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
ISC paper reading 2
Search
omochi
June 01, 2017
Research
0
55
ISC paper reading 2
This is the slides of paper reading in ISC (2017.06.01)
omochi
June 01, 2017
Tweet
Share
More Decks by omochi
See All by omochi
RG WIP 2017_08_02
0xomochi
0
78
RG WIP 1
0xomochi
0
69
ISC paper reading 1
0xomochi
0
110
Other Decks in Research
See All in Research
DeepCrysTet: A Deep Learning Approach Using Tetrahedral Mesh for Predicting Properties of Crystalline Materials
tsurubee
0
380
Ground Metric Learning with applications in genomics
gpeyre
0
370
インタビューだけじゃない!ユーザーに共感しユーザーの目👀を手に入れるためのインプット
moco1013
0
270
第14回対話システムシンポジウム EMNLP 2023 参加報告
atsumoto
0
160
CASCON 2023 Most Influential Paper Award Talk
tsantalis
0
130
僕たちがグラフニューラルネットワークを学ぶ理由
joisino
18
7.2k
CSC590 Lecture 01
javiergs
PRO
0
130
媒介分析と疫学
kingqwert
0
100
Azure Arc-enabled Serversを利用した ハイブリッド・マルチクラウド環境の管理 / Managing Hybrid Multi-cloud Environments with Azure Arc-enabled Servers
nttcom
0
220
People Driven Transformation / 人が起点の、社会の変え方
dmattsun
0
160
機械学習と最適化の融合動的ロットサイズ決定問題を例として
mickey_kubo
2
230
Breaking Tradeoffs: Extremely Scalable Multi-Agent Pathfinding Algorithms
kei18
0
150
Featured
