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hiddenmarkovmodel_pytorch's Issues

Non-homogeneous HMM?

Hello,
it seems that no NHMM is implemented in python (at least I could not find any). I just wanted to leave a suggestion for possible future improvements. Congratulations on the project, thank you very much!

Code License?

Hello,

I'm interested in playing around with and modifying your HMM code to support Gaussian HMMs, but I noticed that you do not have a license attached. Would you mind attaching a license, so the rights to use and modify your code are clear?

Thanks!

An abnormal sequence detection?

If I have some sequences, such as ['a', 'b', 'c' , 'f'] , ['s', 'w', 'c' , 'u'] ....
How to use HiddenMarkovModel_Pytorch to detect which is an abnormal sequence or compute the probability/loglikehood of the sequence ?

Wrong state inference?

Hello TreB1eN,

I have a question about the code that predict the hidden state in viterbi_inference

state = states_seq[step]
state_prob = pathStates[step][state]
states_seq[step -1] = state_prob

I think to predict state, we have to choose the state with the highest probability like code that predict last state

states_seq[self.N - 1] = torch.argmax(pathScores[self.N-1, :], 0)

Can you explain it to me?

Thanks!

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