Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: Many techniques for retrieving arbitrary content from audio have been developed to leverage the important challenge of providing fast access to very large volumes of multimedia data.  present a two-stage method for fast audio search, where a vector-space modelling approach is first used to retrieve a short list of candidate audio segments for a query. The list of candidate segments is then searched using a word-based index for known words and a phone-based index for out-of-vocabulary words.  explore various system configurations and examine trade-offs beten speed and accuracy.  evaluate our audio search system according to the NIST 2006 Spoken Term Detection evaluation initiative.  find that  can obtain a 30-times speedup for the search phase of our system with a 10% relative loss in accuracy.
['Brett Matthews', 'Upendra V. Chaudhari', 'Bhuvana Ramabhadran']
I am writing a research paper on a idea Fast audio search using vector space modelling
[{"from": "human", "value": "I am writing a research paper on a idea Fast audio search using vector space modelling"}, {"from": "gpt", "value": "Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: Many techniques for retrieving arbitrary content from audio have been developed to leverage the important challenge of providing fast access to very large volumes of multimedia data.  present a two-stage method for fast audio search, where a vector-space modelling approach is first used to retrieve a short list of candidate audio segments for a query. The list of candidate segments is then searched using a word-based index for known words and a phone-based index for out-of-vocabulary words.  explore various system configurations and examine trade-offs beten speed and accuracy.  evaluate our audio search system according to the NIST 2006 Spoken Term Detection evaluation initiative.  find that  can obtain a 30-times speedup for the search phase of our system with a 10% relative loss in accuracy."}]