Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: When applying machine learning techniques to more complicated datasets, it is often beneficial to use ensembles of simpler models instead of a single, more complicated, model. Hover, the creation of ensembles is a tedious task which requires a lot of human interaction and experimentation. ,  present a technique for construction of ensembles based on typed genetic programming. The technique describes an ensemble as a directed acyclic graph, which is internally represented as a tree evolved by the genetic programming. The approach is evaluated in a series of experiments on various datasets and compared to the performance of simple models tuned by grid search, as ll as to ensembles generated in a systematic manner.
['Toma Ken', 'Martin Pilat', 'Roman Neruda']
I am writing a research paper on a idea Evolving Workflow Graphs Using Typed Genetic Programming
[{"from": "human", "value": "I am writing a research paper on a idea Evolving Workflow Graphs Using Typed Genetic Programming"}, {"from": "gpt", "value": "Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: When applying machine learning techniques to more complicated datasets, it is often beneficial to use ensembles of simpler models instead of a single, more complicated, model. Hover, the creation of ensembles is a tedious task which requires a lot of human interaction and experimentation. ,  present a technique for construction of ensembles based on typed genetic programming. The technique describes an ensemble as a directed acyclic graph, which is internally represented as a tree evolved by the genetic programming. The approach is evaluated in a series of experiments on various datasets and compared to the performance of simple models tuned by grid search, as ll as to ensembles generated in a systematic manner."}]