Collaborative Inference of Sentiments from Texts

机译：从文本中共同推断情感

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Sentiment analysis deals with inferring people's sentiments and opinions from texts. An important aspect of sentiment analysis is polarity classification, which consists of inferring a document's polarity - the overall sentiment conveyed by the text - in the form of a numerical rating. In contrast to existing approaches to polarity classification, we propose to take the authors of the documents into account. Specifically, we present a nearest-neighbour collaborative approach that utilises novel models of user similarity. Our evaluation shows that our approach improves on state-of-the-art performance, and yields insights regarding datasets for which such an improvement is achievable.

机译：情感分析用于从文本中推断出人们的情感和观点。情感分析的一个重要方面是极性分类，它包括以数字等级的形式推断文档的极性-文本传达的总体情感。与极性分类的现有方法相反，我们建议考虑文档的作者。具体来说，我们提出了一种利用用户相似性的新颖模型的最近邻居协作方法。我们的评估表明，我们的方法改进了最先进的性能，并获得了有关可以实现这种改进的数据集的见解。

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《User modeling, adaptation, and personalization》|2010年|p.195-206|共12页
会议地点 Big Island HI(US);Big Island HI(US)
作者
Yanir Seroussi; Ingrid Zukerman; Fabian Bohnert;
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作者单位

Faculty of Information Technology, Monash University Clayton, Victoria 3800, Australia;

Faculty of Information Technology, Monash University Clayton, Victoria 3800, Australia;

Faculty of Information Technology, Monash University Clayton, Victoria 3800, Australia;

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原文格式 PDF
正文语种 eng
中图分类计算技术、计算机技术;
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1. An Improved Approach for Text Sentiment Classification Based on a Deep Neural Network via a Sentiment Attention Mechanism [J] . Wenkuan Li, Peiyu Liu, Qiuyue Zhang, Future Internet . 2019,第4期

机译：一种基于深度神经网络的情感注意机制的文本情感分类改进方法
2. SlangSD: building, expanding and using a sentiment dictionary of s1ang words for short-text sentiment classification [J] . Wu Liang, Morstatter Fred, Liu Huan Language Resources and Evaluation . 2018,第3期

机译：SlangSD：构建，扩展和使用s1ang单词的情感词典来进行短文本情感分类
3. SentiRelated: A cross-domain sentiment classification algorithm for short texts through sentiment related index [J] . Wang Lei, Niu Jianwei, Song Houbing, Journal of network and computer applications . 2018,第jana期

机译：SentiRelated：一种通过情感相关索引对短文本进行跨域情感分类的算法
4. Collaborative Inference of Sentiments from Texts [C] . Yanir Seroussi, Ingrid Zukerman, Fabian Bohnert International Conference on User Modeling, Adaptation, and Personalization . 2010

机译：来自文本情绪的协作推断
5. Text association mining with cross-sentence inference, structure-based document model and multi-relational text mining. [D] . Thaicharoen, Supphachai. 2009

机译：带有跨句推理的文本关联挖掘，基于结构的文档模型和多关系文本挖掘。
6. A deep neural network approach for sentiment analysis of medically related texts: an analysis of tweets related to concussions in sports [O] . Kayvan Tirdad, Alex Dela Cruz, Alireza Sadeghian, 2021

机译：医学相关文本情感分析的深度神经网络方法：对运动脑脑脑震荡的推文分析
7. Research of Method in Sentiment Orientation Analysis of Texts Based on Domain Sentiment Lexicon [O] . Yun Pan, Xiaojun Li, Hanxiao Shi, 2014

机译：基于领域情绪词典的文本情感方向分析方法研究

Collaborative Inference of Sentiments from Texts

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