阿拉斯加的能源选择:从地理标记的推特中挖掘人们的感知和态度
Moloud Abdar1, Mohammad Ehsan Basiri2, Junjun Yin3
1Département d'Informatique, Université du Québec à Montréal, Montréal, QC, Canada.
概括
阿拉斯加人就是阿拉斯加人.
科学领域:
- 环境科学 环境科学
- 社会学 社会学 社会学
背景情况:
- 阿拉斯加面临着严重的气候变化影响和能源消耗挑战.
- 了解公众对能源的看法对于可持续解决方案至关重要.
- 传统的民意调查往往是低效的.
研究的目的:
- 利用社交媒体数据调查阿拉斯加人对能源,特别是清洁能源的看法.
- 分析关于阿拉斯加能源消耗的公众意见的趋势和变化.
主要方法:
- 利用了来自阿拉斯加 (2014-2016) 的地理标签推特数据.
- 应用了基于词典的情感分析来衡量意见极性.
- 采用基于模糊的理论来改进推特的情感分析.
主要成果:
- 发现人们越来越关注能源关键词,如"太阳"",电力"和"核能".
- 发现"潮"和"太阳能电池板"作为排名第一的可再生能源关键词.
- 从2014年到2016年,观察到阿拉斯加人对可再生能源的态度发生了积极的转变.
结论:
- 推特数据提供了一种有效的方法来追踪公众对能源的看法.
- 阿拉斯加人对可再生能源的接受度和偏好越来越大.
- 这些发现支持阿拉斯加开发可持续能源战略.
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