Upgrade to Pro
— share decks privately, control downloads, hide ads and more …
Speaker Deck
Sign up for free
Menu
Search
Features
All features
Private URLs
Password Protection
Custom URLS
Scheduled publishing
Remove Branding
Restrict embedding
Deck Collections
Notes
Features
All features
Private URLs
Password Protection
Custom URLS
Scheduled publishing
Remove Branding
Restrict embedding
Deck Collections
Notes
Explore
Featured decks
Featured speakers
Programming
Technology
Storyboards
Explore
Featured decks
Featured speakers
Programming
Technology
Storyboards
Pricing
Search
Sign in
Sign up for free
【論文紹介】TABULAR TRANSFORMERS FOR MODELING MULTIVA...
Search
suzuki
September 02, 2022
Science
230
0
Share
Embed
Copy iframe code
Copy JS code
Copy link
Start on current slide
【論文紹介】TABULAR TRANSFORMERS FOR MODELING MULTIVARIATE TIME SERIES
suzuki
September 02, 2022
More Decks by suzuki
See All by suzuki
Docker を安全に始めよう ~Docker Hardened Images (DHI) 入門~
atsushi_suzuki
0
71
Docker の AI 新機能を使ってみよう!
atsushi_suzuki
0
100
GPSの仕組み
atsushi_suzuki
0
520
電圧計測の基礎 -ノイズの原因と対策 -
atsushi_suzuki
0
250
自動車の仕組み
atsushi_suzuki
0
200
逆求人アプリにUIルールを適用してみよう
atsushi_suzuki
0
270
presentation_ux_社外用_21060901.pdf
atsushi_suzuki
0
310
真っ白な遷移画面をなんとかしたい
atsushi_suzuki
0
320
Noストレスでアプリ開発したい
atsushi_suzuki
0
280
Other Decks in Science
See All in Science
AlgorithAlgorihms for Decision Making
mickey_kubo
0
170
データベース01: データベースを使わない世界
trycycle
PRO
1
1.5k
明治薬科大学講義_ビッグデータ解析を支えるデータベース技術とクラウドコンピューティング
ktatsuya
1
200
Understanding CVP Waveforms: Interpretation and Clinical Implications in Anesthesiology
taka88
0
940
勾配流から乖離した学習ダイナミクス
hanbao
1
1.1k
生成AIと司法書士の未来.pdf
tagtag
PRO
0
180
ssmonline #51 ヤマサキ春のサメ祭り 2026 / ssmjp Yamasaki Spring JAWS Festival 2026
naospon
1
160
コーヒー豆様核 (Coffee-bean nuclei) における形態学的サブタイピングと精選・焙煎特性の同定
