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DIGITAL SPEECH PROCESSING HOMEWORK #1DISCRETE HIDDEN MARKOV MODEL IMPLEMENTATIONDate: March, 28 2018 Revised by Duchies Chou2Outline HMM in Speech Recognition Problems of HMM Training Testing File
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Step 1: Define the hidden states and their corresponding observable output symbols.
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Step 2: Determine the initial probabilities of being in each hidden state.
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Step 3: Define the transition probabilities between hidden states.
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Step 4: Define the emission probabilities for each hidden state and observable output symbol.
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Step 5: Given an observation sequence, use the forward-backward algorithm or Viterbi algorithm to calculate the probabilities of being in each hidden state at each time step.
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Step 6: Repeat step 5 for multiple observation sequences if necessary.

Who needs discrete hidden markov?

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Discrete Hidden Markov Models (HMMs) are useful for various applications such as speech recognition, natural language processing, bioinformatics, and time series analysis.
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Researchers and practitioners in these fields may need to use discrete HMMs to model and analyze sequential data.
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Discrete HMMs can be used to predict or classify sequences based on observed data, making them valuable in machine learning and pattern recognition tasks.
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Additionally, discrete HMMs are used in areas like robotics, finance, and telecommunications for tasks such as gesture recognition, stock price prediction, and signal processing.
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Discrete Hidden Markov Model (HMM) is a type of probabilistic model that represents a system as a Markov process with hidden states.
Individuals or entities who use discrete Hidden Markov Models in their data analysis or research may be required to file reports on them.
To fill out a discrete Hidden Markov Model, one must input the transition probabilities between hidden states and emission probabilities for observed outputs.
The purpose of a discrete Hidden Markov Model is to analyze and predict sequences of observations based on hidden states.
Information such as transition probabilities, emission probabilities, and observed sequences must be reported on a discrete Hidden Markov Model.
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