About training HMM with transcription

[stevenyslin]

Dear all,

If I want train myself HMM model,
which example of the transcription will have more better accuracy?

example 1：

<s> apple </s> (arctic_0001)
<s> apple </s> (arctic_0002)
<s> banana </s> (arctic_0003)
<s> banana </s> (arctic_0004)
<s> cat </s> (arctic_0005)
<s> cat </s> (arctic_0006)

example 2：

<s> apple banana </s> (arctic_0001)
<s> apple cat </s> (arctic_0002)
<s> banana cat </s> (arctic_0003)

Thanks for your help

[Nickolay V. Shmyrev]

It depends on what your tests will contain. If your users will say isolated words, you need to have isolated words in training too.