移动网络服务中基于认知心理学的用户偏好提取方法

王立才;孟祥武;张玉洁

电子学报 ›› 2011, Vol. 39 ›› Issue (11) : 2547-2553.

PDF(547 KB)
PDF(547 KB)
电子学报 ›› 2011, Vol. 39 ›› Issue (11) : 2547-2553.
学术论文

移动网络服务中基于认知心理学的用户偏好提取方法

  • 王立才, 孟祥武, 张玉洁
作者信息 +

A Cognitive Psychology-Based Approach to User Preferences Elicitation for Mobile Network Services

  • WANG Li-cai, MENG Xiang-wu, ZHANG Yu-jie
Author information +
文章历史 +

摘要

迅速增长的移动网络服务给人们带来沉重的移动信息负担.移动用户偏好提取方法是缓解"移动信息过载"问题的有效手段.受加工水平模型和分布式认知理论的启发,提出一种基于认知心理学的移动用户偏好提取方法.在移动用户偏好信息结构建模的基础上,引入服务加工水平认知、有效上下文认知的概念,并计算其对用户偏好提取的影响,然后分别提取基于服务加工水平认知和基于有效上下文认知的用户偏好,最终提取综合的用户偏好.实验结果表明,该方法能有效提高移动用户偏好提取精确度,为用户提供满足个性化需求的移动网络服务.

Abstract

The rapid growth of the number of mobile services provides enormous potential for mobile users in different contexts to find mobile information of interest.Mobile user preferences elicitation has been used as a valid means to ease the "mobile information overload" problem.Inspired by the model of level of processing and the theory of distributed cognition,a cognitive psychology-based approach to user preferences elicitation for mobile network services is proposed.It uses a six-tuple to describe the data structure of user preferences information,analyzes the level of processing of services for users to elicit context-free user preferences,then identifies valid types of contexts as well as their influences on user preferences,and finally elicits converged user preferences.Experimental comparisons of this approach against some baseline methods with a synthetic data set have been conducted,showing improvements in performance.

关键词

移动网络服务 / 用户偏好 / 加工水平 / 分布式认知 / 上下文

Key words

mobile network services / user preferences / level of processing / distributed cognition / context

引用本文

导出引用
王立才;孟祥武;张玉洁. 移动网络服务中基于认知心理学的用户偏好提取方法[J]. 电子学报, 2011, 39(11): 2547-2553.
WANG Li-cai;MENG Xiang-wu;ZHANG Yu-jie. A Cognitive Psychology-Based Approach to User Preferences Elicitation for Mobile Network Services[J]. Acta Electronica Sinica, 2011, 39(11): 2547-2553.
中图分类号: TP301   

基金

国家自然科学基金 (No.60872051); 中央高校基础研究基金 (No.2009RC0203); 北京市教育委员会共建项目
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国家自然科学基金(No.60872051);中央高校基础研究基金(No.2009RC0203);北京市教育委员会共建项目
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