽݚڀࣨϓϩδΣΫτʹࢀՃ͠ɼ ܦݧɼ࣮ફɼίϛϡχέʔγϣϯɼϚωδϝϯτΛཆ͏ ɾֶձʹੵۃతʹࢀՃɼൃදɼจߘΛ͠ɼֶ֎ͷΞ τϓοτͱσΟεΧογϣϯΛੵۃతʹߦ͏ ɾࢢܥߴ͔ͭൣͳઐͰ͋ΓɼΑΓઐੑΛߴ ΊΔେֶӃਐֶΛਪ
Ճʹελϯεʢҙࣝʣʷ࣭ʷྔ Δ͔ɾΒͳ͍͔ʗ׆͔͢ࡴࣗ࣍͢ୈ
INPUT EXPERIENCE OUTPUT FEEDBACK ͢Δਓ͕͜͜ҧ͏ ຊ هࣄ ηϛφʔ ϓϩδΣΫτ
ίϯϖ ݚڀ ఏҊ ίϯϖ γϟϨοτ Ռɾ՝ɾվળ ߟ͑ɾߦಈ͢Δ ৼΓฦΓ ܦݧ
ͶΒ͏ίίʂ 8JMM .VTU $BO 8JMM$BO.VTU
ࢢϓϥϯφʔʗࢢσβΠφʔΛ ҭ͍ͯͨ ࠃՈެһʢࠃަ௨লʣ ࣏ࣗମ৬һʢಛʹࢢொଜʣ ࢢܭըʗݐઃίϯαϧλϯτ σϕϩούʔʗమಓձࣾ ৫ઃܭࣄॴʢࢢ։ൃ෦ʣ θωίϯʢࢢ։ൃ෦ʣ ΤϦΞϚωδϝϯτஂମ ઐՈʢֶࣝܦݧऀʣʹେֶڭһɾݚڀऀ
ଟ༷ͳओମͷ࿈ܞʹΑΓߦΘΕΔʗͲͷཱɾׂͰ͢Δ͔ ৗʹࢢʹରͯ͠ϓϥϯχϯάʗσβΠϯΛ͢Δਓ ࣗͷ໊લͷΫϨδοτͰࣄΛ͢Δਓ
ࢢσβΠϯ୭͕୲͏ͷ͔ ΞϝϦΧͷެһ ࢢσβΠφʔ
ࢢΛࣄʹ͢Δ ࣏ࣗମ ࠃ σϕϩούʔɼిమձࣾ ઃܭࣄॴʢ։ൃ෦ʣ θωίϯʢ։ൃ෦ʣ ΤϦΞϚωδϝϯτஂମ ·ͪͮ͘Γձࣾɾ/10๏ਓ ࢢܭըʗݐઃίϯαϧλϯτ ࠃަ௨ল
౦ژɼେా۠ɼԣࢢ ॴࢢͳͲ ΦϦΤϯλϧίϯαϧλϯπ ࠃࡍ։ൃίϯαϧλϯπɺ ιτϊόɺϋʔτϏʔτϓϥϯ Ϗϧɼ+3౦ຊɼ౦ٸෆಈ࢈ ࡾҪෆಈ࢈Ϩδσϯγϟϧ ݐઃܭɼຊઃܭɼ3*"ͳͲ தళɼେݐઃɼେྛɼ ࣛౡݐઃɼਗ਼ਫݐઃͳͲ େؙ༗ΤϦΞϚωδϝϯτڠձɼ /10๏ਓ#*35)ɼΫΦϧɾɾ ˞େֶӃ͕༗རɹʗࢢܭըݚڀࣨ ˞ ˞ ˞ ˞த్࠾༻͕ଟ͍ ·ͩݟ͵ॴઓ
ࢢσβΠϯΛࣄʹ͢Δʛׂͷҧ͍ ઐ৬ઐੑΛൃش ΫϥΠΞϯτࢿ࢈׆༻ʗҙࢥܾఆ Ҭʹίϛοτ
େֶӃੜͷΩϟϦΞσβΠϯʗ
τγέϯϥδΦʢ:PV5VCFʣ ࢢܥͷࣄͷେ͜͜Ͱհ͍ͯ͠Δ
େֶӃೖࢼରࡦ ɾචهࢼݧʢӳޠʗݐஙʣ ɹ▶︎ೖࢼࣄࣨʗݚڀࣨӃੜ ɾখจରࡦ ɾ໘ରࡦ ɹɾࢤಈػ ɹɾӃमྃޙਐ࿏Πϝʔδ ɹɾଔਐ ɹɾमܭը ɹ▶︎ࣗݾੳʗࢢܥ৬छɾۀքੳʗࣗͷ࣠ઃఆ
ɹ▶︎ڵຯͷ͋ΔࢢʗύϒϦοΫεϖʔεͷࣄྫΛΔ ɹ▶︎࠷৽ͷࡦಈʗ࣌ࣄͳͲ ɹ▶︎ͳͥେཧݐஙͳͷ͔ʗͳͥݚڀΛ͢Δͷ͔ ɾ·ͣݚڀࣨ๚ ɾͦͷޙେֶӃೖࢼରࡦ໘ஊճʢʣ
ࢢܭըݚڀࣨʢઘࢁθϛʣେֶӃਐֶઆ໌ձ'JO ࢢ͕͖ͳਓɼ͓͍ͪͯ͠·͢??