Towards an Ontology for Describing Emotions

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    Towards an Ontology for Describing Emotions - Presentation Transcript

    1. Towards an Ontology for Describing Emotions 1 st World Summit of the Knowledge Society WSKS’08 Juan Miguel López 1 , Rosa Gil 1 , Roberto García 1 , Idoia Cearreta 2, Nestor Garay 2 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
      • Conclusions
      • Future Work
      • Conceptual Model
      • Emotions Ontology
      • Use Case
    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 E motion : states where the person’s 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
      • Conclusions
      • Future Work
      • Conceptual Model
      • Emotions Ontology
      • Use Case
    8. Conceptual Model
      • Independent from psychological theories
        • No interpretation of emotions
        • No emotion triggering mechanism model
      • Multimodality:
        • Incorporates Lang’s 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:
      Lexical Unit Frame LU Status Lexical Entry Report Annotation Report score.n Cardinal_numbers Created LE   score.n Behind_the_scenes Finished_Initial LE Anno score.v Getting Created     score.v Damaging Created LE   scores.n Quantity Finished_Initial LE Anno
    13. Emotions Ontology Scenario "Torres scored a winning goal in the last minute" describes triggers Emergent Emotion Description score - Recipient  "Torres" - Result  "winning" - Theme  "goal" - Time  "in the last minute"
    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 sadness play songs and/or display images associated to a happy user response
    16. Table of Contents
      • Introduction
      • Describing Emotion
      • Ontologies for Emotion
      • Conclusions
      • Future Work
      • Conceptual Model
      • Emotions Ontology
      • Use Case
    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 [email_address]

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