/phishing-classifier

Primary LanguagePython

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Url-classifiction-using-lexical-features-only

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  • Lexical features-Features only related to url string

Case1-Using Hand Enginered features and Dense Neural Network

  • Hand engineered Features

    1. length of URL

    2. Digits in URL

    3. Dots in URL

      *features and labels are stored /matpre folder

    To extract lexical features

    python featureextraction.py

  • Dense neural networks was used to classification

    To train dense neural network

    python featraindensepy.py

    To test dense neural network

    python featestdensepy.py

Case2 - word embeddings

To make word embeddings

python embedding.py

  • embeddings and labels are stored /matpre folder
To train dense neural network

python wordlevelcnn.py

To test dense neural network

python cnntest.py

refernce-URLNET