See All Featured
ParisWeb 2013: Learning to Love: Crash Course in Emotional UX Design
dotmariusz
104
6.6k
The Mythical Team-Month
searls
216
42k
Typedesign – Prime Four
hannesfritz
36
2.1k
Java REST API Framework Comparison - PWX 2021
mraible
PRO
19
6.9k
Why Our Code Smells
bkeepers
PRO
331
56k
Embracing the Ebb and Flow
colly
80
4.2k
Raft: Consensus for Rubyists
vanstee
133
6.3k
[RailsConf 2023 Opening Keynote] The Magic of Rails
eileencodes
13
8.3k
Sharpening the Axe: The Primacy of Toolmaking
bcantrill
21
1.4k
How to Ace a Technical Interview
jacobian
273
22k
How to name files
jennybc
65
93k
How to train your dragon (web standard)
notwaldorf
75
5.2k
Transcript
αϯυϘοΫεΛར༻ͨ͠ ະϚϧΣΞݕग़ਫ਼্ʹؔ͢ΔҰݕ౼ $PNQVUFS4FDVSJUZ4ZNQPTJVN 0DUd /55ίϜηΩϡϦςΟגࣜձࣾɹࢢాୡ ߴ֮ /55ίϛϡχέʔγϣϯζגࣜձࣾɹਢ౻ষ *4$#ZVNF *4$จྠߨ
ݚڀ֓ཁ • αϯυϘοΫεΛ༻͍ͨಈతղੳٕज़Λ༻͍Δ • ଟػೳԽɾಡԽ͞ΕͨϚϧΣΞͷڍಈΛղੳ͢Δʹ༗ޮͳखஈ • ѱੑఆͷᮢʹΑͬͯਖ਼ৗϑΝΠϧΛաݕ͢Δࣄ͋Γ ˠωοτϫʔΫτϥϑΟοΫͷϑΝΠϧʹରͯ͠αϯυϘοΫεΛ ༻͍ͨϚϧΣΞݕग़Λߦ͍ɺաݕͷݮΛతͱͨ͠ϚϧΣΞ ݕग़ਫ਼্ͷͨΊͷಛྔΛநग़͢Δ
2 ϚϧΣΞݕग़ਫ਼্ͷͨΊͷಛྔͷநग़
എܠ • ϚϧΣΞඃͷ૿Ճ ѥछͷੜ͕༰қ͞ ϚϧΣΞͷߴԽ ˎاۀͷϚϧΣΞରࡦʜ w γάχνϟϚονϯάํࣜ ˠγάχνϟ͕ରԠ͍ͯ͠ͳ͍ະͷϚϧΣΞʹରԠෆՄೳ ˠϚϧΣΞͷߴԽ
ѥछ࡞πʔϧͷग़ճΓʹΑΓγάχ νϟͷ࡞͕ࠔʹͳ͖ͬͯͨ ˠ߈ܸʹରͯ͠ेʹରԠͰ͖ͳ͍ 3
ղܾख๏ γάχνϟϕʔεͷରࡦ͕ࠔͳϚϧΣΞʹ༗ޮͳղੳٕज़ʜ ʮαϯυϘοΫεʹΑΔಈతղੳʯ ˠαϯυϘοΫεΛ༻͍ͯಈతղੳΛ͢Δ͜ͱͰײછ͔Βใͷࡡऔ ·Ͱ࣌ؒҎͰߦ͏ະͷϚϧΣΞͷ߈ܸʹରԠͰ͖Δ 4
