JOURNAL ARTICLE

E-Commerce Product Recommendation System Using Machine Learning Algorithms

Md. Ataur RahmanMamunur RashidMohd. Sultan Ahammad

Year: 2024 Journal:   International Journal of Computer Applications Vol: 186 (28)Pages: 49-53

Abstract

Algorithms are used in e-commerce product recommendation systems.These systems just recently began utilizing machine learning algorithms due to the development and growth of the artificial intelligence research community.This project aspires to transform how ecommerce platforms communicate with their users.We have created a model that can customize product recommendations and offers for each unique customer using cutting-edge machine learning techniques, we used PCA to reduce features and four machine learning algorithms like Gaussian Naive Bayes (GNB), Random Forest (RF), Logistic Regression (LR), Decision Tree (DT), the Random Forest algorithms achieve the highest accuracy of 99.6% with a 96.99 r square score, 1.92% MSE score, and 0.087 MAE score.The outcome is advantageous for both the client and the business.In this research, we will examine the model's development and training in detail and show how well it performs using actual data.Learning from machines can change of ecommerce world.

Keywords:
Computer science Product (mathematics) E-commerce Recommender system Machine learning Artificial intelligence Algorithm World Wide Web

Metrics

2
Cited By
1.61
FWCI (Field Weighted Citation Impact)
25
Refs
0.81
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Customer churn and segmentation
Social Sciences →  Business, Management and Accounting →  Marketing
E-commerce and Technology Innovations
Social Sciences →  Business, Management and Accounting →  Business and International Management

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