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Inference and Analysis of Hidden Structures of Financial Networks Using Diffusion Models on Complex Network

Daneshmand, Mohammad Hadid | 2012

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  1. Type of Document: M.Sc. Thesis
  2. Language: Farsi
  3. Document No: 45594 (19)
  4. University: Sharif University of Technology
  5. Department: Computer Engineering
  6. Advisor(s): Jalili, Mahdi; Habibi, Jafar
  7. Abstract:
  8. For along time, analysis of financial markets is an interesting topic for mankind. There are different statistical methods to analyze financial time series. In this manuscript, financial markets are analyzed from network view point. Inference of hidden structures between companies of a market is merit information so we introduce different methods to infer
    hidden network structure of financial markets. In addition, we will show that dynamic of network structure can provide important information about external sources of influence on financial markets. Actually, we show affect of political events on financial market of Iran. At last, we generalize diffusion concept at financial networks and present a novel
    method to infer diffusion network of financial markets with rich theoretical analysis
  9. Keywords:
  10. Financial Networks Inference ; Financial Network ; Diffusion Network Inference ; Inference of Hidden Factors of Financial Markets

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