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Visualizing the affective structure of a text document

Published: 05 April 2003 Publication History

Abstract

This paper introduces an approach for graphically visualizing the affective structure of a text document. A document is first affectively analyzed using a unique textual affect sensing engine, which leverages commonsense knowledge to classify text more reliably and comprehensively than can be achieved with keyword spotting methods alone. Using this engine, sentences are annotated using six basic Ekman emotions. Colors used to represent each of these emotions are sequenced into a color bar, which represents the progression of affect through a text document. Smoothing techniques allow the user to vary the granularity of the affective structure being displayed on the color bar. The bar is hyperlinked in a way such that it can be used to easily navigate the document. A user evaluation demonstrates that the proposed method for visualizing and navigating a document's affective structure facilitates a user's within-document information foraging activity.

References

[1]
Liu, H., Lieberman, H., Selker, T. A Model of Textual Affect Sensing using Real-World Knowledge. To Appear in Proceedings of IUI 2003. Miami, Florida.
[2]
Valdez, P., & Mehrabian, A. Effects of color on emotions. Journal of Experimental Psychology: General, 123, 394--409. (1994).

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    cover image ACM Conferences
    CHI EA '03: CHI '03 Extended Abstracts on Human Factors in Computing Systems
    April 2003
    471 pages
    ISBN:1581136374
    DOI:10.1145/765891
    Permission to make digital or hard copies of all or part of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for components of this work owned by others than ACM must be honored. Abstracting with credit is permitted. To copy otherwise, or republish, to post on servers or to redistribute to lists, requires prior specific permission and/or a fee. Request permissions from [email protected]

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    Association for Computing Machinery

    New York, NY, United States

    Publication History

    Published: 05 April 2003

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    Author Tags

    1. emotion and affective UI
    2. software architecture and engineering
    3. visual design
    4. visualization
    5. world wide web and hypermedia

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    CHI03
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    CHI03: Human Factors in Computing Systems
    April 5 - 10, 2003
    Florida, Ft. Lauderdale, USA

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    Overall Acceptance Rate 6,164 of 23,696 submissions, 26%

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    • (2021)SumRe: Design and Evaluation of a Gist‐based Summary Visualization for Incident Reports TriageComputer Graphics Forum10.1111/cgf.1430540:3(263-274)Online publication date: 29-Jun-2021
    • (2018)Making a Pecan PieProceedings of the ACM on Human-Computer Interaction10.1145/32744382:CSCW(1-22)Online publication date: 1-Nov-2018
    • (2018)Modeling and Extraction of Causal Information in Analog CircuitsIEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems10.1109/TCAD.2017.278335937:10(1915-1928)Online publication date: 1-Oct-2018
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    • (2017)The State of the Art in Sentiment VisualizationComputer Graphics Forum10.1111/cgf.1321737:1(71-96)Online publication date: 12-Jun-2017
    • (2017)An interactive thought visualization tool for insomnia treatmentProcedia Computer Science10.1016/j.procs.2017.11.043121:C(314-321)Online publication date: 1-Jan-2017
    • (2016)Textual Affect Communication and Evocation Using Abstract Generative VisualsIEEE Transactions on Human-Machine Systems10.1109/THMS.2015.250408146:3(370-379)Online publication date: Jun-2016
    • (2016)The Psychology of Fluent UseDesigning for Life10.1057/978-1-137-53047-9_4(79-136)Online publication date: 22-Jun-2016
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