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
SpatialRDDパッケージによる空間回帰不連続デザイン
Search
Sponsored
·
Your Podcast. Everywhere. Effortlessly.
Share. Educate. Inspire. Entertain. You do you. We'll handle the rest.
→
saltcooky
December 06, 2025
Science
200
0
Share
SpatialRDDパッケージによる空間回帰不連続デザイン
JapanR 2025 LT (2025/12/06)
saltcooky
December 06, 2025
More Decks by saltcooky
See All by saltcooky
動的トリートメント・レジームを推定するDynTxRegimeパッケージ
saltcooky12
0
270
FIBA W杯の日本代表って組み合わせ次第で2次ラウンド行けたんじゃね?をデータで検証
saltcooky12
0
350
Rで有名絵画を安全に買いたい
saltcooky12
0
400
階層クラスタリングにおける仮説検定
saltcooky12
0
1.1k
データドリブンな仮説検証のためのSelective Inference
saltcooky12
1
1.5k
ストリートスナップデータに 統計的ネットワーク分析の適用を試みた
saltcooky12
0
890
Other Decks in Science
See All in Science
People who frequently use ChatGPT for writing tasks are accurate and robust detectors of AI-generated text
rudorudo11
0
210
NDCG is NOT All I Need
statditto
2
3k
検索と推論タスクに関する論文の紹介
ynakano
1
190
YouTubeにおける撤回論文の参照実態 / metascience-meetup2026
corgies
3
230
なぜ21は素因数分解されないのか? - Shorのアルゴリズムの現在と壁
daimurat
0
370
力学系から見た現代的な機械学習
hanbao
3
4.1k
Rashomon at the Sound: Reconstructing all possible paleoearthquake histories in the Puget Lowland through topological search
cossatot
0
820
生成AIの現状と展望
tagtag
PRO
0
110
A Guide to Academic Writing Using Generative AI - A Workshop
ks91
PRO
1
260
学術講演会中央大学学員会府中支部
tagtag
PRO
0
370
AI(人工知能)の過去・現在・未来 —AIは人間を超えるのか—
tagtag
PRO
0
170
Conversation is the New Dashboard: 属人性を排除する第4世代BIツールの勢力図
shomaekawa
1
500
Featured
See All Featured
The Anti-SEO Checklist Checklist. Pubcon Cyber Week
