使用基于图表的Quickprop方法进行情绪分析,以提高产品质量
Raj Kumar Veerasamy Subramani1, Thirumoorthy Kumaresan2
1Department of Artificial Intelligence and Data Science, Bannari Amman Institute of Technology.
概括
本研究介绍了一种新的基于图形的快速提升方法 (GQP-PQE),用于分析社交媒体上的客户情绪. GQP-PQE方法显著提高了情绪分类准确性,以更好地评估产品质量.
科学领域:
- 计算语言学 计算语言学
- 社交媒体分析
- 自然语言处理自然语言处理.
背景情况:
- 对于产品质量评估而言,社交媒体上的客户满意度至关重要.
- 传统的情绪分析与社交媒体数据的数量,多样性和细微性质作斗争.
- 现有的工具在捕捉上下文相关的产品相关意见方面面临挑战.
研究的目的:
- 解决社交媒体数据传统情绪分析的局限性.
- 开发一个强大的框架,从用户生成的内容中提取可操作的见解.
- 通过更好地了解消费者反来改善产品质量评估.
主要方法:
- 利用复杂的基于图形的建模策略来捕捉数据的复杂性.
- 开发了基于图形的快速推进方法 (GQP-PQE).
- 使用Sentiment140数据集 (160万条推文) 构建了一个图形模型,将个人表示为节点,交互表示为边缘.
主要成果:
- 显示情绪分类准确度显著增加.
- 验证了GQP-PQE方法的有效性.
- 强调了关系结构在情感分析中的重要性.
结论:
- GQP-PQE方法为分析社交媒体情绪提供了一个强大的框架.
- 这种方法为企业提供了提高产品质量的实际影响.
- 通过结合关系结构来更好地理解消费者反,推进情绪分析.
相关概念视频
Qualitative Analysis
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For solutions containing mixtures of different cations, the identity of each cation can be determined by qualitative analysis. This technique involves a series of selective precipitations with different chemical reagents, each reaction producing a characteristic precipitate for a specific group of cations. Metal ions within a group are further separated by varying the pH, heating the mixture to redissolve a precipitate, or adding other reagents to form complex ions.
For instance, group IV...
For instance, group IV...
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Reaction Quotient
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An ogive graph is sometimes called a cumulative frequency polygon. It is one type of frequency polygon that shows cumulative frequency. In other words, the cumulative percentages are added to the graph from left to right. An ogive graph plots cumulative frequency on the vertical y-axis and class boundaries along the horizontal x-axis. It’s very similar to a histogram; only instead of rectangles, an ogive displays a single point where the top right of the rectangle would be. Creating this...
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