https://github.com/fs02/tweet-postagger
Twitter POS tagger using hidden markov model with viterbi algorithm
https://github.com/fs02/tweet-postagger
hidden-markov-model hmm twitter-pos-tagger viterbi-algorithm
Last synced: 6 months ago
JSON representation
Twitter POS tagger using hidden markov model with viterbi algorithm
- Host: GitHub
- URL: https://github.com/fs02/tweet-postagger
- Owner: Fs02
- License: unlicense
- Created: 2016-12-18T04:29:04.000Z (almost 9 years ago)
- Default Branch: master
- Last Pushed: 2016-12-18T04:40:57.000Z (almost 9 years ago)
- Last Synced: 2024-05-01T12:16:48.848Z (over 1 year ago)
- Topics: hidden-markov-model, hmm, twitter-pos-tagger, viterbi-algorithm
- Language: JavaScript
- Size: 6.53 MB
- Stars: 0
- Watchers: 3
- Forks: 1
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
- License: LICENSE
Awesome Lists containing this project
README
# Twitter Tweets Part of Speech Tagger
Twitter POS tagger using hidden markov model with viterbi algorithm
## Result
```
==> Predictiing on Training Data
[111643/111643] right: 1002283 wrong: 77243
==> TAG Accuracy
{ right: 1002283, wrong: 77243 }
Total: 1079526
Accuracy: 92.84473000187118%
==> TWEET Accuracy
{ right: 62576, wrong: 49067 }
Total: 111643
Accuracy: 56.050088227654214%
==> Predictiing on Test Data
[47847/47847] right: 424563 wrong: 38839
==> TAG Accuracy
{ right: 424563, wrong: 38839 }
Total: 463402
Accuracy: 91.61872413153158%
==> TWEET Accuracy
{ right: 24990, wrong: 22857 }
Total: 47847
Accuracy: 52.22897987334629%
```
## Reference
Dataset : https://gate.ac.uk/wiki/twitter-postagger.html