jagupath
PRO
0
190
はじめてのグラフ信号サンプリング
arthur1
0
130
SAT ソルバーの仕組みと制約ソルバーへの応用
tsoh
3
650
Inside the Mind of an LLM
baggiponte
0
360
GKE上でオセロの強化学習やってみた
akasan
0
110
Featured
See All Featured
What’s in a name? Adding method to the madness
productmarketing
PRO
24
4.2k
Collaborative Software Design: How to facilitate domain modelling decisions
baasie
1
340
Neural Spatial Audio Processing for Sound Field Analysis and Control
skoyamalab
0
540
Unlocking the hidden potential of vector embeddings in international SEO
frankvandijk
0
970
Fireside Chat
paigeccino
43
4.1k
Save Time (by Creating Custom Rails Generators)
garrettdimon
PRO
33
5.1k
Test your architecture with Archunit
thirion
2
2.4k
The agentic SEO stack - context over prompts
schlessera
0
970
Taking LLMs out of the black box: A practical guide to human-in-the-loop distillation
inesmontani
PRO
3
2.4k
Intergalactic Javascript Robots from Outer Space
tanoku
273
27k
Six Lessons from altMBA
skipperchong
29
4.5k
Distributed Sagas: A Protocol for Coordinating Microservices
caitiem20
333
23k
Transcript
ɹɹ͖ͣ͢ 5"#6-"353"/4'03.&34'03 .0%&-*/(.6-5*7"3*"5&5*.&4&3*&4 *OLJU1BEIJ :BJS4DIJ ff *HPS.FMOZL .BUUJB3JHPUUJ :PVTTFG.SPVFI
1JFSSF%PHOJO+FSSFU3PTT 3BWJ/BJS &SJL"MUNBO
จͷతɾഎܠ ɾݸਓใػີใͷอޢͷͨΊͷσʔλੳͷ੍ݶ ɾ࣌ܥྻදσʔλʹؔ͢Δ.-%-ݚڀྫͷগͳ͞ ੩తදσʔλͱͷൺֱ ɹ ֤࢈ۀ ҩྍۚ༥ͳͲ ʹେͳදσʔλ͕ଘࡏ㱺༗ޮ׆༻ͷ՝͋Γ ࣌ܥྻදσʔλʹద༻Ͱ͖Δ৽͍͠%FFQ-FBSOJOH %-
ख๏ͷఏҊ త എܠ ྫ͑ʜ
จͷ֓ཁ ɾݱ࣮ʹ͍ۙ࣌ܥྻදσʔλͷੜϞσϧͰ͋Δ5BC(15ͷհ ɾ࣌ܥྻදσʔλͷֶशϞσϧͰ͋Δ5BC#&35ͷհ ɾ5BC#&35ͷֶश๏ͷհ ྫɿΫϨδοτΧʔυɺେؾԚછσʔλ ɾֶशࡁ5BC#&35ͷ׆༻๏ͱ݁Ռͷհ ෆਖ਼ݕɺԚછ༧ଌ ˞ຊεϥΠυͰ5BC#&35 ෆਖ਼ݕ
ͷΈΛհ
લఏࣝ
ࣗવݴޠॲཧͱ ɾܗଶૉղੳɿจষΛ୯ޠʹׂͯ͠ࢺ׆༻ܗΛఆ ɾݴޠϞσϧɿจষͷࣗવ͞Λ֬ʹΑͬͯදݱ ɾݻ༗දݱநग़ɿจষ͔Βਓ໊ͳͲͷݻ༗໊ࢺɺɺදݱΛநग़ ɾจষͷྨࣅൺֱɿจষײͷ༰ͷྨࣅΛఆྔతʹධՁ ɾจষྨɿจষΛ༩͑ΒΕͨΧςΰϦʔʹྨ ྫɿωΨϙδఆ ɾจষੜɿ༩͑ΒΕͨจষ݅ʹଓ͘จষΛੜ ɾจষߍਖ਼ɿจதͷදهϛεΛमਖ਼
ৗੜ׆Ͱ༻͢Δݴޠʹؔ͢Δ λεΫ ΛίϯϐϡʔλͰղ͘͜ͱ λεΫྫ
