---
# System prepended metadata

title: 文獻理路

---

# 文獻理路

- [之前找的相關文獻](https://hackmd.io/B58jjDlaTKqoqhLap_Irxg)




---

- GNN theory
    - Graph Neural Network: A Review of Methods and Applications(Zhou et al.)
    - **Semi-supervised Classification with Graph Convolutional Networks(Kipf, Welling, 2017)**
    
    - [**The Expressive Power of Neural Networks: A View from the Width**,Lu et al.,2017
](http://papers.nips.cc/paper/7203-the-expressive-power-of-neural-networks-a-view-from-the-width.pdf)

    - [HOW POWERFUL ARE GRAPH NEURAL NETWORKS?,Xu et al.,2018](https://openreview.net/pdf?id=ryGs6iA5Km)


---

- Network control, convergence 
    - [Big-O notation](http://people.cs.ksu.edu/~rhowell/asymptotic.pdf)
    - [Locally Optimal Control of Complex Networks](https://arxiv.org/pdf/1710.07657.pdf)
    - Pinning control of scale-free dynamical networks
    - [Unifying dynamical and structural stability of equilibria](https://royalsocietypublishing.org/doi/full/10.1098/rspa.2015.0874)
    - [**Influencing Social Networks: An Optimal Control Study**](https://pdfs.semanticscholar.org/02d8/27c8df45a7a8f5e09f23934db0b831a72c5e.pdf)
        - [LQR](https://zh.wikipedia.org/wiki/LQR%E6%8E%A7%E5%88%B6%E5%99%A8)
        - [Ricatti equation](https://zh.wikipedia.org/wiki/Riccati%E6%96%B9%E7%A8%8B)
    - [複雜網路理論及其應用,ch9.3](http://read.pudn.com/downloads158/ebook/708323/%E5%A4%8D%E6%9D%82%E7%BD%91%E7%BB%9C%E7%90%86%E8%AE%BA%E5%8F%8A%E5%85%B6%E5%BA%94%E7%94%A8.PDF)
        - randomly/specific pinning

---

- Graphical game
    - Reaching a Consensus(Degroot,1973)
    - **Games on Networks(Jackson, Zenou, 2013)**
    - **Network Security and Contagion(Acemoglu, Malekian & Ozdaglar, 2013)**
    - Diffusion in the Networks with Heterogeneous Agents and Homophily(Jackson & Lopez-Pintado, 2011)
    - [Convergence Time to Nash Equilibria](https://m.tau.ac.il/~mansour/course_games/nash-load.pdf)
    - [Efficient Nash Computation in Large Population Games
with Bounded Influence ](https://arxiv.org/ftp/arxiv/papers/1301/1301.0577.pdf)
    -    Nisam,Roughgarden,Tardos,Vasirani,Algorithmic Game Theory (**NRTV**):
        - Silva, Opinion Manipulation in Social Networks(**Silva,2014**)
        - [Opinion dynamics in social networks with stubborn agents: Equilibrium and convergence rate]( https://reader.elsevier.com/reader/sd/pii/S0005109814004154?token=E850138E3979C5FBC5308EA906FCF8F69540419BB88D7924CC173CB675630E90A73457E908D3B595EAE3FF218E0E2EE9)
    - The Complexity of Computing a Nash Equilibrium(Daskalakis,Goldberg & Papadimitriou)


---
- Psychological foundation
    - https://academic.oup.com/restud/article/76/4/1239/1590174/ (peer effect on social network)
    - https://pdfs.semanticscholar.org/206c/685ff6ade486f1062d1cabecc2d322fecd3b.pdf(echo chamber)
    - https://royalsocietypublishing.org/doi/full/10.1098/rsos.181122 (echo chamber)



---

- degree distribution of social network
    - [**scale-free network對於刻意攻擊的脆弱性**](http://havlin.biu.ac.il/PS/handbook446.pdf)
   -  [Origins of power-law degree distribution in the heterogeneity of human activity in social networks](https://www.google.com/url?sa=t&source=web&rct=j&url=https://www.nature.com/articles/srep01783&ved=2ahUKEwjg7YbHuYTlAhVlyosBHZxoAioQFjAWegQIChAB&usg=AOvVaw1wp9505Pv3m0cq1gp6oemu)
   -  [Revisiting Degree Distribution Models for Social Graph Analysis](https://www.google.com/url?sa=t&source=web&rct=j&url=https://arxiv.org/abs/1108.0027&ved=2ahUKEwjg7YbHuYTlAhVlyosBHZxoAioQFjAYegQIBxAB&usg=AOvVaw2YWy11-N46csmdAV-nO1CZ)

    - RANDOM GRAPHS: TYPICAL AND RARE PROPERTIES
    - Global Structural Properties of Random Graphs
    - properties of random network: MJ 4.2