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A content-based recommender system for computer science publications

delete2018-10-01
delete237
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OA
AI
王东辉 封面图
王东辉 (Donghui Wang)
梁
梁艳春 (Yanchun Liang)
Dong Xu 封面图
Dong Xu (Dong Xu)
丰
丰小月 (Xiaoyue Feng)
R
Renchu Guan *
DOI:10.1016/j.knosys.2018.05.001delete
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摘要

摘要

En 中文
As computer science and information technology are making broad and deep impacts on our daily lives, more and more papers are being submitted to computer science journals and conferences. To help authors decide where they should submit their manuscripts, we present the Content-based Journals & Conferences Recommender System on computer science, as well as its web service at http://www.keaml.cn/prs/. This system recommends suitable journals or conferences with a priority order based on the abstract of a manuscript. To follow the fast development of computer science and technology, a web crawler is employed to continuously update the training set and the learning model. To achieve interactive online response, we propose an efficient hybrid model based on chi-square feature selection and softmax regression. Our test results show that, the system can achieve an accuracy of 61.37% and suggest the best journals or conferences in about 5 s on average.
Keyword:
Recommender system
Softmax regression
Chi-square feature selection
Computer science publications
AI总结

AI总结

对已上传原文的论文进行重点信息的提取,主要内容包括:简要概述、研究摘要、背景介绍、关键亮点、图文解析、展望与总结。

期刊

K
Knowledge-Based Systems
IF:
7.6
论文数:
1.3W
被引数:
4.5W

机构

J
Jilin University
学者数:
8.7W
论文数: 5.6W
被引数: 8.9K
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