Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely:  study the problem of how to learn tree transformations on a given regular tree domain from a finite sample of input-output examples.  assume that the target tree transformation can be defined by a deterministic top-down tree transducer with regular domain inspection (DTOPi:reg). An RPNI style learning algorithm that solves this problem in polynomial time and with polynomially many examples was presented at Pods'2010, but restricted to the case of path-closed regular domains. ,  show that this restriction can be removed. For this,  present a new normal form for DTOPi:reg by extending the Myhill-Nerode theorem for DTOP to regular domain inspections in a nontrivial manner. The RPNI style learning algorithm can also be lifted but becomes more involved too.
['Adrien Boiret', 'Aurélien Lemay', 'Joachim Niehren']
I am writing a research paper on a idea Learning Top-Down Tree Transducers with Regular Domain Inspection
[{"from": "human", "value": "I am writing a research paper on a idea Learning Top-Down Tree Transducers with Regular Domain Inspection"}, {"from": "gpt", "value": "Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely:  study the problem of how to learn tree transformations on a given regular tree domain from a finite sample of input-output examples.  assume that the target tree transformation can be defined by a deterministic top-down tree transducer with regular domain inspection (DTOPi:reg). An RPNI style learning algorithm that solves this problem in polynomial time and with polynomially many examples was presented at Pods'2010, but restricted to the case of path-closed regular domains. ,  show that this restriction can be removed. For this,  present a new normal form for DTOPi:reg by extending the Myhill-Nerode theorem for DTOP to regular domain inspections in a nontrivial manner. The RPNI style learning algorithm can also be lifted but becomes more involved too."}]