Methods for Forecasting Nonlinear Non-stationary Processes in Machine Learning

[1]  T. Bollerslev,et al.  Generalized autoregressive conditional heteroskedasticity , 1986 .

[2]  Carl E. Rasmussen,et al.  Gaussian processes for machine learning , 2005, Adaptive computation and machine learning.

[3]  Nick S. Jones,et al.  Highly Comparative Feature-Based Time-Series Classification , 2014, IEEE Transactions on Knowledge and Data Engineering.

[4]  Stavros Degiannakis,et al.  ARCH Models for Financial Applications , 2010 .

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

[6]  Volodymyr Stepashko,et al.  Advances in Intelligent Systems and Computing II , 2017 .

[7]  Genaro Sucarrat,et al.  Automated General-to-Specific (GETS) Regression Modeling and Indicator Saturation for Outliers and Structural Breaks , 2018 .

[8]  Timo Teräsvirta,et al.  Aspects of modelling nonlinear time series , 1986 .

[9]  T. Bollerslev,et al.  Forecasting financial market volatility: Sample frequency vis-a-vis forecast horizon , 1999 .

[10]  Andrew Harvey,et al.  Forecasting, Structural Time Series Models and the Kalman Filter , 1990 .

[11]  Genaro Sucarrat,et al.  Automated Model Selection in Finance: General‐To‐Specific Modelling of the Mean and Volatility Specifications , 2012 .

[12]  T. Watsham,et al.  Quantitative methods in finance , 1996 .

[13]  M. McAleer,et al.  The structure of dynamic correlations in multivariate stochastic volatility models , 2009 .

[14]  Max A. Little,et al.  Highly comparative time-series analysis: the empirical structure of time series and their methods , 2013, Journal of The Royal Society Interface.

[15]  H. Iemoto.  Modelling the persistence of conditional variances , 1986 .

[16]  Andrew Harvey,et al.  The econometric analysis of time series , 1991 .

[17]  Peter Bidyuk,et al.  Analysis of Uncertainty Types for Model Building and Forecasting Dynamic Processes , 2017 .

[18]  T. Bollerslev,et al.  A CONDITIONALLY HETEROSKEDASTIC TIME SERIES MODEL FOR SPECULATIVE PRICES AND RATES OF RETURN , 1987 .

[19]  Rob J. Hyndman,et al.  Large-Scale Unusual Time Series Detection , 2015, 2015 IEEE International Conference on Data Mining Workshop (ICDMW).

[20]  R. Engle.  Autoregressive conditional heteroscedasticity with estimates of the variance of United Kingdom inflation , 1982 .

[21]  Peter Bidyuk,et al.  The Methods Bayesian Analysis of the Threshold Stochastic Volatility Model , 2018, 2018 IEEE Second International Conference on Data Stream Mining & Processing (DSMP).