Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: ,  extend the Hierarchical Mixture of Experts (HME) to temporal processing and explore it for a substantial problem, that of text-dependent speaker identification. For a specific multiway classification,  propose a generalized Bernoulli density instead of the multinomial logit density to avoid the instability during training. Time-delay technique is applied for spatio-temporal processing in the HME and a combining scheme is presented for combining multiple time-delay HMEs in order to complete a multi-scale analysis for the temporal data. Using the time-delay HME along with the EM algorithm as ll as the combination of multiple time-delay HMEs, the speaker identification system has a good performance and yields significantly fast training.  have also addressed some issues about the time-delay techniques in the HME.
['Ke Chen', 'Dahong Xie', 'Huisheng Chi']
I am writing a research paper on a idea Speaker identification using time-delay HMEs.
[{"from": "human", "value": "I am writing a research paper on a idea Speaker identification using time-delay HMEs."}, {"from": "gpt", "value": "Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: ,  extend the Hierarchical Mixture of Experts (HME) to temporal processing and explore it for a substantial problem, that of text-dependent speaker identification. For a specific multiway classification,  propose a generalized Bernoulli density instead of the multinomial logit density to avoid the instability during training. Time-delay technique is applied for spatio-temporal processing in the HME and a combining scheme is presented for combining multiple time-delay HMEs in order to complete a multi-scale analysis for the temporal data. Using the time-delay HME along with the EM algorithm as ll as the combination of multiple time-delay HMEs, the speaker identification system has a good performance and yields significantly fast training.  have also addressed some issues about the time-delay techniques in the HME."}]