Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: For learning Bayesian network structure from data, order-based algorithms such as K2 algorithm are widely used.,  consider a problem of constructing the order of nodes in such algorithms based on prior knowledge of gene networks. Hover, in many cases the prior knowledge is given as partial order of genes and  need to extend the order-based algorithm to partial order-based one. By extending our prior work  propose an efficient partial order-based algorithm for estimating gene networks based on Bayesian networks. The computational complexity of the proposed algorithm is shown.
['Kazuyuki Numata', 'Seiya Imoto', 'Satoru Miyano']
I am writing a research paper on a idea Partial Order-Based Bayesian Network Learning Algorithm for Estimating Gene Networks
[{"from": "human", "value": "I am writing a research paper on a idea Partial Order-Based Bayesian Network Learning Algorithm for Estimating Gene Networks"}, {"from": "gpt", "value": "Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: For learning Bayesian network structure from data, order-based algorithms such as K2 algorithm are widely used.,  consider a problem of constructing the order of nodes in such algorithms based on prior knowledge of gene networks. Hover, in many cases the prior knowledge is given as partial order of genes and  need to extend the order-based algorithm to partial order-based one. By extending our prior work  propose an efficient partial order-based algorithm for estimating gene networks based on Bayesian networks. The computational complexity of the proposed algorithm is shown."}]