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Emoji as Sentiment Indicators An Investigative Case Study in Arabic Text

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Page 1: Emojias Sentiment Indicators · Emoji as Sentiment Indicators Figure 1. Examples of the Most Representative Emoji for Each Sentiment in Emoji-Text Dataset

Emoji as Sentiment IndicatorsAn Investigative Case Study in Arabic Text

Page 2: Emojias Sentiment Indicators · Emoji as Sentiment Indicators Figure 1. Examples of the Most Representative Emoji for Each Sentiment in Emoji-Text Dataset

Human Communication

Text-Based

Face-to-Face

Page 3: Emojias Sentiment Indicators · Emoji as Sentiment Indicators Figure 1. Examples of the Most Representative Emoji for Each Sentiment in Emoji-Text Dataset

Emoji

Emoticonsand

Page 4: Emojias Sentiment Indicators · Emoji as Sentiment Indicators Figure 1. Examples of the Most Representative Emoji for Each Sentiment in Emoji-Text Dataset

RelatedWork

Limitation

Page 5: Emojias Sentiment Indicators · Emoji as Sentiment Indicators Figure 1. Examples of the Most Representative Emoji for Each Sentiment in Emoji-Text Dataset

Our Focus

Page 6: Emojias Sentiment Indicators · Emoji as Sentiment Indicators Figure 1. Examples of the Most Representative Emoji for Each Sentiment in Emoji-Text Dataset

MethodologySentiment Analysis

+Coding and Counting

Page 7: Emojias Sentiment Indicators · Emoji as Sentiment Indicators Figure 1. Examples of the Most Representative Emoji for Each Sentiment in Emoji-Text Dataset

Results

Page 8: Emojias Sentiment Indicators · Emoji as Sentiment Indicators Figure 1. Examples of the Most Representative Emoji for Each Sentiment in Emoji-Text Dataset

Results

Page 9: Emojias Sentiment Indicators · Emoji as Sentiment Indicators Figure 1. Examples of the Most Representative Emoji for Each Sentiment in Emoji-Text Dataset

Emoji as Sentiment Indicators

Figure 1. Examples of the Most Representative Emoji for Each Sentiment in Emoji-Text Dataset.

Page 10: Emojias Sentiment Indicators · Emoji as Sentiment Indicators Figure 1. Examples of the Most Representative Emoji for Each Sentiment in Emoji-Text Dataset

1. True-Sentiment Indication

Page 11: Emojias Sentiment Indicators · Emoji as Sentiment Indicators Figure 1. Examples of the Most Representative Emoji for Each Sentiment in Emoji-Text Dataset

2. No-Sentiment Indication

Page 12: Emojias Sentiment Indicators · Emoji as Sentiment Indicators Figure 1. Examples of the Most Representative Emoji for Each Sentiment in Emoji-Text Dataset

3. Multi-Sentiment Indication

Page 13: Emojias Sentiment Indicators · Emoji as Sentiment Indicators Figure 1. Examples of the Most Representative Emoji for Each Sentiment in Emoji-Text Dataset

4. Ambiguous Sentiment Indication

Page 14: Emojias Sentiment Indicators · Emoji as Sentiment Indicators Figure 1. Examples of the Most Representative Emoji for Each Sentiment in Emoji-Text Dataset

Work Limitations• Sentiment behavior of

emoji is context-sensitive.

• The source of the text that

was analyzed was Twitter

only.

Future Work

Page 15: Emojias Sentiment Indicators · Emoji as Sentiment Indicators Figure 1. Examples of the Most Representative Emoji for Each Sentiment in Emoji-Text Dataset

Thank You!