Author: Baati, Karim; Mohsil, Mouad
Title: Real-Time Prediction of Online Shoppers’ Purchasing Intention Using Random Forest Cord-id: wnfv56gi Document date: 2020_5_6
ID: wnfv56gi
Snippet: In this paper, we suggest a real-time online shopper behavior prediction system which predicts the visitor’s shopping intent as soon as the website is visited. To do that, we rely on session and visitor information and we investigate naïve Bayes classifier, C4.5 decision tree and random forest. Furthermore, we use oversampling to improve the performance and the scalability of each classifier. The results show that random forest produces significantly higher accuracy and F1 Score than the comp
Document: In this paper, we suggest a real-time online shopper behavior prediction system which predicts the visitor’s shopping intent as soon as the website is visited. To do that, we rely on session and visitor information and we investigate naïve Bayes classifier, C4.5 decision tree and random forest. Furthermore, we use oversampling to improve the performance and the scalability of each classifier. The results show that random forest produces significantly higher accuracy and F1 Score than the compared techniques.
Search related documents:
Co phrase search for related documents- accuracy rate and machine learning: 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25
- address problem and long short term: 1, 2, 3
- address problem and machine learning: 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24
- logistic linear regression and long short term: 1, 2
- logistic linear regression and machine learning: 1, 2, 3, 4, 5, 6, 7, 8, 9
- long short term and lstm rnn recurrent neural network: 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24
- long short term and machine learning: 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25
- long short term and machine learning technique: 1, 2, 3, 4, 5
- lstm rnn recurrent neural network and machine learning: 1, 2, 3, 4, 5, 6, 7
- lstm rnn recurrent neural network and machine learning technique: 1
Co phrase search for related documents, hyperlinks ordered by date