Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely:  propose two asynchronously distributed approaches for graph-based semi-supervised learning. The first approach is based on stochastic approximation, whereas the second approach is based on randomized Kaczmarz algorithm. In addition to the possibility of distributed implementation, both approaches can be naturally applied online to streaming data.  analyse both approaches theoretically and by experiments. It appears that there is no clear winner and  provide indications about cases of superiority for each approach.
['Konstantin Avrachenkov', 'Vivek S. Borkar', 'Krishnakant Saboo']
I am writing a research paper on a idea Distributed and Asynchronous Methods for Semi-supervised Learning
[{"from": "human", "value": "I am writing a research paper on a idea Distributed and Asynchronous Methods for Semi-supervised Learning"}, {"from": "gpt", "value": "Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely:  propose two asynchronously distributed approaches for graph-based semi-supervised learning. The first approach is based on stochastic approximation, whereas the second approach is based on randomized Kaczmarz algorithm. In addition to the possibility of distributed implementation, both approaches can be naturally applied online to streaming data.  analyse both approaches theoretically and by experiments. It appears that there is no clear winner and  provide indications about cases of superiority for each approach."}]