Investigating the Effect of Emoji in Opinion Classification of Uzbek Movie Review Comments
Opinion mining on social media posts has become more and more popular. Users often express their opinion on a topic not only with words but they also use image symbols such as emoticons and emoji. In this paper, we investigate the effect of emoji-based features in opinion classification of Uzbek texts, and more specifically movie review comments from YouTube. Several classification algorithms are tested, and feature ranking is performed to evaluate the discriminative ability of the emoji-based features.
Code (0)
등록된 구현이 없습니다.
Tasks
ClassificationGeneral ClassificationOpinion MiningSimilar Papers 제목 키워드 기반
Did you ever read about Frogs drinking Coffee? Investigating the Compositionality of Multi-Emoji Expressions
In this work, we present a first attempt to investigate multi-emoji expressions and whether they behave similarly to multiword expressions in terms of non-compositionality. We focus on the combination of the frog and the…
Sentiment AnalysisAll in One: A Multi-Task Learning for Emoji, Sentiment and Emotion Analysis in Code-Mixed Text
Code mixed language and emojis are being extensively used in social media to express opinions. In this paper, we propose a novel task that focuses on suggesting appropriate emojis in English-Hindi code-mixed sentences. W…
AllEmotion RecognitionMulti-Task LearningPay attention to emoji: Feature Fusion Network with EmoGraph2vec Model for Sentiment Analysis
With the explosive growth of social media, opinionated postings with emojis have increased explosively. Many emojis are used to express emotions, attitudes, and opinions. Emoji representation learning can be helpful to i…
Representation LearningSentiment AnalysisTransfer LearningAccuracy of the Uzbek stop words detection: a case study on "School corpus"
Stop words are very important for information retrieval and text analysis investigation tasks of natural language processing. Current work presents a method to evaluate the quality of a list of stop words aimed at automa…
Information RetrievalRetrievalSentenceEmoji semantics/pragmatics: investigating commitment and lying
This paper presents the results of two experiments investigating the directness of emoji in constituting speaker meaning. This relationship is examined in two ways, with Experiment 1 testing whether speakers are committe…