Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely:  present a new mixture model-based discriminant analysis approach for functional data using a specific hidden process regression model. The approach allows for fitting flexible curve-models to each class of complex-shaped curves presenting regime changes. The model parameters are learned by maximizing the observed-data log-likelihood for each class by using a dedicated expectation-maximization (EM) algorithm. Comparisons on simulated data with alternative approaches show that the proposed approach provides better results.
['Faicel Chamroukhi', 'Hervé Glotin', 'Céline Rabouy']
I am writing a research paper on a idea Functional Mixture Discriminant Analysis with hidden process regression for curve classification
[{"from": "human", "value": "I am writing a research paper on a idea Functional Mixture Discriminant Analysis with hidden process regression for curve classification"}, {"from": "gpt", "value": "Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely:  present a new mixture model-based discriminant analysis approach for functional data using a specific hidden process regression model. The approach allows for fitting flexible curve-models to each class of complex-shaped curves presenting regime changes. The model parameters are learned by maximizing the observed-data log-likelihood for each class by using a dedicated expectation-maximization (EM) algorithm. Comparisons on simulated data with alternative approaches show that the proposed approach provides better results."}]