Financial Crisis Forecasting via Coupled Market State Analysis

作者: Wei Cao , Longbing Cao

DOI: 10.1109/MIS.2015.4

关键词:

摘要: Financial crisis forecasting has been a long-standing challenge that often involves couplings between indicators of multiple markets. Such include implicit relations might not be effectively detected from raw market observations. However, most methods for rely directly on observations and detect the hidden interactions To this end, authors explore coupled state analysis (CMSA), assuming markets are governed by collection intra- intercoupled states. Accordingly, they built forecaster based these states instead

参考文章(10)
Shi Zhong, Joydeep Ghosh, A New Formulation of Coupled Hidden Markov Models ,(2001)
Erkki K. Laitinen, Teija Laitinen, Bankruptcy prediction: Application of the Taylor's expansion in logistic regression International Review of Financial Analysis. ,vol. 9, pp. 327- 349 ,(2000) , 10.1016/S1057-5219(00)00039-9
Zhe Chen, Emery Brown, State space model Scholarpedia. ,vol. 8, pp. 30868- ,(2013) , 10.4249/SCHOLARPEDIA.30868
Francis A. Longstaff, The subprime credit crisis and contagion in financial markets Journal of Financial Economics. ,vol. 97, pp. 436- 450 ,(2010) , 10.1016/J.JFINECO.2010.01.002
Duan PENG, Claustre BAJONA, China's vulnerability to currency crisis: A KLR signals approach China Economic Review. ,vol. 19, pp. 138- 151 ,(2008) , 10.1016/J.CHIECO.2007.09.003
Lean Yu, Shouyang Wang, Kin Keung Lai, Fenghua Wen, None, A multiscale neural network learning paradigm for financial crisis forecasting Neurocomputing. ,vol. 73, pp. 716- 725 ,(2010) , 10.1016/J.NEUCOM.2008.11.035
E. Nur Ozkan‐Gunay, Mehmed Ozkan, Prediction of bank failures in emerging financial markets: an ANN approach The Journal of Risk Finance. ,vol. 8, pp. 465- 480 ,(2007) , 10.1108/15265940710834753
Longbing Cao, Coupling Learning of Complex Interactions Information Processing and Management. ,vol. 51, pp. 167- 186 ,(2015) , 10.1016/J.IPM.2014.08.007
Tae Yoon Kim, Kyong Joo Oh, Insuk Sohn, Changha Hwang, Usefulness of artificial neural networks for early warning system of economic crisis Expert Systems With Applications. ,vol. 26, pp. 583- 590 ,(2004) , 10.1016/J.ESWA.2003.12.009
N.M. Oliver, B. Rosario, A.P. Pentland, A Bayesian computer vision system for modeling human interactions IEEE Transactions on Pattern Analysis and Machine Intelligence. ,vol. 22, pp. 831- 843 ,(2000) , 10.1109/34.868684