基于word2vec的媒体平台和学术平台移动健康比较研究
Comparative Study of Media Platforms and Academic Platforms for Mobile Health Based on Word2vec
移动健康是指通过移动通信技术为用户提供医疗服务和相关医疗信息,本文比较了媒体平台和学术平台的移动健康,旨在促进移动健康在我国及世界范围的可持续发展。Word2vec是一种新兴的神经网络词嵌入算法,能够在语法和语义层面对词语的相似度进行有效的测度。本文以媒体平台健康界上移动健康的资讯数据和学术平台中国知网上移动健康的文献数据作为分析语料,首先对两个语料库中的高频词进行比较分析,然后使用word2vec模型分别获得两个语料库中移动健康的前20个语义相似词,通过对比分析以发现媒体平台和学术平台对移动健康关注点的差异,最后将两个语料库中的词向量进行降维和可视化,进而从总体上对媒体平台和学术平台移动健康相关词进行可视化比较。研究结果展现了媒体平台和学术平台在移动健康关注点方面的差异,为移动健康研究提供了新的视角。
Mobile health refers to the use of mobile communication technology to deliver healthcare services and information. This study compares mobile health between media platforms and academic platforms, with the aim of facilitating sustainable development of mobile health in China and beyond. Word2vec is a neural network word embedding algorithm that can effectively measure word similarity at the syntactic and semantic levels.This study collects data from the media platform of CN-HEALTHCARE and the academic platform of China National Knowledge Infrastructure (CNKI) separately. The abstracts of all the literature regarding mobile health on CNKI and all the media reports regarding mobile health on CN-HEALTHCARE were separately used as the training corpus. Two word2vec models were trained based on the collected corpus. Then, the high-frequency words in the two corpora were compared and analyzed. The top 20 similar words of mobile health in the two word2vec models were obtained and compared to find out the differences between media platforms and academic platforms in terms of their focus on mobile health. Following this, dimensionality of the word vectors in the two word2vec models were reduced. Visualization of the word embedding of the whole words was conducted and the difference was compared. The results of this study show the differences of mobile health between media platforms and academic platforms, providing a new perspective for mobile health research.
严亚兰、吕雪佩
信息传播、知识传播科学、科学研究医学研究方法
移动健康word2vec媒体平台学术平台比较研究
mobile healthword2veccomparative studymedia platformsacademic platforms
严亚兰,吕雪佩.基于word2vec的媒体平台和学术平台移动健康比较研究[EB/OL].(2023-05-18)[2025-08-02].http://www.paper.edu.cn/releasepaper/content/202305-133.点此复制
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