Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: By modelling sources as a multivariate auto-regressive (AR) process,  have recently presented a dual AR modelling approach to identify temporal sources in independent component analysis (ICA) (Cheung et al. 2000, Cheung and Xu 1999 & 2001). Hover, our proposed existing algorithms for this approach are only suitable for the case that the residual term of the AR source process is non-Gaussian white noise. ,  further study the Gaussian case, whereby a maximum-likelihood based algorithm is presented and experimentally demonstrated.
['Yiu-ming Cheung']
I am writing a research paper on a idea Dual auto-regressive modelling approach to Gaussian process identification
[{"from": "human", "value": "I am writing a research paper on a idea Dual auto-regressive modelling approach to Gaussian process identification"}, {"from": "gpt", "value": "Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: By modelling sources as a multivariate auto-regressive (AR) process,  have recently presented a dual AR modelling approach to identify temporal sources in independent component analysis (ICA) (Cheung et al. 2000, Cheung and Xu 1999 & 2001). Hover, our proposed existing algorithms for this approach are only suitable for the case that the residual term of the AR source process is non-Gaussian white noise. ,  further study the Gaussian case, whereby a maximum-likelihood based algorithm is presented and experimentally demonstrated."}]