ARTÍCULO
TITULO

A Genetic Approach for Enhancing Recommender System?s Stability

Immidi Kali Pradeep    
Dr. M Jaya Bhaskar    
Dr. K Hima Bindu    

Resumen

With the growing scope of the E-commerce industry, a recommender system places a critical role in predicting correct entity to the user. Accuracy and degree of trust are most important parameters of a recommender system. Many recommender algorithms are proposed in the literature to enhance the accuracy of recommendations to the user. This paper is focused on enhancing the stability of recommender system using genetic and repetitive smoothening approach. Stability determines the degree of trust by the user to use the items recommended by a recommender system. SVD and slope one recommenders systems are used along with the proposed approach and it has been shown that stability is enhanced using the genetic-repetitive algorithm. Genetic approach has shown significant improvements in the field of research and is considered one of the robust techniques.  

 Artículos similares

       
 
Jiancong Xu, Chen Sun and Guorong Rui    
How to evaluate the reliability of deep soft rock tunnels under high stress is a very important problem to be solved. In this paper, we proposed a practical stochastic reliability method based on the third-generation non-dominated sorting genetic algorit... ver más
Revista: Applied Sciences

 
Hassen Louati, Ali Louati, Rahma Lahyani, Elham Kariri and Abdullah Albanyan    
Responding to the critical health crisis triggered by respiratory illnesses, notably COVID-19, this study introduces an innovative and resource-conscious methodology for analyzing chest X-ray images. We unveil a cutting-edge technique that marries neural... ver más
Revista: Information

 
Jiacun Wang, Guipeng Xi, Xiwang Guo, Shujin Qin and Henry Han    
The scheduling of disassembly lines is of great importance to achieve optimized productivity. In this paper, we address the Hybrid Disassembly Line Balancing Problem that combines linear disassembly lines and U-shaped disassembly lines, considering multi... ver más
Revista: Information

 
Damir Karabaic, Marko Kr?ulja, Sven Maricic and Lovro Liveric    
The most commonly used subsea pipeline installation method is the S-Lay method. A very important and complex task in an S-Lay installation engineering analysis is to find the optimal pipelay vessel installation configuration for every distinctive pipelin... ver más

 
Shangcong Zhang, Yongfang Li, Xuefei Chen, Ruyi Zhou, Ziran Wu and Taha Zarhmouti    
Fire pumps are the key components of water supply in a firefighting system. At present, there is a lack of fire water pump testing methods that intelligently detect faulty states. Existing testing approaches require manual operation, which leads to low e... ver más
Revista: Water