Upgrade to Pro — share decks privately, control downloads, hide ads and more …

文献紹介 / Structure-based Knowledge Tracing: An In...

Avatar for Atom Atom
May 06, 2021
0
100

文献紹介 / Structure-based Knowledge Tracing: An Influence Propagation View

Avatar for Atom

Atom

May 06, 2021
Tweet

More Decks by Atom

See All by Atom
文献紹介 / Knowledge Tracing with GNN
Avatar for Atom roraidolaurent
0
100
文献紹介 / Non-Intrusive Parametric Reduced Order Models withHigh-Dimensional Inputs via Gradient-Free Active Subspace
Avatar for Atom roraidolaurent
0
64
ニューラルネットワークのベイズ推論 / Bayesian inference of neural networks
Avatar for Atom roraidolaurent
2
2.9k
Graph Convolutional Networks
Avatar for Atom roraidolaurent
0
250
文献紹介 / A Probabilistic Annotation Model for Crowdsourcing Coreference
Avatar for Atom roraidolaurent
0
81
文献紹介Deep Temporal-Recurrent-Replicated-Softmax for Topical Trends over Time
Avatar for Atom roraidolaurent
0
130
文献紹介/ Bayesian Learning for Neural Dependency Parsing
Avatar for Atom roraidolaurent
0
130
ポッキー数列の加法定理 / Pocky number additon theorem
Avatar for Atom roraidolaurent
0
250
Scalable Bayesian Learning of Recurrent Neural Networks for Language Modeling
Avatar for Atom roraidolaurent
1
170

Featured

See All Featured
The agentic SEO stack - context over prompts
Avatar for schlessera schlessera
0
700
Designing Powerful Visuals for Engaging Learning
Avatar for Mike Taylor tmiket
0
280
コードの90%をAIが書く世界で何が待っているのか / What awaits us in a world where 90% of the code is written by AI
Avatar for r-kagaya rkaga
60
42k
It's Worth the Effort
Avatar for 3n 3n
188
29k
Darren the Foodie - Storyboard
Avatar for Kevinho.art khoart
PRO
3
2.9k
How to Create Impact in a Changing Tech Landscape [PerfNow 2023]
Avatar for Tammy Everts tammyeverts
55
3.3k
Thoughts on Productivity
Avatar for Jon Yablonski jonyablonski
75
5.1k
Tell your own story through comics
Avatar for letsgokoyo letsgokoyo
1
840
Designing for Timeless Needs
Avatar for Cassini Nazir cassininazir
0
170
Self-Hosted WebAssembly Runtime for Runtime-Neutral Checkpoint/Restore in Edge–Cloud Continuum
Avatar for Yuki Nakata chikuwait chikuwait
0
400
Between Models and Reality
Avatar for mayunak mayunak
2
230
Breaking role norms: Why Content Design is so much more than writing copy - Taylor Woolridge
Avatar for UX Y'all uxyall
0
200

Transcript

  1. None

  2. 2

  3. 3

  4. 4

  5. 5

  6. 6

  7. 7

  8. 8

  9. 9

  10. 10 𝒙𝑡 = 𝑒𝑡 = 0に回答して不正解? 𝑒𝑡 = 0に回答して正解? 𝑒𝑡

    = 1に回答して不正解? ⋮ 関係r ごとに埋め込み 関係r に関する一時的に用いる特徴量 注）ℎ𝑖 𝑡 ← ℎ 𝑖 𝑡,𝑇と更新されない．

  11. 11 𝑝𝑎𝑟𝑡𝑖𝑗 𝑟

  12. 12

  13. 13

  14. 14

  15. 15

  16. 16

  17. 17

  18. 18

  19. 19

  20. 20

  21. 21

  22. 22

  23. 23 1ステップのみの学習で得られた 影響ベクトル 𝐽𝑖 ∈ ℝ+𝑁として 概念間の影響ベクトルのコサイン類似度が 0.5以上のものにエッジを引いてクラスタリング

  24. 24

  25. 25