Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: In this article,  define a new method (Si-GARCH) for signal segmentation based on a class of models coming from econometrics.  make use of these models not to perform prediction but to characterize portions of signals. This enables us to compare these portions in order to determine if there is a change in the signal’s dynamics and to define breaking points with an aim of segmenting it according to its dynamics. , then, expand these models by defining a new coefficient to improve their accuracy. The Si-GARCH method was tested on several thousands of hours of biomedical signals coming from intensive care units.
['Djamel Zitouni', 'Benjamin C. Guinhouya', 'Pierre Ravaux', 'Christian Vilhelm', 'B. Sarrazin', 'Mohamed Lemdani', 'H Mehdaoui']
I am writing a research paper on a idea Si-GARCH: Construction and Validation of a New Method for the Detection of Breaking Points in Models
[{"from": "human", "value": "I am writing a research paper on a idea Si-GARCH: Construction and Validation of a New Method for the Detection of Breaking Points in Models"}, {"from": "gpt", "value": "Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: In this article,  define a new method (Si-GARCH) for signal segmentation based on a class of models coming from econometrics.  make use of these models not to perform prediction but to characterize portions of signals. This enables us to compare these portions in order to determine if there is a change in the signal\u2019s dynamics and to define breaking points with an aim of segmenting it according to its dynamics. , then, expand these models by defining a new coefficient to improve their accuracy. The Si-GARCH method was tested on several thousands of hours of biomedical signals coming from intensive care units."}]