αϯυϘοΫεʹΑΔಈతղੳͱ • ࣮ωοτϫʔΫͷײછϦεΫΛܰݮ͢ΔͨΊʹԾڥͰ࣮ߦ ͞ΕΔ ϓϩάϥϜͷڍಈΛτϨʔεͨ͠ϩάΛग़ྗ͢Δ ˠ௨৴ઌͷϒϥοΫϦετ ϚϧΣΞʹΑ͘ݟΒΕΔಛతͳڍ ಈ ڍಈͷঢ়ଶભҠใΛѱੑείΞͱඥ͚ɺѱੑఆʹ༻͍Δ ˠҰఆͷᮢΛ͑ΔͱϚϧΣΞͱఆ͞ΕΔ
5
༏Ґੑͱ՝ ʻ༏Ґੑʼ w ࣮ߦ݁Ռʹج͍ͮͯݕ͢ΔͨΊϓϩάϥϜίʔυ͕҉߸Խ͞Ε͍ͯͯݕ Ͱ͖ΔʢະͷϚϧΣΞʹରԠͰ͖Δʣ ࢈ۀ໘Ͱʜ w ԾڥΛࣗࣾڥʹ߹ΘͤΔ͜ͱ͕Ͱ͖Δ ˠࣗࣾڥͰӨڹͷ͋ΔϚϧΣΞͷΈΛݕ͢Δ͜ͱ͕Մೳ ʻ՝ʼ
w աݕʢ'BMTF1PTJUJWFʣ͕͋Δ ˠ্࣮ΠϯγσϯτϨεϙϯε࣭ͷԼʹͭͳ͕Δ 6
աݕͨ͠߹ ʻਅͷϚϧΣΞͰ͋Δ͔ͷ֬ೝख๏ʼ ΞϯνΠϧειϑτʹΑΔώϡʔϦεςΟοΫͰͳ͍ݕख๏ˠγά χνϟ͕ରԠ͍ͯ͠ͳ͍ະϚϧΣΞʹରԠෆՄ ϚϧΣΞίʔυͷ੩తղੳೳྗΛ༗͢Δٕज़ऀʹΑΔରԠ ɹɹˠਓతϦιʔεͷݶքʹΑΔରԠෆ͕ग़ͯ͘Δ ʻաݕޙͷରԠʼ w ϗϫΠτϦετରԠΛஞҰߦ͏ ˠՔಇͷ࿘අݟಀ͠ʢ'BMTF/FHBUJWFʣͷൃੜ
7
αϯυϘοΫεͷڍಈϩάੳͷॏཁੑ ͭ·Γʜ τϨʔε݁ՌͷڍಈϩάΛಠࣗͷ؍Ͱੳ ධՁ͢Δඞཁ͕͋Δ ʻڍಈϩάੳͷརʼ ɾಡԽίʔυΛղಡ͢Δ੩తղੳΑΓٕज़తʹқ͍͠ ɾαϯυϘοΫεͷڍಈϩάΛར༻ͯ͠ػցֶशͳͲΛ༻͍ͨࣗಈ Խ͕ߦ͍͍͢ ɾߴ͔ͭػցతʹաݕΛݮΒ͢͜ͱ͕Մೳ 8
ຊݚڀͰʜ ɾαϯυϘοΫεͰͷڍಈϩά͔Βʮաݕʹਂؔ͘࿈͢Δಛʯ Λநग़͢Δ ɾαϯυϘοΫεࣗମͷݕग़ϧʔϧͷνϡʔχϯάͰͳ͘ڍಈϩ άੳΤϯδϯΛνϡʔχϯά͢Δ ɾαϯυϘοΫεͰݕ͞Εͨݕମ͔ΒաݕΛػցతʹআ֎͠ ڴҖͷߴ͍ਅͷϚϧΣΞͷΈΛநग़͢Δ ɹˠΠϯγσϯτϨεϙϯεͷՔಇݮ ্࣭Λࢦ͢
9
10 աݕϑΝΠϧ ಠࣗڥʹͯ8JOEPXTܥ04 Λ࣮ͨ͠αϯυϘοΫεͰ ݕ͞Εͨݕମͷ͏ͪɺաݕ Ͱ͋Δͱஅ͞ΕͨϑΝΠ ϧΛྨͨ͠ͷΛӈͷʮද ̍ʯʹࣔͨ͠
ఏҊख๏ • աݕϑΝΠϧʹͳ͘ϚϧΣΞϑΝΠϧʹݟΒΕͨڞಉϩάͷ ಛྔΛೋͭநग़ͨ͠ • 4MFFQಛྔ • %FMFUFಛྔ ʻಛྔநग़ͷࢦඪʼ •
ਖ਼ৗϑΝΠϧͷڍಈͱͷҳੑ • ϚϧΣΞϑΝΠϧͷڍಈͱͷྨࣅੑ 11 ϚϧΣΞݕग़ਫ਼্ͷͨΊͷಛྔͷநग़
εϦʔϓڍಈͷ૬ҧʢ4MFFQಛྔʣ • աݕϑΝΠϧͷ͏ͪ(6*ϓϩάϥϜʹ͓͍ͯ ϢʔβΠϯλ ϥΫγϣϯΛٻΊΒΕͯಈతղੳ్͕தͰऴ͍ྃͯ͠Δͷ͕ ଟ͋ͬͨ͘ ɹˠ(6*ϓϩάϥϜʹ͓͍ͯϢʔβͷೖྗͪঢ়ଶͰ4MFFQؔ ͕ίʔϧ͞Εଓ͚͍ͯΔͨΊ w 4MFFQίʔϧࣗମϚϧΣΞͷજ෬ڍಈʹ֬ೝ͞ΕΔ͕ɺ
