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
91

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
96
文献紹介 / Non-Intrusive Parametric Reduced Order Models withHigh-Dimensional Inputs via Gradient-Free Active Subspace
Avatar for Atom roraidolaurent
0
56
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
2.8k
Graph Convolutional Networks
Avatar for Atom roraidolaurent
0
230
文献紹介 / A Probabilistic Annotation Model for Crowdsourcing Coreference
Avatar for Atom roraidolaurent
0
69
文献紹介Deep Temporal-Recurrent-Replicated-Softmax for Topical Trends over Time
Avatar for Atom roraidolaurent
0
100
文献紹介/ Bayesian Learning for Neural Dependency Parsing
Avatar for Atom roraidolaurent
0
120
ポッキー数列の加法定理 / Pocky number additon theorem
Avatar for Atom roraidolaurent
0
210
Scalable Bayesian Learning of Recurrent Neural Networks for Language Modeling
Avatar for Atom roraidolaurent
1
150

Featured

See All Featured
The Illustrated Children's Guide to Kubernetes
Avatar for Chris Short chrisshort
48
51k
Facilitating Awesome Meetings
Avatar for Lara Hogan lara
56
6.6k
Keith and Marios Guide to Fast Websites
Avatar for Keith Pitt keithpitt
411
22k
Done Done
Avatar for chrislema chrislema
185
16k
Optimizing for Happiness
Avatar for Tom Preston-Werner mojombo
379
70k
Navigating Team Friction
Avatar for Lara Hogan lara
189
15k
Bootstrapping a Software Product
Avatar for Garrett Dimon garrettdimon
PRO
307
110k
The Pragmatic Product Professional
Avatar for Laura Van Doore lauravandoore
36
6.9k
[Rails World 2023 - Day 1 Closing Keynote] - The Magic of Rails
Avatar for Eileen M. Uchitelle eileencodes
36
2.5k
Principles of Awesome APIs and How to Build Them.
Avatar for Keavy McMinn keavy
127
17k
What’s in a name? Adding method to the madness
Avatar for Product Marketing Alliance productmarketing
PRO
23
3.7k
The World Runs on Bad Software
Avatar for Brandon Keepers bkeepers
PRO
71
11k

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