Evaluation research for Internet users/services attributes extraction and classification

Q4 Computer Science
Jian-feng GUAN , Yu DAI , Meng ZHANG , Wei QUAN , Chang-qiao XU , Hong-ke ZHANG
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引用次数: 0

Abstract

Internet has been changing communications and social network of human beings during the past years due to its convenience. The number of Internet users and services are increasing incredibly with the development of various networking technologies, but at the same time these cause the difficulty of managing the network and providing better user experience. User/service classification can alleviate this problem. A thorough evaluation system can not only assess the performance of the classification models, but also improve them significantly. In this paper, we build a new kind of user/service classification model and propose an evaluation system. Taking diverse viewpoints into account and ensuring the evaluating results to be as complete and unbiased as possible, we design a multi-layer and multi-dimensionality assessment architecture. This architecture includes reliability, validity, flexibility, efficiency and cost. We believe our evaluation system could behave better and come up with a more overall and scientific consequence when it comes to the specific classification model.

互联网用户/服务属性提取与分类评价研究
在过去的几年里,互联网以其便利性改变了人类的交流和社交网络。随着各种网络技术的发展,互联网用户和服务的数量以惊人的速度增长,但同时也给网络管理和提供更好的用户体验带来了困难。用户/服务分类可以缓解这个问题。一个完备的评价体系不仅可以评价分类模型的性能,而且可以显著地改进分类模型。本文建立了一种新的用户/服务分类模型,并提出了一种评价体系。考虑到不同的观点,在保证评估结果尽可能完整和公正的前提下,设计了多层次、多维度的评估体系结构。该体系结构包括可靠性、有效性、灵活性、效率和成本。我们相信我们的评价系统在具体的分类模型上可以表现得更好,得出更全面、更科学的结论。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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CiteScore
0.50
自引率
0.00%
发文量
1878
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