Redirigiendo al acceso original de articulo en 23 segundos...
Inicio  /  Information  /  Vol: 10 Par: 1 (2019)  /  Artículo
ARTÍCULO
TITULO

A Recommendation Model Based on Multi-Emotion Similarity in the Social Networks

Jun Long    
Yulou Wang    
Xinpan Yuan    
Ting Li and Qunfeng Liu    

Resumen

This paper proposed a recommendation model called RM-SA, which is based on multi-emotional analysis in networks. In the RM-MES scheme, the recommendation values of goods are primarily derived from the probabilities calculated by a similar existing recommendation system during the initiation stage of the recommendation system. First, the behaviors of those users can be divided into three aspects, including browsing goods, buying goods only, and purchasing?evaluating goods. Then, the characteristics of goods and the emotional information of user are considered to determine similarities between users and stores. We chose the most similar shop as the reference existing shop in the experiment. Then, the recommendation probability matrix of both the existing store and the new store is computed based on the similarities between users and target user, who are randomly selected. Finally, we used co-purchasing metadata from Amazon and a certain kind of comments to verify the effectiveness and performance of the RM-MES scheme proposed in this paper through comprehensive experiments. The final results showed that the precision, recall, and F1-measure were increased by 19.07%, 20.73% and 21.02% respectively.

 Artículos similares

       
 
Zongfeng Qu, Zhitong Yang, Bo Wang and Qinghua Hu    
This article proposes a reasoning-based dialog agent to facilitate dialog goal accomplishment through natural language interaction. The model can be applied in the conversation recommendation, topic guidance, psychotherapy and education domains.
Revista: Applied Sciences

 
Michal Cuadrat-Grzybowski and Eberhard Gill    
Mitigation strategies to eliminate existing space debris, such as with Active Space Debris Removal (ASDR) missions, have become increasingly important. Among the considered ASDR approaches, one involves using a net as a capturing mechanism. A fundamental... ver más
Revista: Aerospace

 
Raquel Hijón-Neira, Cornelia Connolly, Celeste Pizarro and Diana Pérez-Marín    
There is a growing interest in finding new ways to address the difficult task of introducing programming to secondary students for the first time to improve students? computational thinking (CT) skills. Therefore, extensive research is required in this f... ver más
Revista: Computers

 
Murali Krishna Senapaty, Abhishek Ray and Neelamadhab Padhy    
Healthy and sufficient crop and food production are very much essential for everyone as the population is increasing globally. The production of crops affects the economy of a country to a great extent. In agriculture, observing the soil, weather, and wa... ver más
Revista: Computers

 
Zhaoxuan Liu and Wenjie Luo    
In recommendation models, bias can distort the distribution of user-generated data, leading to inaccurate representation of user preferences. Failure to filter out biased data can result in significant learning errors, ultimately reducing the accuracy of... ver más
Revista: Applied Sciences