IDianNao: Recommending volunteer Opportunities to Older Adults

Wen Chieh Fang, Pei Ching Yang, Meng Che Hsieh, Jung Hsien Chiang

研究成果: Conference contribution

摘要

Older volunteers can provide valuable, needed services for communities and organizations. However, older people who wish to help often have difficulty finding the right volunteer opportunities. In this paper, we present an online system that exploits recommender system techniques to provide volunteer opportunities for older people. We rank the opportunities according to a weight sum of four scores, which are neighbor score, click score, time score, and area score. For each opportunity, we first select the neighborhood of the user by considering preference similarity for the opportunity and the organization as well as the social interactions involved. We then compute the neighbor score as the ratio of neighbors choosing the target opportunity to all neighbors. The click score is calculated as the rate that an user clicks on the interested opportunity pages. The time and area scores indicate the availability of time and the ability to travel, respectively. For the particular volunteer opportunity recommendations, we further consider the coverage issue by adding a deadline factor when computing the opportunity score. At the end of the paper, we report the system implementation and provide a summary.

原文English
主出版物標題Current Approaches in Applied Artificial Intelligence - 28th International Conference on Industrial, Engineering and Other Applications of Applied Intelligent Systems, IEA/AIE 2015, Proceedings
編輯Chang-Hwan Lee, Yongdai Kim, Young Sig Kwon, Juntae Kim, Moonis Ali
發行者Springer Verlag
頁面683-691
頁數9
ISBN(列印)9783319190655
DOIs
出版狀態Published - 2015 一月 1
事件28th International Conference on Industrial, Engineering and Other Applications of Applied Intelligent Systems, IEA/AIE 2015 - Seoul, Korea, Republic of
持續時間: 2015 六月 102015 六月 12

出版系列

名字Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
9101
ISSN(列印)0302-9743
ISSN(電子)1611-3349

Other

Other28th International Conference on Industrial, Engineering and Other Applications of Applied Intelligent Systems, IEA/AIE 2015
國家Korea, Republic of
城市Seoul
期間15-06-1015-06-12

    指紋

All Science Journal Classification (ASJC) codes

  • Theoretical Computer Science
  • Computer Science(all)

引用此

Fang, W. C., Yang, P. C., Hsieh, M. C., & Chiang, J. H. (2015). IDianNao: Recommending volunteer Opportunities to Older Adults. 於 C-H. Lee, Y. Kim, Y. S. Kwon, J. Kim, & M. Ali (編輯), Current Approaches in Applied Artificial Intelligence - 28th International Conference on Industrial, Engineering and Other Applications of Applied Intelligent Systems, IEA/AIE 2015, Proceedings (頁 683-691). (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); 卷 9101). Springer Verlag. https://doi.org/10.1007/978-3-319-19066-2_66