Towards an Ontology for Describing Emotions - Presentation Transcript
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
Table of Contents
Introduction
Describing Emotion
Ontologies for Emotion
Conclusions
Future Work
Conceptual Model
Emotions Ontology
Use Case
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
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
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
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)
Table of Contents
Introduction
Describing Emotion
Ontologies for Emotion
Conclusions
Future Work
Conceptual Model
Emotions Ontology
Use Case
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
Conceptual Model “ physical world” “ mental world”
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
Emotions Ontology
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
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"
The study of emotion in human beings has traditiona more
The study of emotion in human beings has traditionally been a research interest area in disciplines such as psychology and sociology. The appearance of affective computing paradigm has made it possible to include findings from these disciplines in the development of affective interfaces. Still, there is a lack of applications that take emotion related aspects into account. This situation is mainly due to the great amount of proposed theoretical models and the complexity of human emotions. Besides, the importance that mobile computing area is acquiring has made necessary to bear context related aspects in mind. The proposal presented in this paper is based on a generic ontology for describing emotions and their detection and expression systems taking contextual and multimodal elements into account. The ontology is proposed as a way to develop a formal model that can be easily computerized. Moreover, it is based on a standard, the Web Ontology Language (OWL), which also makes ontologies easily shareable and extensible. Once formalized as an ontology, the knowledge about emotions is used in order to make computers more accessible, personalised and adapted to user needs. less
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