使用平均加权词向量特征的情绪分析.
1Computer Engineering Department, Boğaziçi University, İstanbul, Turkey.
PloS one
|April 4, 2024
概括
这项研究引入了新的情感分析方法,将词向量结合起来,以准确预测评论极性. 这些技术通过改进在线反和产品满意度的分析来增强消费者决策.
科学领域:
- 自然语言处理自然语言处理.
- 计算语言学 计算语言学
- 机器学习 机器学习
背景情况:
- 在线评论对于消费者决策和衡量产品/服务满意度至关重要.
- 情绪分析旨在识别文本数据中的意见.
- 现有的情绪分析方法可以通过先进的技术来改进.
研究的目的:
- 开发和评估使用组合词向量进行情感分析的两种新方法.
- 通过从加权词频率学习来估计评论的两极性.
- 将拟议的方法与现有的情绪分析基准和文献方法进行比较.
主要方法:
- 结合不同类型的词向量来创建平均复习向量.
- 使用从敏感度标记的评论中的单词频率权重审查矢量.
- 组合开发的技术彼此和现有的情绪分析方法.
主要成果:
- 提出的方法应用于多个标准情绪分析基准数据集.
- 通过与最先进的方法进行比较来评估性能.
- 开发的情绪分析技术比现有方法表现出更高的性能.
结论:
- 对情绪分析的新方法在估计评论极性方面取得了显著的改进.
- 将词向量和基于频率的权重结合起来,为论挖掘提供了一个强大的方法.
- 这项研究有助于更准确地分析在线消费者反.
相关概念视频
Weighted Mean
5.1K
While taking the arithmetic, geometric, or harmonic mean of a sample data set, equal importance is assigned to all the data points. However, all the values may not always be equally important in some data sets. An intrinsic bias might make it more important to give more weightage to specific values over others.
For example, consider the number of goals scored in the matches of a tournament. While computing the average number of goals scored in the tournament, it may be more important to...
For example, consider the number of goals scored in the matches of a tournament. While computing the average number of goals scored in the tournament, it may be more important to...
5.1K
Average Power
597
In practical electrical applications, the concept of time-varying instantaneous power is not frequently utilized. Instead, focus shifts to the more practical quantity known as average power. Average power is determined by integrating the instantaneous power over a specified time period and subsequently dividing it by that duration.
597
Mean Absolute Deviation
2.6K
The mean absolute deviation is also a measure of the variability of data in a sample. It is the absolute value of the average difference between the data values and the mean.
Let us consider a dataset containing the number of unsold cupcakes in five shops: 10, 15, 8, 7, and 10. Initially, calculate the sample mean. Then calculate the deviation, or the difference, between each data value and the mean. Next, the absolute values of these deviations are added and divided by the sample size to...
Let us consider a dataset containing the number of unsold cupcakes in five shops: 10, 15, 8, 7, and 10. Initially, calculate the sample mean. Then calculate the deviation, or the difference, between each data value and the mean. Next, the absolute values of these deviations are added and divided by the sample size to...
2.6K
Average Velocity
18.3K
To calculate the other physical quantities in kinematics, we must introduce the time variable. The time variable allows us not only to state the position of the object during its motion, but also how fast it is moving. The speed at which an object is moving is given by the rate at which the position changes with time. For each position xi, we assign a particular time ti. If the details of the motion at each instant are not important, the rate is usually expressed as the average velocity. This...
18.3K
Average and Instantaneous Velocity Vectors
6.2K
To calculate other physical quantities in kinematics, the time variable must be introduced. The time variable not only allows us to state where an object is (its position) during its motion, but also how fast it’s moving. The speed at which an object is moving is given by the rate at which the position changes with time. For each position, a particular time is assigned. If the details of the motion at each instant are not important, the rate is usually expressed as the average velocity v.
6.2K
Regression Toward the Mean
6.3K
Regression toward the mean (“RTM”) is a phenomenon in which extremely high or low values—for example, and individual’s blood pressure at a particular moment—appear closer to a group’s average upon remeasuring. Although this statistical peculiarity is the result of random error and chance, it has been problematic across various medical, scientific, financial and psychological applications. In particular, RTM, if not taken into account, can interfere when...
6.3K


