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Lie-Sensor: A Live Emotion Verifier or a Licensor for Chat Applications using Emotional Intelligence
arXiv - CS - Computation and Language Pub Date : 2021-02-11 , DOI: arxiv-2102.11318 Falguni Patel, NirmalKumar Patel, Santosh Kumar Bharti
arXiv - CS - Computation and Language Pub Date : 2021-02-11 , DOI: arxiv-2102.11318 Falguni Patel, NirmalKumar Patel, Santosh Kumar Bharti
Veracity is an essential key in research and development of innovative
products. Live Emotion analysis and verification nullify deceit made to
complainers on live chat, corroborate messages of both ends in messaging apps
and promote an honest conversation between users. The main concept behind this
emotion artificial intelligent verifier is to license or decline message
accountability by comparing variegated emotions of chat app users recognized
through facial expressions and text prediction. In this paper, a proposed
emotion intelligent live detector acts as an honest arbiter who distributes
facial emotions into labels namely, Happiness, Sadness, Surprise, and Hate.
Further, it separately predicts a label of messages through text
classification. Finally, it compares both labels and declares the message as a
fraud or a bonafide. For emotion detection, we deployed Convolutional Neural
Network (CNN) using a miniXception model and for text prediction, we selected
Support Vector Machine (SVM) natural language processing probability classifier
due to receiving the best accuracy on training dataset after applying Support
Vector Machine (SVM), Random Forest Classifier, Naive Bayes Classifier, and
Logistic regression.
中文翻译:
谎言传感器:使用情感智能的实时情感验证程序或聊天应用程序的许可人
准确性是研发创新产品的关键。实时情感分析和验证可以消除实时聊天中对投诉者的欺骗,在消息传递应用程序中确认两端的消息,并促进用户之间的诚实对话。这种情绪人工智能验证器背后的主要概念是,通过比较通过面部表情和文本预测识别的聊天应用程序用户的各种情绪,来许可或拒绝消息问责制。在本文中,一种拟议的情绪智能实时检测器充当诚实的仲裁者,将面部情绪分配到“幸福”,“悲伤”,“惊喜”和“仇恨”等标签中。此外,它通过文本分类分别预测消息的标签。最后,它将两个标签进行比较,并将消息声明为欺诈或正当行为。
更新日期:2021-02-24
中文翻译:
谎言传感器:使用情感智能的实时情感验证程序或聊天应用程序的许可人
准确性是研发创新产品的关键。实时情感分析和验证可以消除实时聊天中对投诉者的欺骗,在消息传递应用程序中确认两端的消息,并促进用户之间的诚实对话。这种情绪人工智能验证器背后的主要概念是,通过比较通过面部表情和文本预测识别的聊天应用程序用户的各种情绪,来许可或拒绝消息问责制。在本文中,一种拟议的情绪智能实时检测器充当诚实的仲裁者,将面部情绪分配到“幸福”,“悲伤”,“惊喜”和“仇恨”等标签中。此外,它通过文本分类分别预测消息的标签。最后,它将两个标签进行比较,并将消息声明为欺诈或正当行为。