Browsing by Author "El Hindi, Khalil"

Now showing items 1-2 of 2

    • Improved distance functions for instance-based text classification 

      El Hindi, Khalil; Abu Shawar, Bayan; Aljulaidan, Reem; Alsalamn, Hussien (Hindawi Limited, 2020)
      Text classification has many applications in text processing and information retrieval. Instance-based learning (IBL) is among the top-performing text classification methods. However, its effectiveness depends on the ...

    • Instance Reduction for Avoiding Overfitting in Decision Trees 

      Amro, Asma’; Al-Akhras, Mousa; El Hindi, Khalil; Habib, Mohamed; AbuShawar, Bayan (De Gruyter Open Ltd, 2021)
      Decision trees learning is one of the most practical classification methods in machine learning, which is used for approximating discrete-valued target functions. However, they may overfit the training data, which limits ...