近 20 年计算机与信息科学领域研究进展——IPM 期刊主题分析
Research Progress in Computer and Information Science in Recent 20 Years: ThematicAnalysis of Information Processing and Management
目的 / 意义 ] 对《信息处理与管理》2000-2020 年刊载论文进行主题分析,以了解IPM 期刊的主题侧重与演进趋势,为计算机与信息科学领域发展及相关研究提供参考。[ 方法 /过程 ] 首先,基于 ScienceDirect 全文数据库中的 1 852 篇研究论文,对论文标题、摘要与关键词进行统计与可视化,划分主题大类;其次,对各类别的研究主题进行系统梳理;最后,比较不同时期的研究重点,分析主题演进趋势。[ 结果 / 结论 ]IPM 主要关注信息检索、文本分析、用户研究 3 类主题,总体呈现出始终以信息检索为核心主题、从文本与信息分析向多媒体与知识分析转变、对用户情感的深入分析与挖掘等演变特征。
Purpose/significance] This paper analyzes the themes of papers published in InformationProcessing and Management from 2000 to 2020, in order to know the thematic focus and evolution trends ofIPM, and provide references for the development and related research of computer and information science.[Method/process] Firstly, based on 1852 research papers in the full-text database of ScienceDirect, this papercounted and visualized the titles, abstracts and keywords of the papers to classify the thematic categories.Then, this paper analyzed the research themes of each category systematically. At last, it compared thethematic focus in different periods and analyzed thematic evolution trends. [Result/conclusion] IPM mainlyfocuses on three themes of information retrieval, text analysis and user research, and presented evolutioncharacteristics in general: information retrieval as the core theme, transform from text and informationanalysis to multimedia and knowledge analysis, and in-depth analysis and mining of user sentiments.
李涵霄、杜杏叶
dx.doi.org/10.13266/j.issn.2095-5472.2022.003
计算技术、计算机技术
《信息处理与管理》IPM计算机与信息科学主题分析
Information Processing and ManagementIPMcomputer and information science thematic analysis
李涵霄,杜杏叶.近 20 年计算机与信息科学领域研究进展——IPM 期刊主题分析[EB/OL].(2023-10-08)[2025-08-11].https://chinaxiv.org/abs/202310.00691.点此复制
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