5SBOTGPSNFSͱ ࣗવݴޠॲཧͰ༻͞ΕΔ%-Ϟσϧ ʹൃද<> 5SBOTGPSNFSͷߏ<> <>"UUFOUJPOJT"MM:PV/FFE ಛ ɾ&ODPEFSͱ%FDPEFS͔Βߏங ɾ"UUFOUJPOɿฒྻೖྗʹΑΔܭࢉߴԽ ֶश࣌ؒॖ
ܭࢉ͕ૣ͘จ຺ใͷอ࣋ʹΑΓਫ਼ߴ͍ ߏ 㱺จ຺ґଘͨ͠ϕΫτϧม ʴ ୯ޠؒରԠؔͷө ɾ1PUFOUJBM&ODPEJOHɿ୯ޠͷҐஔใຒࠐ
5SBOTGPSNFSͷੜഎܠ ɾ47.ɺղੳ //Ҏલ ɿՄมσʔλೖྗෆՄɺฒͼॱະߟྀ ɾ8PSE7FD // ɿ4LJQ(SBNʹΑΔίετֶश ɾ4FR4FR 3// ɿՄมσʔλೖྗՄɺೖྗཤྺʹجͮ͘จ຺ͷऔѻ͍
ݴޠཧղͱഎܠࣝͷܽ㱺Ԡ༻"*ߏஙʹ͋Γ㱺5SBOTGPSNFSͷੜ 4FR4FR<> 4LJQ(SBN<> <>#&35ʹΑΔࣗવݴޠॲཧೖ 5SBOTGPSNFSҎલͷख๏
#&35ͱ 5SBOTGPSNFSΛ࠷ॳʹ࠾༻ͨ͠ํܕͷࣄલֶशϞσϧ 㱠༧ଌϞσϧ <>#&35ʹΑΔࣗવݴޠॲཧೖ ࣄલֶश<> ಛ ɾग़ྗͷՃͷΈͰλεΫ ճؼྨ ʹରԠՄೳ ɾେྔͷڭࢣͳ͠σʔλ͔ΒݴޠಛੑΛํֶश
ࣄલֶश 㱺จ຺Ѳ ɾগྔͷڭࢣ͋Γσʔλ͔Βύϥϝʔλඍௐ 'JOF5VOJOH 㱺࠷దԽɺਫ਼্
#&35ೖྗܗࣜ ɾ୯ҰͷจষจষϖΞΛτʔΫϯྻʹม ɾಛघτʔΫϯ <$-4> <4&1>ͳͲ ͷՃ τʔΫϯԽ ϕΫτϧԽ ɾτʔΫϯɺจষλΠϓɺจষதͷҐஔʹԠͨ͡ϕΫτϧԽˠࢉ <>#&35ʹΑΔࣗવݴޠॲཧೖ
<>#&351SFUSBJOJOHPG%FFQ#JEJSFDUJPOBM5SBOTGPSNFST τʔΫϯྻ<> ೖྗϕΫτϧ<> #&35ೖྗ͢ΔͨΊʹจষΛஈ֊Ͱม
#&35ࣄલֶश ̋.BTLFE-BOHVBHF.PEFM .-. ɾೖྗτʔΫϯͷΛಛघτʔΫϯ<."4,>ʹஔ ɾஔจষΛ#&35ʹೖྗͯ͠<."4,>ͷதΛ༧ଌ େྔͷڭࢣͳ͠ ϥϕϧͳ͠ σʔλ͔Β൚༻తͳݴޠύλʔϯΛֶश త
ख๏ ̋/FYU4FOUFODF1SFEJDUJPO ɾೋจ͕༩͑ΒΕΔλεΫͰͦΕͧΕͷؔ࿈ੑΛֶश ɾಛघτʔΫϯ<$-4>ʹରԠ͢Δ#&35ͷग़ྗΛྨثʹೖྗˠ࿈ଓੑΛఆ <>#&35ʹΑΔࣗવݴޠॲཧೖ ϚεΫԽ<>
#&35'JOF5VOJOH ɾࣄલֶशࡁ#&35ϞσϧΛλεΫ༰ʹԠͨ͡ྨثʹଓ ɾϥϕϧ͖σʔλͰ#&35ͱྨثͷ྆ํͷύϥϝʔλΛֶश ɾ#&35ॳظࣄલֶशͰಘͨύϥϝʔλ㱺গσʔλ͔ΒߴੑೳϞσϧΛऔಘ త ख๏ গྔͷڭࢣ͋Γ ϥϕϧ͖ σʔλ͔ΒλεΫʹಛԽֶͨ͠शΛ࣮ࢪ 'JOF5VOJOH<>
<>#&35ʹΑΔࣗવݴޠॲཧೖ
จͷ༰ 5BC#&35
)JFSBSDIJDBM5BCVMBS#&35 5BC#&35 ɾଟมྔදσʔλͷֶशʹ#&35ΛԠ༻ͨ͠Ϟσϧ<> ɾஈ֊Ͱ&ODPEF㱺ϑΟʔϧυؒͱߦؒͷ྆ํͷରԠؔΛө )JFSBSDIJDBM 5BC#&35<> <>5"#6-"353"/4'03.&34'03.0%&-*/(.6-5*7"3*"5&5*.&4&3*&4
5BC#&35σʔλલॲཧ ɾֶशʹඞཁͳΧϥϜ ϑΟʔϧυ Λநग़ ɾ࿈ଓมͷϑΟʔϧυΛΧςΰϦԽFY ˠ ੜσʔλ લॲཧσʔλ
5BC#&35ࣄલֶश ɾສτϥϯβΫγϣϯ ສϢʔβ ͷσʔλΛ༻ ɾ8JOEPX 4USJEF εϥΠσΟϯάΟϯυ ɾϥϕϧͷϑΟʔϧυb*T'SBVE `Λআڈ
λεΫͷӨڹΛࢭ ɾ.-.Ͱ<."4,>༧ଌ $SPTT&OUSPQZ-PTTͰਫ਼ධՁ .-. ."4, ."4, ."4, ."4, ."4, ."4, ."4, ."4,
5BC#&35ෆਖ਼ݕλεΫ ɾλεΫͷͨΊʹτϥϯβΫγϣϯͣͭϚʔδ ɾෆਖ਼σʔλগ ສສ ͷͨΊΞοϓαϯϓϦϯά ɾສςετσʔλͰ'είΞ ద߹ͱ࠶ݱͷௐฏۉ ΛධՁ ɾ.-1-45.୯ମͱ5BC#&35͋Γͷ'είΞൺֱ㱺5BC#&35͋Γͷํ͕ߴ͍ 'είΞൺֱ<>
<>5"#6-"353"/4'03.&34'03.0%&-*/(.6-5*7"3*"5&5*.&4&3*&4