Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: Background#R##N#Echo-state networks (ESN) are part of a group of reservoir computing methods and are basically a form of recurrent artificial neural networks (ANN). These methods can perform classification tasks on time series data. The recurrent ANN of an echo-state network has an 'echo-state' characteristic. This 'echo-state' functions as a fading memory: samples that have been introduced into the network in a further past, are faded away. The echo-state approach for the training of recurrent neural networks was first described by Jaeger H. et al. In clinical medicine, until this moment, no original research articles have been published to examine the use of echo-state networks.
['T Verplancke', 'S Van Looy', 'Kristof Steurbaut', 'Dominique Benoit', 'F. De Turck', 'G. De Moor', 'Johan Decruyenaere']
I am writing a research paper on a idea A novel time series analysis approach for prediction of dialysis in critically ill patients using echo-state networks
[{"from": "human", "value": "I am writing a research paper on a idea A novel time series analysis approach for prediction of dialysis in critically ill patients using echo-state networks"}, {"from": "gpt", "value": "Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: Background#R##N#Echo-state networks (ESN) are part of a group of reservoir computing methods and are basically a form of recurrent artificial neural networks (ANN). These methods can perform classification tasks on time series data. The recurrent ANN of an echo-state network has an 'echo-state' characteristic. This 'echo-state' functions as a fading memory: samples that have been introduced into the network in a further past, are faded away. The echo-state approach for the training of recurrent neural networks was first described by Jaeger H. et al. In clinical medicine, until this moment, no original research articles have been published to examine the use of echo-state networks."}]