One-minute graph paper: "Research Status and Prospects of UGC Quality at Home and Abroad"

One-minute graph paper: "Research Status and Prospects of UGC Quality at Home and Abroad"

Today, UGC (User-Generated Content, user-generated content) has widely existed in every corner of cyberspace, such as blogs, wikis, WeChat public accounts, Weibo, etc., and has become common content in our daily life. However, there are indeed problems with the information quality of some platforms, such as Weibo and other platforms that have a lot of garbage and fake content. In order to systematically study the quality problems of UGC, Dr. Jin Yan from the School of Information Management of Zhengzhou University systematically sorted out the research status of UGC quality at home and abroad in the article "Research Status and Prospects of UGC Quality at Home and Abroad". The evaluation and quality control are researched and analyzed, and finally the development direction of UGC in the future is proposed:

  • 应当关注移动UGC、非文本型UGC的质量评价与控制
  • 关注用户行为、UGC语义内容、UGC质量三者之间的关联
  • 要融合用户研究、行为科学、信息质量、数据质量管理、大数据分析等相关理论和方法

The main research questions and conclusions of the paper

RQ1: What are the current quality problems of UGC?

  • Incorrect content: rumors, misinformation, etc.
  • Spam content: advertising content, malicious spam, spam links, etc.
  • Low content value density: the amount of high-value content on the UGC platform is relatively low

RQ2: What are the perspectives of UGC quality evaluation?

  • Quality Evaluation Based on Information Attributes

    Example: 1996, Richard Wang and Strong, A comprehensive description of the data quality framework

    limitation:

    1) The subjectivity of the evaluation process, the scale designers and evaluators are highly subjective in the evaluation process;

    2) Diversity of the implementation index system, no universal UGC quality evaluation index system

  • Quality Evaluation Based on Social Media Attributes

    1) Analyze the user's social network structure to identify and evaluate high-quality UGC

    2) UGC quality evaluation based on creator's reputation

    3) Limitation: A good reputation in the past does not mean that the UGC created in the future must be high-quality UGC, it only means that the probability of creating high-quality UGC is relatively high

RQ3: What are the quality control measures of UGC? Where are the limitations?

The current quality control measures for UGC mainly include:

  1. Technical management measures : adopt information filtering, data mining and other technologies
  2. Process management measures : refer to enterprise process management to carry out UGC content
  3. Information organization control measures : such as introducing ontology to control social tags
  4. Incentive measures : establish an honor reward mechanism

Improvements:

  • The current research belongs to ex post control theory, which has hysteresis
  • The current single quality assessment and control method based on UGC content attributes cannot fully adapt to the diversity and polymorphism of UGC content.
  • You can consider combining content analysis and behavior analysis to study the quality control of UGC

references

  • Jin Yan. Current Situation and Prospect of UGC Quality Research at Home and Abroad[J]. Information Theory and Practice, 2016,39(03):15-19.

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Origin blog.csdn.net/YuvalNoah/article/details/130789968