Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: A novel framework for the factorisation of complex-valued data is derived using recent developments in complex statistics. Unlike existing factorisation tools the algorithms can cater for noncircularity of the input - a necessary feature in applications for modelling real-world data. It is furthermore shown how the framework can be constrained to incorporate nonnegativity, helping generate results which allow a more realistic interpretation. Simulations illustrate the usefulness and enhanced accuracy for modelling synthetic data and a mixture of acoustic stimuli.
['David Looney', 'Danilo P. Mandic']
I am writing a research paper on a idea Augmented complex matrix factorisation
[{"from": "human", "value": "I am writing a research paper on a idea Augmented complex matrix factorisation"}, {"from": "gpt", "value": "Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: A novel framework for the factorisation of complex-valued data is derived using recent developments in complex statistics. Unlike existing factorisation tools the algorithms can cater for noncircularity of the input - a necessary feature in applications for modelling real-world data. It is furthermore shown how the framework can be constrained to incorporate nonnegativity, helping generate results which allow a more realistic interpretation. Simulations illustrate the usefulness and enhanced accuracy for modelling synthetic data and a mixture of acoustic stimuli."}]