| dc.contributor.advisor | 郭維裕 | zh_TW |
| dc.contributor.advisor | Kuo, Wei Yu | en_US |
| dc.contributor.author (Authors) | 李嘉文 | zh_TW |
| dc.contributor.author (Authors) | Lee, Grant | en_US |
| dc.creator (作者) | 李嘉文 | zh_TW |
| dc.creator (作者) | Lee, Grant | en_US |
| dc.date (日期) | 2010 | en_US |
| dc.date.accessioned | 8-Dec-2010 01:52:24 (UTC+8) | - |
| dc.date.available | 8-Dec-2010 01:52:24 (UTC+8) | - |
| dc.date.issued (上傳時間) | 8-Dec-2010 01:52:24 (UTC+8) | - |
| dc.identifier (Other Identifiers) | G0097351031 | en_US |
| dc.identifier.uri (URI) | https://ah.lib.nccu.edu.tw/item?item_id=56125 | - |
| dc.description (描述) | 碩士 | zh_TW |
| dc.description (描述) | 國立政治大學 | zh_TW |
| dc.description (描述) | 國際經營與貿易研究所 | zh_TW |
| dc.description (描述) | 97351031 | zh_TW |
| dc.description (描述) | 99 | zh_TW |
| dc.description.abstract (摘要) | 在此篇論文之前, 已經有許多學者指出在金融市場奔盤之前的價格波動與熱物理學中的臨界現象有所類似. 其價格會呈現Power law的形式迅速加速上升, 同時伴隨著log-periodic震盪. 藉由first-order Landau expansion和second-order Landau expansion, 我們使用了50個隨機樣本, 分別從五個不同的指數來驗證其正確性. 結果發現該模型很難運用在高波動的市場, 但是對於中級波動的市場卻有不錯的預測能力, 比方說S&P500與Nikkei 225指數. | zh_TW |
| dc.description.abstract (摘要) | Before this paper, many scholars indicated that market price movement before a crash is similar to critical phenomena. It can be described by a power law acceleration of the market price decorated with log-periodic oscillations. By first-order Landau expansion and second-order Landau expansion, we use 50 random samples from each of 5 different indices to test the model. It is hard to adapt Landau expansion to high volatility indices, but fit pretty well for medium volatility indices, such as S&P 500 and Nikkei 225. | en_US |
| dc.description.tableofcontents | 1 Introduction 5\r\n2 Model 6\r\n2.1 Critical Points \r\n2.2 Price Dynamics \r\n2.3 Crashes \r\n2.4 Interaction Networks \r\n2.5 Generalization \r\n3 Methodology 11\r\n3.1 Fitting Price Indices \r\n3.2 Large Crashes \r\n3.3 Estimation of Equation (11) \r\n3.4 Estimation of Equation (12) \r\n4 Selection Criteria 22\r\n4.1 Definition of Crashes\r\n4.2 Lomb-Scargle Power Spectrum Analysis \r\n4.3 More Details On Model Selection Criteria \r\n5 Empirical Results 29\r\n5.1 50 Eight-year Random Intervals \r\n5.2 50 Two-year Random Intervals \r\n5.3 Robustness Test \r\n6 Conclusion 30\r\nReferences | zh_TW |
| dc.language.iso | en_US | - |
| dc.source.uri (資料來源) | http://thesis.lib.nccu.edu.tw/record/#G0097351031 | en_US |
| dc.subject (關鍵詞) | 熱物理 | zh_TW |
| dc.subject (關鍵詞) | 臨界點 | zh_TW |
| dc.subject (關鍵詞) | 金融危機 | zh_TW |
| dc.subject (關鍵詞) | 預測 | zh_TW |
| dc.subject (關鍵詞) | critical point | en_US |
| dc.subject (關鍵詞) | financial crash | en_US |
| dc.subject (關鍵詞) | physics | en_US |
| dc.subject (關鍵詞) | predict | en_US |
| dc.title (題名) | 使用熱物理中臨界點現象來預測金融危機 | zh_TW |
| dc.title (題名) | Using critical phenomena to predict financial crashes | en_US |
| dc.type (資料類型) | thesis | en |
| dc.relation.reference (參考文獻) | 1. CSI: credit crunch, in The Economist. 2007. | zh_TW |
| dc.relation.reference (參考文獻) | 2. in Wall Street Journal. 2008. p. 1. | zh_TW |
| dc.relation.reference (參考文獻) | 3. Johansen, A. and D. Sornette, Stock market crashes are outliers. European Physical Journal B, 1998. 1: p. 141-143. | zh_TW |
| dc.relation.reference (參考文獻) | 4. Grabel, I., Predicting Financial Crisis in Developing Economies: Astronomy or Astrology? Eastern Economic Journal, 2003. 29(2): p. 243-258. | zh_TW |
