Accurate and Diverse Recommendations via Integrated Communities of Interest and Trustable Neighbors

机译：通过综合利益社区和可信赖的邻居提供准确多样的建议

获取原文

获取原文并翻译 | 示例

页面导航

摘要
著录项
相似文献
相关主题

摘要

Considering the users' complete spectrum of interests, the limitation of current research on recommender systems lies in that they have only paid attention to improving the accuracy of recommendation algorithms while neglected the diversification of recommendations. In this paper, we integrated a user preference matching algorithm based on communities of interests and a diverse information recommendation algorithm based on trustable neighbors to develop a hybrid information recommendation model that allows for both accuracy and diversity. Results of experiment and evaluation indicated this model can increase the diversity of recommendations with only a minimal accuracy loss.

机译：考虑到用户的全部兴趣范围，当前对推荐系统的研究的局限性在于，他们仅关注提高推荐算法的准确性，而忽略了推荐的多样化。在本文中，我们集成了基于兴趣社区的用户偏好匹配算法和基于可信赖邻居的多样化信息推荐算法，以开发一种兼顾准确性和多样性的混合信息推荐模型。实验和评估结果表明，该模型可以以最小的准确性损失来增加建议的多样性。

著录项

来源
《2014 International Conference on Management of e-Commerce and e-Government》|2014年|132-137|共6页
会议地点 Shanghai(CN)
作者
Qihua Liu;
展开▼
作者单位

Sch. of Inf. Technol., Jiangxi Univ. of Finance Econ., Nanchang, China;

展开▼
会议组织
原文格式 PDF
正文语种 eng
中图分类
关键词
human factors; pattern matching; recommender systems; diverse information recommendation algorithm; hybrid information recommendation model; integrated communities of interest; recommendation diversification; recommender systems; trustable neighbors; user complete interest spectrum; user preference matching algorithm; Accuracy; Communities; Equations; Mathematical model; Ontologies; Recommender systems; Semantics; communities of interest; hybrid recommendation; personalized recommender system; trustable neighbors;

机译：人为因素;模式匹配;推荐人系统;多样化信息推荐算法;混合信息推荐模型;综合兴趣社区;推荐多样化;推荐人系统;可信赖的邻居;用户完整的兴趣谱;用户偏好匹配算法;准确性;社区;方程;数学;数学模型;本体;推荐系统;语义;兴趣社区;混合推荐;个性化推荐系统;可信赖的邻居;;

相似文献

外文文献
中文文献
专利

1. Hybrid recommendation system based on semantic interest community and trusted neighbors [J] . Zhang Hong, Ge Dechu, Zhang Siyu Multimedia Tools and Applications . 2018,第4期

机译：基于语义兴趣社区和可信邻居的混合推荐系统
2. Updatable, Accurate, Diverse, and Scalable Recommendations for Interactive Applications [J] . BIBEK PAUDEL, FABIAN CHRISTOFFEL, CHRIS NEWELL, ACM Transactions on Interactive Intelligent Systems . 2017,第1期

机译：针对交互式应用程序的可更新，准确，多样和可扩展的建议
3. Integrating Community Interest and Neighbor Semantic for Microblog Recommendation [J] . Gan Mingxin, Zhang Xiongtao International journal of web services research . 2021,第2期

机译：整合社区兴趣和邻居语义进行MicroBlog推荐
4. An interactive interface for instilling trust and providing diverse recommendations [C] . Katarya Rahul, Jain Ivy, Hasija Hitesh International Conference on Computer and Communication Technology . 2014

机译：交互式界面，可激发信任并提供各种建议
5. Computational Techniques For More Accurate and Diverse Recommendations [D] . Kwon, YoungOk 2011

机译：计算技术可提供更准确和多样的建议
6. Cultivating a Cycle of Trust With Diverse Communities in Practice-Based Research: A Report From PRIME Net [O] . Christina M. Getrich, Andrew L. Sussman, Kimberly Campbell-Voytal, 2013

机译：在基于实践的研究中培养多元化社区的信任循环：PRIME Net的报告
7. Updatable, accurate, diverse, and scalable recommendations for interactive applications [O] . Paudel, Bibek, Christoffel, Fabian, Newell, Chris, 2016

机译：针对交互式应用程序的可更新，准确，多样化和可扩展的建议

Accurate and Diverse Recommendations via Integrated Communities of Interest and Trustable Neighbors

摘要

著录项

相似文献

相关主题

期刊订阅