Visual Analytics of Text Conversation Sentiment and Semantics

被引:0
|
作者
Healey, Christopher G. [1 ,2 ]
Dinakaran, Gowtham [1 ,2 ]
Padia, Kalpesh [2 ]
Nie, Shaoliang [2 ]
Benson, J. Riley [3 ]
Caira, Dave [3 ]
Shaw, Dean [3 ]
Catalfu, Gary [3 ]
Devarajan, Ravi [3 ]
机构
[1] NC State Univ, Inst Adv Analyt, Raleigh, NC 27695 USA
[2] NC State Univ, Dept Comp Sci, Raleigh, NC 27695 USA
[3] SAS Inst, Cary, NC USA
关键词
OF-THE-ART; VISUALIZATIONS; DIFFUSION; DESIGN; SYSTEM;
D O I
10.1111/cgf.14391
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
This paper describes the design and implementation of a web-based system to visualize large collections of text conversations integrated into a hierarchical four-level-of-detail design. Viewers can visualize conversations: (1) in a streamgraph topic overview for a user-specified time period; (2) as emotion patterns for a topic chosen from the streamgraph; (3) as semantic sequences for a user-selected emotion pattern, and (4) as an emotion-driven conversation graph for a single conversation. We collaborated with the Live Chatcustomer service group at SAS Institute to design and evaluate our system's strengths and limitations.
引用
收藏
页码:484 / 499
页数:16
相关论文
共 50 条
  • [21] Visual Analytics for Forecasting Technological Trends from Text
    Secco, Cristian A.
    Sina, Lennart B.
    Blazevic, Midhad
    Nazemi, Kawa
    [J]. 2023 27TH INTERNATIONAL CONFERENCE INFORMATION VISUALISATION, IV, 2023, : 251 - 258
  • [22] CQAVis: Visual Text Analytics for Community Question Answering
    Hoque, Enamul
    Joty, Shafiq
    Marquez, Lluis
    Carenini, Giuseppe
    [J]. IUI'17: PROCEEDINGS OF THE 22ND INTERNATIONAL CONFERENCE ON INTELLIGENT USER INTERFACES, 2017, : 161 - 172
  • [23] Incremental Visual Text Analytics of News Story Development
    Krstajic, Milos
    Najm-Araghi, Mohammad
    Mansmann, Florian
    Keim, Daniel A.
    [J]. VISUALIZATION AND DATA ANALYSIS 2012, 2012, 8294
  • [24] Using visual text analytics to examine broadcast interviewing
    Angus, Daniel
    Fitzgerald, Richard
    Atay, Christina
    Wiles, Janet
    [J]. DISCOURSE CONTEXT & MEDIA, 2016, 11 : 38 - 49
  • [25] Seeing beyond reading: a survey on visual text analytics
    Alencar, Aretha B.
    de Oliveira, Maria Cristina F.
    Paulovich, Fernando V.
    [J]. WILEY INTERDISCIPLINARY REVIEWS-DATA MINING AND KNOWLEDGE DISCOVERY, 2012, 2 (06) : 476 - 492
  • [26] Real-Time Visual Analytics for Text Streams
    Keim, Daniel A.
    Krstajic, Milos
    Rohrdantz, Christian
    Schreck, Tobias
    [J]. COMPUTER, 2013, 46 (07) : 47 - 55
  • [27] Integrated Visual Analytics Tool for Heterogeneous Text Data
    Park, Jihyoun
    [J]. 2014 IEEE CONFERENCE ON VISUAL ANALYTICS SCIENCE AND TECHNOLOGY (VAST), 2014, : 325 - 326
  • [28] Visual Text Analytics: Techniques for Linguistic Information Visualization
    El-Assady, Mennatallah
    [J]. PROCEEDINGS OF THE ACM SYMPOSIUM ON DOCUMENT ENGINEERING (DOCENG 2018), 2018,
  • [29] Guided Text Analysis Using Adaptive Visual Analytics
    Steed, Chad A.
    Symons, Christopher T.
    DeNap, Frank A.
    Potok, Thomas E.
    [J]. VISUALIZATION AND DATA ANALYSIS 2012, 2012, 8294
  • [30] Affective Semantics and Regulatory Modes of the Word in Text-Based Sentiment Analysis
    Naren, Tuya
    Xu, Xiaoyin
    [J]. CHINESE LEXICAL SEMANTICS (CLSW 2020), 2021, 12278 : 288 - 302