Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: The implementation of collapsed Gibbs samplers for non-parametric Bayesian models is non-trivial, requiring considerable book-keeping. Goldwater et al. (2006a) presented an approximation which significantly reduces the storage and computation overhead, but  show here that their formulation was incorrect and, even after correction, is grossly inaccurate.  present an alternative formulation which is exact and can be computed easily. Hover this approach does not work for hierarchical models, for which case  present an efficient data structure which has a better space complexity than the naive approach.
['Phil Blunsom', 'Trevor Cohn', 'Sharon Goldwater', 'Mark Johnson']
I am writing a research paper on a idea A Note on the Implementation of Hierarchical Dirichlet Processes
[{"from": "human", "value": "I am writing a research paper on a idea A Note on the Implementation of Hierarchical Dirichlet Processes"}, {"from": "gpt", "value": "Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: The implementation of collapsed Gibbs samplers for non-parametric Bayesian models is non-trivial, requiring considerable book-keeping. Goldwater et al. (2006a) presented an approximation which significantly reduces the storage and computation overhead, but  show here that their formulation was incorrect and, even after correction, is grossly inaccurate.  present an alternative formulation which is exact and can be computed easily. Hover this approach does not work for hierarchical models, for which case  present an efficient data structure which has a better space complexity than the naive approach."}]