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NLP-Project
Commit 8aed9431 authored by Almouhannad Hafez's avatar Almouhannad Hafez
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README.md
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> ***Using augmented dataset***
| Case\\Criterion | Accuracy(Train) | Accuracy(Test) | Precision(Test-Average) | Recall(Test-Average) | F1-Score(Test-Average) | Notes |
| Using augmented dataset | | | | | | |
| ----------------------- | --------------- | -------------- | ----------------------- | -------------------- | ---------------------- | ------------------------- |
| | | | | | | |
| Case\\Criterion | Accuracy(Train) | Accuracy(Test) | Precision(Test-Average) | Recall(Test-Average) | F1-Score(Test-Average) | Notes |
| nltk stemmer | 0.9629 | 0.9524 | 0.9513 | 0.9522 | 0.9509 | alpha=0.1, 300features |
| nltk lemmatizer | 0.9832 | 0.9699 | 0.9703 | 0.9699 | 0.9696 | alpha=0.1, 700features |
| Stanza lemmatizer | | | | | | |
| Stanza lemmatizer | 0.9783 | 0.9671 | 0.9673 | 0.9672 | 0.9668 | alpha=0.1, 550features |
| SpaCy lemmatizer | 0.9776 | 0.9657 | 0.9655 | 0.9656 | 0.9652 | alpha=0.1, 550features |
| Lemma + Verbs only | 0.7106 | 0.6321 | 0.6293 | 0.6278 | 0.6214 | alpha=0.1, 400features |
| Lemma + Adjectives only | 0.7990 | 0.7357 | 0.7383 | 0.7351 | 0.7299 | alpha=0.1, 450features |
......@@ -109,6 +111,8 @@
| Text + (2,3)Gram | 0.9951 | 0.9695 | 0.9688 | 0.9694 | 0.9688 | alpha=0.01, 9100features |
| Text + (2,4)Gram | 0.9951 | 0.9646 | 0.9634 | 0.9645 | 0.9635 | alpha=0.01, 14100features |
---
> ***Applied features selection and model's hyperparameters tuning***
| Case\\Criterion | Accuracy(Train) | Accuracy(Test) | Precision(Test-Average) | Recall(Test-Average) | F1-Score(Test-Average) | Notes |
......@@ -126,7 +130,7 @@
| Text + (2,3)Gram | 1.0000 | 0.9502 | 0.9530 | 0.9508 | 0.9501 | alpha=0.01, 17100features |
| Text + (2,4)Gram | 1.0000 | 0.9502 | 0.9523 | 0.9504 | 0.9492 | alpha=0.01, 30600features |
---
> ***Without features selection***
| Case\\Criterion | Accuracy(Train) | Accuracy(Test) | Precision(Test-Average) | Recall(Test-Average) | F1-Score(Test-Average) |
......
Results.xlsx
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