ryanjones
0
110
Building Applications with DynamoDB
mza
96
7k
CoffeeScript is Beautiful & I Never Want to Write Plain JavaScript Again
sstephenson
162
16k
More Than Pixels: Becoming A User Experience Designer
marktimemedia
3
370
Building a A Zero-Code AI SEO Workflow
portentint
PRO
0
430
Templates, Plugins, & Blocks: Oh My! Creating the theme that thinks of everything
marktimemedia
31
2.7k
Crafting Experiences
bethany
1
110
From π to Pie charts
rasagy
0
160
GraphQLの誤解/rethinking-graphql
sonatard
75
12k
Sam Torres - BigQuery for SEOs
techseoconnect
PRO
0
240
The Hidden Cost of Media on the Web [PixelPalooza 2025]
tammyeverts
2
260
My Coaching Mixtape
mlcsv
0
96
Transcript
4QBUJBM3%%ύοέʔδʹΑΔ ۭؒճؼෆ࿈ଓσβΠϯ 4QBUJBM3FHSFTTJPO%JTDPOUJOVJUZ%FTJHOXJUIUIF4QBUJBM3%%1BDLBHF !TBMUDPPLZ +BQBO3 1
8IP !TBMUDPPLZ • 3ྺɹɹɿ͙Β͍͔ͳ • ۈઌɹɿຊʹ͋Δ*5ܥͷձࣾ • ࣄ༰ɿϚʔέσΟϯά෦ॺͰ4BMFTGPSDF͞Μ • झຯɹɹɿϑΝογϣϯඒज़ؗ८Γ
2
༰ΛҰݴͰ ཧۭؒͷҼՌޮՌΛਪఆ͢Δۭؒճؼෆ࿈ଓσβΠϯͱ ࣮ߦ͢Δ4QBUJBM3%%ύοέʔδΛհ 3
࠷ۙಡΜͩॻ੶ 4
ճؼෆ࿈ଓσβΠϯͱ ݫີͳΧοτΦϑʹΑͬͯհೖͷ༗ແ͕ܾఆ͞ΕΔࡍɺͦͷΧοτΦϑͷڥքͰͷΞτ ΧϜͷෆ࿈ଓͳมԽΛ༻͍Δ͜ͱͰɺհೖͷҼՌޮՌΛਪఆ͢Δ४࣮ݧతͳੳख๏ 5 ೖֶࢼݧಘ ظࢼݧಘ ճؼෆ࿈ଓσβΠϯͷΠϝʔδ ͋ΔಘҎԼͷֶੜʹ ֶशϓϩάϥϜΛ࣮ࢪ͢Δ ᮢલޙͷظಘͷδϟϯϓ͕
ϓϩάϥϜडߨͷޮՌ
ۭؒճؼෆ࿈ଓσβΠϯͱ ۭؒతཧతஅΛ3%%ͷΧοτΦϑͱߟ͑ɺͦͷڥքΛڬΜͩΞτΧϜͷ͔ࠩΒ ཧతͳҼՌޮՌΛਪఆ͢Δख๏ 6 ෆ࿈ଓͱͳΔڥքઢ ॲஔ͕ద༻͞ΕͨΤϦΞ ॲஔ͕ద༻͞Εͳ͔ͬͨΤϦΞ ڥքઢपลͷδϟϯϓ͕ ཧతͳॲஔޮՌ
ۭؒճؼෆ࿈ଓσβΠϯͷద༻ࣄྫ ΞϑϦΧͷࠃڥܾఆʹΑΔൃలӨڹ ݪॅຽͷډॅΤϦΞ͕ࠃڥʹΑΔஅ͞Εͨ߹ʹɺॴଐ͍ͯ͠Δ ࠃͷଐੑͰൃల߹͍͕ͲͷఔҟͳΔͷ͔Λݕূ .JDIBMPQPVMPT1BQBJPBOOPV 5IF2VBSUFSMZ+PVSOBMPG &DPOPNJDT 7 ߑਫϋβʔυΤϦΞͷෆಈ࢈Ձ֨Өڹ ൙ཞةݥΤϦΞͱͦΕҎ֎ͷΤϦΞͰɺͲͷఔෆಈ࢈Ձ͕֨ҟͳΔ
ͷ͔Λੳ )8BOH (FP+PVSOBM
ۭؒճؼෆ࿈ଓσβΠϯͷߟ͑ํ ϕʔγοΫͳํ๏ͱͯ͠ɺ֤ϙΠϯτ͔Βڥքઢ·ͰͷڑΛΧοτΦϑ͕ى͜Δมͱ ͯ͠ɺ3%%Λద༻͢Δํ๏͕͋Δɻ ➡︎ ɿڥքઢ͕͍߹ʹɺڥքઢ͔Βͷڑͷҙຯ͕Ұ༷Ͱͳ͍Մೳੑ͕͋Δ 8 ڥքઢ͔Βͷڑ Ξ τ
