Emotion Classification of Text Based Conversations Through Dialog Act Modeling

被引：0
|
作者：
Gorer, Binnur [1 ]
机构：
[1] Bogazici Univ, Bilgisayar Muhendisligi Bolumu, TR-80815 Bebek, Turkey
来源：
2014 22ND SIGNAL PROCESSING AND COMMUNICATIONS APPLICATIONS CONFERENCE (SIU) | 2014年
关键词：
emotion classification for text based conversations; dialog act modeling; natural language processing;
D O I：
暂无
中图分类号：
TM [电工技术]; TN [电子技术、通信技术];
学科分类号：
0808 ; 0809 ;
摘要：
Automatic emotion classification from text based conversations is relatively novel and difficult natural language processing task. General approaches evaluate the conversations as plain text and do not consider the temporal flow through the dialogs. In this paper, we propose a classification method which combines state of the art natural language processing approaches with dialog act modeling.
引用
收藏
页码：2221 / 2224
页数：4
相关论文
共 50 条
  • [31] Incorporation of Contextual Information into BERT for Dialog Act Classification in Japanese
    Katada, Shun
    Shirai, Kiyoaki
    Okada, Shogo
    16th International Joint Symposium on Artificial Intelligence and Natural Language Processing, iSAI-NLP 2021, 2021,
  • [32] Incorporation of Contextual Information into BERT for Dialog Act Classification in Japanese
    Katada, Shun
    Shirai, Kiyoaki
    Okada, Shogo
    16TH INTERNATIONAL JOINT SYMPOSIUM ON ARTIFICIAL INTELLIGENCE AND NATURAL LANGUAGE PROCESSING (ISAI-NLP 2021), 2021,
  • [33] Simplifying Emotion Classification Through Emotion Distillation
    Provost, Emily Mower
    Narayanan, Shrikanth
    2012 ASIA-PACIFIC SIGNAL AND INFORMATION PROCESSING ASSOCIATION ANNUAL SUMMIT AND CONFERENCE (APSIPA ASC), 2012,
  • [34] TextTone: Expressing emotion through text
    Kalra, A
    Karahalios, K
    HUMAN-COMPUTER INTERACTION - INTERACT 2005, PROCEEDINGS, 2005, 3585 : 966 - 969
  • [35] Emotion-Sentence-DistilBERT: A Sentence-BERT-Based Distillation Model for Text Emotion Classification
    Wang, Haoyu
    Kang, Xin
    Ren, Fuji
    ARTIFICIAL INTELLIGENCE AND ROBOTICS, ISAIR 2022, PT II, 2022, 1701 : 313 - 322
  • [36] AdCOFE: Advanced Contextual Feature Extraction in conversations for emotion classification
    Bhat, Vaibhav
    Yadav, Anita
    Yadav, Sonal
    Chandrasekaran, Dhivya
    Mago, Vijay
    PEERJ COMPUTER SCIENCE, 2021, 7
  • [37] CONTEXT-AWARE NEURAL-BASED DIALOG ACT CLASSIFICATION ON AUTOMATICALLY GENERATED TRANSCRIPTIONS
    Ortega, Daniel
    Li, Chia-Yu
    Vallejo, Gisela
    Denisov, Pavel
    Ngoc Thang Vu
    2019 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH AND SIGNAL PROCESSING (ICASSP), 2019, : 7265 - 7269
  • [38] EMOTION-BASED CONFUSIONS IN MEMORY FOR DIALOG
    HERTEL, PT
    BULLETIN OF THE PSYCHONOMIC SOCIETY, 1986, 24 (05) : 336 - 337
  • [39] Investigating the Role of Emotion-Based Features in Author Gender Classification of Text
    Montero, Calkin Suero
    Munezero, Myriam
    Kakkonen, Tuomo
    COMPUTATIONAL LINGUISTICS AND INTELLIGENT TEXT PROCESSING, CICLING 2014, PART II, 2014, 8404 : 98 - 114
  • [40] Student emotion classification based on online comment text big data mining
    Yang, Zhiling
    International Journal of Reasoning-based Intelligent Systems, 2024, 16 (04) : 289 - 297
12345