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Towards an Ontology for Describing Emotions

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Affective computing: detect and response to user's emotions ... Psycho-physiological (e.g heart rate) Emotional processing levels: Emotional context ... – PowerPoint PPT presentation

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Title: Towards an Ontology for Describing Emotions


1
Towards an Ontology for Describing Emotions
  • 1st World Summit of the Knowledge Society
  • WSKS08
  • Juan Miguel López1, Rosa Gil1, Roberto García1,
    Idoia Cearreta2, Nestor Garay2
  • 1 Universitat de Lleida, Spain
  • 2 University of the Basque Country, Spain

September 25, 2008 Athens, Greece
2
Table of Contents
  • Introduction
  • Describing Emotion
  • Ontologies for Emotion
  • Conceptual Model
  • Emotions Ontology
  • Use Case
  • Conclusions
  • Future Work

3
Introduction
  • Human beings are eminently emotional
  • Affective computing detect and response to
    user's emotions
  • Great variety of theoretical models of emotions
  • Emotions are not universal (cultural, language
    and individual particularities) ? Context
    influence
  • Focus (reduce complexity)
  • Emergent Emotion states where the persons whole
    system is caught up in the way they react to a
    particular person or situation
  • Just emotion detection and expression systems,
    not internals of emotion processing in humans

4
Introduction
  • Objectives
  • Generic approach to define context-aware emergent
    emotions taking different theoretical models into
    account
  • Guide for flexible design of multimodal affective
    applications with independence of the starting
    model and the final way of implementation

5
Describing Emotion
  • Most common cognitive models of emotions
  • Categorical (Ekman, 1984)
  • Dimensional (Lang, 1979) 
  • Appraisal (Scherer, 1999)
  • Emotion expression systems
  • Verbal
  • Behavioural (e.g. facial or postural)
  • Psycho-physiological (e.g heart rate)
  • Emotional processing levels
  • Emotional context (location, time, activity,
    devices and person)
  • Emotion itself
  • Associated multimodal behaviours

6
Ontologies for Emotion
  • Semantic lexicon in the field of feelings and
    emotions (Mathieu, 2005)
  • Emotional annotation with WordNetAffect
    (Strapparava and Valittutti, 2004)
  • Ontology of affective states for context aware
    applications (Benta et al., 2007)
  • User context model (Cearreta et al., 2007)

7
Table of Contents
  • Introduction
  • Describing Emotion
  • Ontologies for Emotion
  • Conceptual Model
  • Emotions Ontology
  • Use Case
  • Conclusions
  • Future Work

8
Conceptual Model
  • Independent from psychological theories
  • No interpretation of emotions
  • No emotion triggering mechanism model
  • Multimodality
  • Incorporates Langs three expression systems
  • Input through senses (humans) and sensors
    (computers)
  • Model context individual, social and
    environmental
  • Focus on Emergent Emotion, base of human
    affectiveness

9
Conceptual Model
physical world
mental world
10
Emotions Ontology
  • Formalisation of the conceptual model
  • Flexible and extensible (accommodate different
    theories)
  • Web-wide sharable Web Ontology Language (OWL)
  • Enrich by reusing upper ontologies
  • DOLCE, Descriptive Ontology for Linguistic and
    Cognitive Engineering (Gangemi et al., 2002)
  • Context representation Description Situation
  • Other generic concepts

11
Emotions Ontology
12
Emotions Ontology
  • DOLCE provides generic terms for modelling
    context
  • Enormous range of situations that might be
    associated with emotions
  • FrameNet formalisation of a enormous linguistic
    base, based on Frames

13
Emotions Ontology
Scenario
"Torres scored a winning goal in the last minute"
describes
triggers
Emergent Emotion
14
Use Case
  • Emotion-aware Tangible User Interface
  • Interface
  • Sensors microphone, camera and buttons
  • Expression display and speaker
  • Situations ? Descriptions
  • playing a song
  • displaying a picture

15
Use Case
  • Emergent Emotion sadness, happiness, anger,
    calm, worry, relaxed, boredom and surprise
  • Training recognize user emotional response to
    some situations
  • Then, make user experience more pleasant
  • If detected sadnessplay songs and/or display
    images associated to a happy user response

16
Table of Contents
  • Introduction
  • Describing Emotion
  • Ontologies for Emotion
  • Conceptual Model
  • Emotions Ontology
  • Use Case
  • Conclusions
  • Future Work

17
Conclusions
  • Generic model for describing emotions and their
    detection and expression systems taking
    contextual and multimodal elements into account
  • Cognitive interpretation of emotions
  • Independence from emotion theories
  • Formalised as a Web Ontology
  • Reuse DOLCE and FrameNet

18
Future Work
  • Extending the ontology beyond emergent emotion
  • Affective states and emotions in social networks
  • Extend emotion-aware application based on
    Tangible User Interfaces
  • Make computers more accessible, personalised and
    adapted to user needs

19
Thank you for your attention
  • Roberto García
  • rgarcia_at_diei.udl.es
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