Χ Ϝ ڑ ॲஔ ڥք
ۭؒճؼෆ࿈ଓσβΠϯͷผͷߟ͑ํ ڥքΛෳͷηάϝϯτ ϙΠϯτ ʹ͚ͯɺηάϝϯτ͝ͱʹपลྖҬͷใΛ༻͍ͯ ہॴతͳ3%%Λద༻͢Δ͜ͱͰΑ͏ͳํ๏͕ఏҊ͞Ε͍ͯΔɻ 9 ڑ ॲஔ ηάϝϯτॴଐใ ڥք
ηάϝϯτͷ 3%% ηάϝϯτͷ 3%% ηάϝϯτͷ 3%%
4QBUJBM3%%1BDLBHF ۭؒճؼෆ࿈ଓσβΠϯʹΑΔҼՌޮՌͷਪఆΛߦ͏ύοέʔδ Ͱ͖Δ͜ͱ ɾڥքઢ͔Βͷڑܭࢉ ɾҟ࣭ͳ࣏ྍޮՌΛਪఆ ɾϓϥηϘࢼݧʹΑΔଥੑͷ֬ೝ 10
ύοέʔδʹؚ·ΕΔΠϯυΰΞभͷཧσʔλΛར༻ ւ؛ΤϦΞͷҰ෦͕͔Β·ͰϙϧτΨϧ২ຽ౷࣏Ͱ͋ͬͨ͜ͱʹΑΓɺभ͕ΤϦΞʹ໌֬ʹ ͔Ε͍ͯͨɻ২ຽΤϦΞͰɺஉঁؒͷڭҭ֨ࠩʹΑΓஉੑͷࣝࣈ͕ൺֱతߴ͍ঢ়ଶʹͳͬͨɻ 11 ༻σʔλ ϙϧτΨϧྖ Πϯυྖ
ΰΞभશମͷϙϦΰϯɺڥքઢɺॲஔใ͕TGܗࣜͰอଘ͞Ε͍ͯΔɻ UNBQύοέʔδΛ༻͍ͯՄࢹԽ͢Δɻ 12 σʔλͷՄࢹԽ
ΧοτΦϑϥΠϯͱॲஔͷ༗ແΛՄࢹԽɻ 13 σʔλͷՄࢹԽ
ڥքઢͷNݍͷσʔλͱ݁ՌมΛ֬ೝɻ ਅͷॲஔޮՌ ͱͳΔΑ͏ͳʹ݁ՌมͷαϯϓϧΛ༩ 14 σʔλͷՄࢹԽ
SESPCVTUύοέʔδΛ༻͍ͯɺڥքઢ͔ΒͷڑΛ༻͍ͨϊϯύϥϝτϦοΫ ճؼʹΑΔҼՌޮՌͷਪఆΛ࣮ࢪ 15 ௨ৗͷ3%%ͷద༻
ڥքઢΛݸʹηάϝϯτԽͯ͠ɺηάϝϯτ͝ͱͷҼՌޮՌΛਪఆ ➡︎ ଟ͘ͷηάϝϯτͰڥքઢʹΑΔհೖ͕༗ҙͳࠩΛͨΒ͍ͯ͠Δ 16 4QBUJBM3%%ͷద༻ ํ ೆํ ڥքઢͷதԝۙͰ ༗ҙͳ͕ࠩ֬ೝͰ͖ͳ͍
ਪఆ݁Ռͷ݁Ռͷଥੑͷ֬ೝͷͨΊʹɺϓϥηϘͱͳΔڥքઢΛ؆୯ʹੜͰ͖Δɻ ͦͷڥքઢͰॲஔ͕มΘΔͱԾఆͨ͠ޮՌΛਪఆ͢Δɻ 17 ݁Ռͷଥੑͷ֬ೝ ճస γϑτ ֦େॖখ
ϓϥηϘڥքΛ༻͍ͨ߹ͷҼՌޮՌΛਪఆ͢Δͱɺଟ͘ͷηάϝϯτͰ༗ҙੑ Λ࣋ͬͨҼՌޮՌ֬ೝ͞Εͳ͘ͳΔɻ ➡︎ ຊདྷͷڥքʹΑΔॲஔͰͷΈޮՌ͕͋ΔͱߟͰ͖Δ 18 ݎ࿚ੑͷ֬ೝ ڥքઢΛೆʹLN ౦ʹLNʹγϑτͤͨ͞߹ͷ݁Ռ ຊདྷͷڥքઢΛઃఆͨ͠߹ͷਪఆ݁Ռ
ํ ೆํ
2ཧతͳεϐϧΦʔόʔޮՌ ӽڥޮՌ ͕͋Δ߹ʹͲ͏ϞσϦϯά͢Εྑ͍͔ "4QBUJBM3%%ύοέʔδͰɺ໌֬ʹઃఆ͢Δํ๏ఏڙ͞Ε͓ͯΒͣɺ ɹڞมྔͱͯ͠εϐϧΦʔόʔޮՌΛදݱ͢ΔมΛࢦఆ͢ΔͳͲ͕ඞཁͱͳΔɻ 19 ؾʹͳΔ͜ͱ ૿Ճ ݮগ εϐϧΦʔόʔޮՌͷΠϝʔδ
ݝڥ ΨιϦϯͷ ิॿ͕ग़Δݝ ΨιϦϯͷ ิॿ͕ͳ͍ݝ ൢചྔ ਓ͕Ҡಈͯ͠͠·͏
༰ΛҰݴͰ ཧۭؒͷҼՌޮՌΛਪఆ͢Δۭؒճؼෆ࿈ଓσβΠϯͱ ࣮ߦ͢Δ4QBUJBM3%%ύοέʔδΛհ 20
$POEVDU.VMUJQMF5ZQFTPG(FPHSBQIJD3FHSFTTJPO%JTDPOUJOVJUZ%FTJHOTw 4QBUJBM3%% IUUQTBYMFIOFSHJUIVCJP4QBUJBM3%% 4QBUJBM3%%HFUTUBSUFE IUUQTDSBOSQSPKFDUPSHXFCQBDLBHFT4QBUJBM3%%WJHOFUUFTTQBUJBMSEE@WJHOFUUFIUNM 4QBUJBM3%%ۭؒճؼෆ࿈ଓσβΠϯ 8PSME#BOL#MPHTΑΓ
.BCVIBZ IUUQTQIKQVQMCLVIBUFOBCMPHDPNFOUSZ 3%%QSBDUJDF IUUQTSQVCTDPN3ZPIFJ ࢀߟ 21
&/% 22 &OKPZ