4MFFQΛݺͼग़ͨ͠ϓϩηε໊ͷؔʹண͢ΔͱϚϧΣΞ ϑΝΠϧͱਖ਼ৗϑΝΠϧͱͷҧ͍͕໌֬ʹͳͬͨ 12
ϚϧΣΞ͕ࣗΛআ͢Δڍಈ ʢ%FMFUFಛྔʣ 13 ʻϚϧΣΞʹΑ͘ݟΒΕΔ%FMFUFڍಈʼ • ϚϧΣΞ͕Λऴ͑ͯࣗΛআ͢Δ • ଞͷϑΝΠϧϓϩηεʹڍಈΛભҠ͢Δ • ӅณͷͨΊʹݕମࣗΛআ͢Δڍಈ
ຊݚڀͰ • ରͷ"1*ؔʮ%FMFUF'JMFʯͰݺͼग़͠ݩͷϓϩηεͱআ ରϑΝΠϧಛྔͷύϥϝʔλͱͯ͠༻͍Δ
14 ࣮ݧσʔλ ݕਫ਼্ͷͨΊʹϚϧ ΣΞͱਖ਼ৗϑΝΠϧͷࣝ ผڥք໘ʹ༩͑ΔޮՌΛҰ ࣌ධՁ͢ΔͨΊʹ؆қධՁ ࣮ݧΛߦͬͨ
ධՁํ๏ 15 ɾೋͭͷಛྔΛධՁ͢Δʹ͋ͨͬͯදͷᶗ ᶘ ᶚ ᶛͷσʔλ ʹؔͯ͠4MFFQ %FMFUF"1*ΛؚΊͨϚϧΣΞղੳͷͨΊͷओཁ "1*Ұݕମ͝ͱͷฏۉίʔϧΛௐࠪ ɹˠ݁Ռਤ̍
ਤ̎ʹࣔ͢ ɾ֤σʔληοτʹ͓͚Δ4MFFQಛྔ %FMFUFಛྔͷ֘ݕମ Λௐࠪ͠ຊಛྔ͕֘ͨ͠ϚϧΣΞͷྨ ɹˠ݁ՌΛද̏ʹࣔ͢
࣮ݧ݁Ռ 16
"1*ίʔϧͷώετάϥϜʢ4MFFQʣ 17
"1*ίʔϧͷώετάϥϜ %FMFUF 18
ಛྔ͕֘ͨ͠ݕମ 19 • ྆ಛྔͱʹϚϧΣΞݕ ମͷΈͰ֬ೝ͞Εɺਖ਼ৗɾա ݕϑΝΠϧͰ֬ೝ͞Εͳ ͔ͬͨ • ڍಈϩάऔಘ͕͍࣌ؒ΄Ͳ ͕֘ଟ͘ͳͬͨ
4MFFQಛྔͷ֘ϚϧΣΞྨ 20 • ࣮ݧσʔλᶗ ᶘʹ͍ͭͯ 4MFFQಛྔ %FMFUFಛ ྔ͕֘ͨ͠ϚϧΣΞ ʹؔͯ͠ΧεϖϧεΩʔࣾ Ͱͷݕ໊ͷ্Ґछྨ
ʢѥछҰछͱѻ͏ʣΛ ࣔ͢
%FMFUFಛྔͷ֘ϚϧΣΞྨ 21 • 4MFFQಛྔͰ࣮ݧσʔ λᶗʹͯ ʮ)PBY8JO"SDI4.4ʯ 4.4ͰͷΓऔΓΛհͯ͠ ϢʔβඞཁͳϑΝΠϧΛ ड͚औΔΘΓʹۚમΛ౪ ΈऔΒΕΔِͷύοΧʔ͕
શମͷׂΛΊͨ
·ͱΊ ɿαϯυϘοΫεΛར༻ͨ͠ະϚϧΣΞͷݕग़ਫ਼ ্ʹؔ͢ΔҰݕ౼ͱͯ͠ʮաݕʢ'BMTF1PTJUJWFʣʯ͕ଘࡏ͢ Δ ఏҊख๏ɿաݕϑΝΠϧͷಛΛ׆͔ͨ͠ϚϧΣΞͱਖ਼ৗϑΝ ΠϧΛࣝผͰ͖Δ4MFFQಛྔɾ%FMFUFಛྔΛ༻͍Δ ݁ՌɿೋͭͷಛྔΛ༻͍ΔͱաݕϑΝΠϧΛͯ͢ʮ5SVF /FHBUJWFʯఆ͕Ͱ͖ͨ ɹɹˠ͜ͷಛྔݕਫ਼্ͷҰͭͷखஈͱͳΓ͏Δ 22
ࠓޙͷ՝ ɾ4MFFQಛྔ %FMFUFಛྔͷΈͰϚϧΣΞ͔Ͳ͏͔Λࣝผ͢Δˠ৽ͨͳաݕ ʢ'BMTF1PTJUJWFʣ͕ੜ·ΕΔՄೳੑ ʻ׆༻ํ๏ʼ ɾೋͭͷಛྔʹѱੑείΞΛ͚ͭͯѱੑఆ·Ͱͷ̍ίϯϙʔωϯτͱͯ͠ར༻͢ Δ ʻ՝ʼ ɾѱੑείΞͷॏΈ͚ख๏ͷݕ౼ ɾධՁ࣮ݧΛݩʹ࠷ਫ਼্ͨ͠ѱੑείΞΛબఆ
ɾ৽ͨͳաݕϑΝΠϧͷಛநग़Λߦ͍ͳ͕Βଞͷ"1*ͷධՁɾΈ߹Θͤݕ౼Λߦ ͏ 23