A Service Mode of Expert Finding in Social Network

被引:3
作者
Li, Xiu [1 ]
Ma, Jianguo [1 ]
Yang, Yujiu [1 ]
Wang, Dongzhi [1 ]
机构
[1] Tsinghua Univ, Grad Sch Shenzhen, Shenzhen Key Lab Informat Sci & Technol, Shenzhen 518057, Peoples R China
来源
2013 INTERNATIONAL CONFERENCE ON SERVICE SCIENCES (ICSS 2013) | 2013年
关键词
service mode; Explicit Semantic Analysis; ESA; social network; sina microblog; expert finding; language model; social relationship; expertise propagation; framework;
D O I
10.1109/ICSS.2013.48
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Expert finding addresses the task of finding the right person with the appropriate knowledge or skills. State-of-the-art expert finding algorithms usually estimate the relevance between the query and the support documents of candidates using language model. However, the language model has a limitation that all the query terms should occur in each support document, which results in some real experts cannot be searched. So for the process of analyzing textual content, we consider using a new model based on Explicit Semantic Analysis (ESA) rather than the language model. With the development of Internet technology, this is not the only way to find experts. In the modern social media, we can record person's social relationships which might be available for expert finding task. A simple truth is: a person's connections with experts will provide the potential evidence that he is a real expert. In this paper, we propose a new service pattern for expert finding that accounts for both documents' content and social relationships. The relationships in the social network are used in re-ranking experts on a given topic.
引用
收藏
页码:220 / 223
页数:4
相关论文
共 50 条
[31]   Expert Finding Systems: A Systematic Review [J].
Husain, Omayma ;
Salim, Naomie ;
Alias, Rose Alinda ;
Abdelsalam, Samah ;
Hassan, Alzubair .
APPLIED SCIENCES-BASEL, 2019, 9 (20)
[32]   A language modeling framework for expert finding [J].
Balog, Krisztian ;
Azzopardi, Leif ;
de Rijke, Maarten .
INFORMATION PROCESSING & MANAGEMENT, 2009, 45 (01) :1-19
[33]   Expert Finding In Scholarly Data: An Overview [J].
Almuhanna, Abrar A. ;
Yafooz, Wael M. S. .
2021 IEEE INTERNATIONAL IOT, ELECTRONICS AND MECHATRONICS CONFERENCE (IEMTRONICS), 2021, :138-144
[34]   Social context-aware trust paths finding for trustworthy service provider selection in social media [J].
Lu, Junwen ;
Liu, Guanfeng ;
Zheng, Bolong ;
Zhao, Yan ;
Zheng, Kai .
MULTIMEDIA TOOLS AND APPLICATIONS, 2019, 78 (17) :24473-24500
[35]   Social context-aware trust paths finding for trustworthy service provider selection in social media [J].
Junwen Lu ;
Guanfeng Liu ;
Bolong Zheng ;
Yan Zhao ;
Kai Zheng .
Multimedia Tools and Applications, 2019, 78 :24473-24500
[36]   Computer mediated communication, social network and service industry [J].
Chen, Zhi-Zhong ;
Liu, Matthew Tingchi .
2006 INTERNATIONAL CONFERENCE ON SERVICE SYSTEMS AND SERVICE MANAGEMENT, VOLS 1 AND 2, PROCEEDINGS, 2006, :1346-1349
[37]   Ontology Based Service Recommendation System for Social Network [J].
Li Ling ;
Chen He ;
Song Yingwei .
2015 FIFTH INTERNATIONAL CONFERENCE ON INSTRUMENTATION AND MEASUREMENT, COMPUTER, COMMUNICATION AND CONTROL (IMCCC), 2015, :1640-1644
[38]   Customer Requirements Elicitation based on Social Network Service [J].
Lee, Yoon-Kyu ;
Kim, Neung-Hoe ;
Kim, Dohoon ;
Lee, Dong-hyun ;
In, Hoh Peter .
KSII TRANSACTIONS ON INTERNET AND INFORMATION SYSTEMS, 2011, 5 (10) :1733-1750
[39]   Social Network Analysis in the m-Learning Service [J].
Douzi, Youssef ;
Hajji, Tarik ;
Benabdellah, Mohammed ;
Azizi, Abdelmalek .
2015 SAI INTELLIGENT SYSTEMS CONFERENCE (INTELLISYS), 2015, :601-608
[40]   Manufacturing service composition model based on synergy effect: A social network analysis approach [J].
Ren, Minglun ;
Ren, Lei ;
Jain, Hemant .
APPLIED SOFT COMPUTING, 2018, 70 :288-300