| dc.relation.reference (參考文獻) | 5. Berg, A. and C. Pattillo, Predicting currency crises: The indicators approach and an alternative. Journal of International Money and Finance, 1999. 18(4): p. 561-586. | zh_TW |
| dc.relation.reference (參考文獻) | 6. Arneodo, A., et al., Comment on \"Turbulent cascades in foreign exchange markets\". Science & Finance, Capital Fund Management, 1996. | zh_TW |
| dc.relation.reference (參考文獻) | 7. Sornette, D., A. Johansen, and J.-P. Bouchaud, Stock market crashes, precursors and replicas. Journal de Physique, 1996. 6(1): p. 167-175. | zh_TW |
| dc.relation.reference (參考文獻) | 8. Feigenbaum, J.A. and P.G.O. Freund, Discrete scale invariance in stock markets before crashes. International Journal of Modern Physics, 1996: p. 3737-3745. | zh_TW |
| dc.relation.reference (參考文獻) | 9. Feigenbaum, J.A., A Statistical Analysis of Log-Periodic Precursors to Financial Crashes. Quantitative Finance, 2001. 1(3): p. 346-360. | zh_TW |
| dc.relation.reference (參考文獻) | 10. Ma, S.-K., Modern Theory of Critical Phenomena. 2000. | zh_TW |
| dc.relation.reference (參考文獻) | 11. Johansen, A., O. Ledoit, and D. Sornette, Crashes as Critical Points. International Journal of Theoretical and Applied Finance, 2000. 3(2): p. 219-255. | zh_TW |
| dc.relation.reference (參考文獻) | 12. Dubrulle, B., F. Graner, and D. Sornette, Scale invariance and beyond. 1998: Springer. | zh_TW |
| dc.relation.reference (參考文獻) | 13. Kittel, C., Introduction to Solid State Physics. 8 ed. 2004: Wiley. | zh_TW |
| dc.relation.reference (參考文獻) | 14. Sornette, D. and A. Johansen, Large Financial Crashes. Physica A, 1997. 245(3-4): p. 411-422. | zh_TW |
| dc.relation.reference (參考文獻) | 15. Sornette, D. and W.-X. Zhou, The US 2000-2002 Market Descent: How Much Longer and Deeper? Quantitative Finance 2, 2002. 6: p. 468-481. | zh_TW |
| dc.relation.reference (參考文獻) | 16. Vandewalle, N., et al., Visualizing the log-periodic pattern before crashes. The European Physical Journal B, 1999. 9(2): p. 355-359. | zh_TW |
| dc.relation.reference (參考文獻) | 17. Feigenbaum, J.A. and P.G.O. Freund, Discrete Scale Invariance in Stock Markets Before Crashes. International Journal of Modern Physics B, 1996. 10(27): p. 3737-3745. | zh_TW |
| dc.relation.reference (參考文獻) | 18. Gnacinski, P. and D. Makowiec, Another type of log-periodic oscillations on Polish stock market? Physica A, 2004. 344(1-2): p. 322-325. | zh_TW |
| dc.relation.reference (參考文獻) | 19. Vandewalle, N., et al., How the financial crash of October 1997 could have been predicted. European Physical Journal B, 1998. 4(2): p. 139-141. | zh_TW |
| dc.relation.reference (參考文獻) | 20. Press, W.H., Numerical Recipes in C++: The Art of Scientific Computing. 2 ed. 2002: Cambridge University Press. | zh_TW |
| dc.relation.reference (參考文獻) | 21. Amemiya, T., Advanced Econometrics. 1 ed. 1985: Harvard University Press. | zh_TW |
| dc.relation.reference (參考文獻) | 22. Sornette, D. and W. Zhou, The US 2000-2002 Market Descent: How Much Longer and Deeper? Quantitative Finance 2, 2002. 6: p. 468-481. | zh_TW |
| dc.relation.reference (參考文獻) | 23. Johansen, A. and D. Sornette, Financial \"Anti-Bubbles\" Log-Periodicity in Gold and Nikkei Collapses. International Journal of Modern Physics C, 1999. 10: p. 563-575. | zh_TW |