Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: Recursive neural networks are a porful tool for processing structured data, thus filling the gap beten connectionism, which is usually related to poorly organized data, and a great variety of real-world problems, where the information is naturally encoded in the relationships among the basic entities. , some theoretical results about linear recursive neural networks are presented that allow one to establish conditions on their dynamical properties and their capability to encode and classify structured information. A lot of the limitations of the linear model, intrinsically related to recursive processing, are inherited by the general model, thus establishing their computational capabilities and range of applicability. As a byproduct of our study some connections with the classical linear system theory are given where the processing is extended from sequences to graphs.
['Monica Bianchini', 'Marco Gori']
I am writing a research paper on a idea Theoretical properties of recursive neural networks with linear neurons
[{"from": "human", "value": "I am writing a research paper on a idea Theoretical properties of recursive neural networks with linear neurons"}, {"from": "gpt", "value": "Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: Recursive neural networks are a porful tool for processing structured data, thus filling the gap beten connectionism, which is usually related to poorly organized data, and a great variety of real-world problems, where the information is naturally encoded in the relationships among the basic entities. , some theoretical results about linear recursive neural networks are presented that allow one to establish conditions on their dynamical properties and their capability to encode and classify structured information. A lot of the limitations of the linear model, intrinsically related to recursive processing, are inherited by the general model, thus establishing their computational capabilities and range of applicability. As a byproduct of our study some connections with the classical linear system theory are given where the processing is extended from sequences to graphs."}]