Multivariate Decompositions for Value at Risk Modelling

[1]  R. Chou,et al.  ARCH modeling in finance: A review of the theory and empirical evidence , 1992 .

[2]  PAUL EMBRECHTS,et al.  Modelling of extremal events in insurance and finance , 1994, Math. Methods Oper. Res..

[3]  Pierre Comon,et al.  Independent component analysis, A new concept? , 1994, Signal Process..

[4]  Andrzej Cichocki,et al.  A New Learning Algorithm for Blind Signal Separation , 1995, NIPS.

[5]  E. Dudewicz,et al.  The extended generalized lambda distribution system for fitting distributions to data: history, completion of theory, tables, applications, the “final word” on moment fits , 1996 .

[6]  Andrew D. Back,et al.  A First Application of Independent Component Analysis to Extracting Structure from Stock Returns , 1997, Int. J. Neural Syst..

[7]  Jean-Franois Cardoso High-Order Contrasts for Independent Component Analysis , 1999, Neural Computation.

[8]  A. Shiryaev Essentials of stochastic finance , 1999 .

[9]  Philippe Jorion Value at Risk , 2001 .

[10]  E. Oja,et al.  Independent Component Analysis , 2013 .

[11]  I. Jolliffe Principal Component Analysis , 2002 .

[12]  Visa Koivunen,et al.  Adaptive Score Functions for Maximum Likelihood ICA , 2002, J. VLSI Signal Process..

[13]  Andrzej Cichocki,et al.  Adaptive blind signal and image processing , 2002 .

[14]  Ryszard Szupiluk,et al.  Model Improvement by the Statistical Decomposition , 2004, ICAISC.

[15]  Edmond H. C. Wu,et al.  Value at Risk Estimation Using Independent Component Analysis-generalized Autoregressive Conditional Heteroscedasticity (ica-garch) Models , 2006, Int. J. Neural Syst..

[16]  Bertrand Maillet,et al.  ICA-based High Frequency VaR for Risk Management , 2007, ESANN.

[17]  W. Härdle,et al.  Portfolio value at risk based on independent component analysis , 2007 .

[18]  A. Harvey Dynamic Models for Volatility and Heavy Tails: With Applications to Financial and Economic Time Series , 2013 .