https://github.com/sweep76/hidden-markov-model
HMM
https://github.com/sweep76/hidden-markov-model
hmm pos-tagging viterbi
Last synced: 11 months ago
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HMM
- Host: GitHub
- URL: https://github.com/sweep76/hidden-markov-model
- Owner: Sweep76
- License: mit
- Created: 2025-02-01T15:00:08.000Z (over 1 year ago)
- Default Branch: main
- Last Pushed: 2025-07-07T12:21:38.000Z (about 1 year ago)
- Last Synced: 2025-07-07T13:32:23.994Z (about 1 year ago)
- Topics: hmm, pos-tagging, viterbi
- Language: Python
- Homepage:
- Size: 7.79 MB
- Stars: 0
- Watchers: 1
- Forks: 0
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
- License: LICENSE
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README
# Hidden-Markov-Model
Statistical model that represents a system with hidden states and observable outputs
# Hidden Markov Model
## Structure
```sh
.
├── bigdata
│ ├── dev.conll
│ ├── test.conll
│ └── train.conll
├── data
│ ├── dev.conll
│ └── train.conll
├── results
│ ├── bhmm.txt
│ └── hmm.txt
├── config.py
├── hmm.py
├── README.md
└── run.py
```
## Usage
```sh
$ python run.py -h
usage: run.py [-h] [--bigdata] [--file FILE]
Create Hidden Markov Model(HMM) for POS Tagging.
optional arguments:
-h, --help show this help message and exit
--bigdata, -b use big data
--file FILE, -f FILE set where to store the model
# e.g.
$ python run.py -b
```
## Results
| Big Data Set | Alpha | dev/P | test/P | mT(s) |
| :----------: | :---: | :------: | :------: | :------------: |
| No | 0.3 | 75.7428% | * | 0:00:00.723058 |
| Yes | 0.01 | 88.3546% | 88.4994% | 0:00:02.846564 |